[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"similar-mathworks--MATLAB-Simulink-Challenge-Project-Hub":3,"tool-mathworks--MATLAB-Simulink-Challenge-Project-Hub":62},[4,18,26,36,46,54],{"id":5,"name":6,"github_repo":7,"description_zh":8,"stars":9,"difficulty_score":10,"last_commit_at":11,"category_tags":12,"status":17},4358,"openclaw","openclaw\u002Fopenclaw","OpenClaw 是一款专为个人打造的本地化 AI 助手，旨在让你在自己的设备上拥有完全可控的智能伙伴。它打破了传统 AI 助手局限于特定网页或应用的束缚，能够直接接入你日常使用的各类通讯渠道，包括微信、WhatsApp、Telegram、Discord、iMessage 等数十种平台。无论你在哪个聊天软件中发送消息，OpenClaw 都能即时响应，甚至支持在 macOS、iOS 和 Android 设备上进行语音交互，并提供实时的画布渲染功能供你操控。\n\n这款工具主要解决了用户对数据隐私、响应速度以及“始终在线”体验的需求。通过将 AI 部署在本地，用户无需依赖云端服务即可享受快速、私密的智能辅助，真正实现了“你的数据，你做主”。其独特的技术亮点在于强大的网关架构，将控制平面与核心助手分离，确保跨平台通信的流畅性与扩展性。\n\nOpenClaw 非常适合希望构建个性化工作流的技术爱好者、开发者，以及注重隐私保护且不愿被单一生态绑定的普通用户。只要具备基础的终端操作能力（支持 macOS、Linux 及 Windows WSL2），即可通过简单的命令行引导完成部署。如果你渴望拥有一个懂你",349277,3,"2026-04-06T06:32:30",[13,14,15,16],"Agent","开发框架","图像","数据工具","ready",{"id":19,"name":20,"github_repo":21,"description_zh":22,"stars":23,"difficulty_score":10,"last_commit_at":24,"category_tags":25,"status":17},3808,"stable-diffusion-webui","AUTOMATIC1111\u002Fstable-diffusion-webui","stable-diffusion-webui 是一个基于 Gradio 构建的网页版操作界面，旨在让用户能够轻松地在本地运行和使用强大的 Stable Diffusion 图像生成模型。它解决了原始模型依赖命令行、操作门槛高且功能分散的痛点，将复杂的 AI 绘图流程整合进一个直观易用的图形化平台。\n\n无论是希望快速上手的普通创作者、需要精细控制画面细节的设计师，还是想要深入探索模型潜力的开发者与研究人员，都能从中获益。其核心亮点在于极高的功能丰富度：不仅支持文生图、图生图、局部重绘（Inpainting）和外绘（Outpainting）等基础模式，还独创了注意力机制调整、提示词矩阵、负向提示词以及“高清修复”等高级功能。此外，它内置了 GFPGAN 和 CodeFormer 等人脸修复工具，支持多种神经网络放大算法，并允许用户通过插件系统无限扩展能力。即使是显存有限的设备，stable-diffusion-webui 也提供了相应的优化选项，让高质量的 AI 艺术创作变得触手可及。",162132,"2026-04-05T11:01:52",[14,15,13],{"id":27,"name":28,"github_repo":29,"description_zh":30,"stars":31,"difficulty_score":32,"last_commit_at":33,"category_tags":34,"status":17},1381,"everything-claude-code","affaan-m\u002Feverything-claude-code","everything-claude-code 是一套专为 AI 编程助手（如 Claude Code、Codex、Cursor 等）打造的高性能优化系统。它不仅仅是一组配置文件，而是一个经过长期实战打磨的完整框架，旨在解决 AI 代理在实际开发中面临的效率低下、记忆丢失、安全隐患及缺乏持续学习能力等核心痛点。\n\n通过引入技能模块化、直觉增强、记忆持久化机制以及内置的安全扫描功能，everything-claude-code 能显著提升 AI 在复杂任务中的表现，帮助开发者构建更稳定、更智能的生产级 AI 代理。其独特的“研究优先”开发理念和针对 Token 消耗的优化策略，使得模型响应更快、成本更低，同时有效防御潜在的攻击向量。\n\n这套工具特别适合软件开发者、AI 研究人员以及希望深度定制 AI 工作流的技术团队使用。无论您是在构建大型代码库，还是需要 AI 协助进行安全审计与自动化测试，everything-claude-code 都能提供强大的底层支持。作为一个曾荣获 Anthropic 黑客大奖的开源项目，它融合了多语言支持与丰富的实战钩子（hooks），让 AI 真正成长为懂上",158594,2,"2026-04-16T23:34:05",[14,13,35],"语言模型",{"id":37,"name":38,"github_repo":39,"description_zh":40,"stars":41,"difficulty_score":42,"last_commit_at":43,"category_tags":44,"status":17},8272,"opencode","anomalyco\u002Fopencode","OpenCode 是一款开源的 AI 编程助手（Coding Agent），旨在像一位智能搭档一样融入您的开发流程。它不仅仅是一个代码补全插件，而是一个能够理解项目上下文、自主规划任务并执行复杂编码操作的智能体。无论是生成全新功能、重构现有代码，还是排查难以定位的 Bug，OpenCode 都能通过自然语言交互高效完成，显著减少开发者在重复性劳动和上下文切换上的时间消耗。\n\n这款工具专为软件开发者、工程师及技术研究人员设计，特别适合希望利用大模型能力来提升编码效率、加速原型开发或处理遗留代码维护的专业人群。其核心亮点在于完全开源的架构，这意味着用户可以审查代码逻辑、自定义行为策略，甚至私有化部署以保障数据安全，彻底打破了传统闭源 AI 助手的“黑盒”限制。\n\n在技术体验上，OpenCode 提供了灵活的终端界面（Terminal UI）和正在测试中的桌面应用程序，支持 macOS、Windows 及 Linux 全平台。它兼容多种包管理工具，安装便捷，并能无缝集成到现有的开发环境中。无论您是追求极致控制权的资深极客，还是渴望提升产出的独立开发者，OpenCode 都提供了一个透明、可信",144296,1,"2026-04-16T14:50:03",[13,45],"插件",{"id":47,"name":48,"github_repo":49,"description_zh":50,"stars":51,"difficulty_score":32,"last_commit_at":52,"category_tags":53,"status":17},2271,"ComfyUI","Comfy-Org\u002FComfyUI","ComfyUI 是一款功能强大且高度模块化的视觉 AI 引擎，专为设计和执行复杂的 Stable Diffusion 图像生成流程而打造。它摒弃了传统的代码编写模式，采用直观的节点式流程图界面，让用户通过连接不同的功能模块即可构建个性化的生成管线。\n\n这一设计巧妙解决了高级 AI 绘图工作流配置复杂、灵活性不足的痛点。用户无需具备编程背景，也能自由组合模型、调整参数并实时预览效果，轻松实现从基础文生图到多步骤高清修复等各类复杂任务。ComfyUI 拥有极佳的兼容性，不仅支持 Windows、macOS 和 Linux 全平台，还广泛适配 NVIDIA、AMD、Intel 及苹果 Silicon 等多种硬件架构，并率先支持 SDXL、Flux、SD3 等前沿模型。\n\n无论是希望深入探索算法潜力的研究人员和开发者，还是追求极致创作自由度的设计师与资深 AI 绘画爱好者，ComfyUI 都能提供强大的支持。其独特的模块化架构允许社区不断扩展新功能，使其成为当前最灵活、生态最丰富的开源扩散模型工具之一，帮助用户将创意高效转化为现实。",108322,"2026-04-10T11:39:34",[14,15,13],{"id":55,"name":56,"github_repo":57,"description_zh":58,"stars":59,"difficulty_score":32,"last_commit_at":60,"category_tags":61,"status":17},6121,"gemini-cli","google-gemini\u002Fgemini-cli","gemini-cli 是一款由谷歌推出的开源 AI 命令行工具，它将强大的 Gemini 大模型能力直接集成到用户的终端环境中。对于习惯在命令行工作的开发者而言，它提供了一条从输入提示词到获取模型响应的最短路径，无需切换窗口即可享受智能辅助。\n\n这款工具主要解决了开发过程中频繁上下文切换的痛点，让用户能在熟悉的终端界面内直接完成代码理解、生成、调试以及自动化运维任务。无论是查询大型代码库、根据草图生成应用，还是执行复杂的 Git 操作，gemini-cli 都能通过自然语言指令高效处理。\n\n它特别适合广大软件工程师、DevOps 人员及技术研究人员使用。其核心亮点包括支持高达 100 万 token 的超长上下文窗口，具备出色的逻辑推理能力；内置 Google 搜索、文件操作及 Shell 命令执行等实用工具；更独特的是，它支持 MCP（模型上下文协议），允许用户灵活扩展自定义集成，连接如图像生成等外部能力。此外，个人谷歌账号即可享受免费的额度支持，且项目基于 Apache 2.0 协议完全开源，是提升终端工作效率的理想助手。",100752,"2026-04-10T01:20:03",[45,13,15,14],{"id":63,"github_repo":64,"name":65,"description_en":66,"description_zh":67,"ai_summary_zh":67,"readme_en":68,"readme_zh":69,"quickstart_zh":70,"use_case_zh":71,"hero_image_url":72,"owner_login":73,"owner_name":74,"owner_avatar_url":75,"owner_bio":76,"owner_company":77,"owner_location":77,"owner_email":77,"owner_twitter":77,"owner_website":78,"owner_url":79,"languages":80,"stars":89,"forks":90,"last_commit_at":91,"license":92,"difficulty_score":93,"env_os":94,"env_gpu":95,"env_ram":95,"env_deps":96,"category_tags":101,"github_topics":105,"view_count":32,"oss_zip_url":77,"oss_zip_packed_at":77,"status":17,"created_at":126,"updated_at":127,"faqs":128,"releases":159},8324,"mathworks\u002FMATLAB-Simulink-Challenge-Project-Hub","MATLAB-Simulink-Challenge-Project-Hub","This MATLAB and Simulink Challenge Project Hub contains a list of research and design project ideas. These projects will help you gain practical experience and insight into technology trends and industry directions.","MATLAB-Simulink-Challenge-Project-Hub 是由 MathWorks 官方推出的挑战项目中心，旨在为工程与科研领域提供一系列具有真实行业背景和社会价值的研究与设计课题。它有效解决了学生和初学者在寻找高质量实践项目时面临的难题，帮助用户紧跟人工智能、自动驾驶等前沿技术趋势，同时积累宝贵的实战经验。\n\n该平台非常适合高校学生、科研人员以及希望提升技能的工程师使用。参与者可以通过完成特定挑战，深入掌握 MATLAB 和 Simulink 的核心功能，并将理论转化为解决实际问题的能力。项目涵盖广泛的技术热点，并提供了交互式的\"Project Explorer\"工具，方便用户根据技术领域、应用场景或所需工具快速筛选匹配的题目。\n\n此外，该项目的一大亮点是其完善的认可机制：成功完成挑战并通过审核的参与者，不仅能获得来自 MathWorks 技术专家的官方证书和背书，还有机会赢得奖励。平台特别强调学术诚信，明确制定了生成式 AI 的使用指南，确保提交成果的真实性和原创性。无论是希望丰富简历的学生，还是寻求创新灵感的开发者，这里都是连接理论学习与产业实践的理想桥梁。","\u003Cimg align=\"left\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_6b49640fe278.png\" width=\"120\">\r\n\r\n# MATLAB and Simulink Challenge Projects\r\n\r\n**Contribute to the progress of engineering and science by solving key\r\nindustry challenges!**\r\n\r\n\u003Cimg align=\"right\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_2ca2f621335d.png\" width=\"120\">\r\n\r\nAre you looking for a design or research project idea with real industry relevance and societal impact?  \r\n\r\nExplore this list of challenge projects to learn about technology trends, gain practical skills with MATLAB and Simulink, and make a contribution to science and engineering. \r\nEven more, you gain official recognition for your problem-solving skills from technology leaders at MathWorks and rewards upon project completion! \r\n\r\n\r\n:books: If you are new to MATLAB and Simulink or want to learn more, discover [this comprehensive repository of resources for students](https:\u002F\u002Fgithub.com\u002Fmathworks\u002Fawesome-matlab-students) \r\n\r\n:trophy: Explore exciting opportunities to test your skills and win prizes by participating in regular [contests](https:\u002F\u002Fwww.mathworks.com\u002Fmatlabcentral\u002Fcontests.html) hosted by the MATLAB Central community\r\n\r\n## How to participate :point_down:\r\nMake the results of your work open and accessible to receive a certificate and endorsements from MathWorks research leads. Let us know your intent to complete one of these projects by completing the project sign-up form accessible from the project’s description page and we will send you more information about the project and recognition awards.\r\n\r\n\r\n:pushpin: Please read our **[Generative AI Guidelines](https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fwiki\u002FGenerative-AI-Guidelines)** before starting your project. Submissions with unverified, misunderstood, or misused AI-generated work will **not** be accepted.\r\n\r\n\r\nFor more information about the program and \u003Cstrong>how to submit your solution, please visit our [wiki page](https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fwiki)\u003C\u002Fstrong>. \r\nYou can also find more information about [**Custom Competitions and Industry Collaborations**](https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fwiki\u002FCustom-Competitions-and-Industry-Collaborations).\r\n\r\nIf you are industry or faculty and interested in further information, to provide feedback, or to nominate a new project, contact us \u003Cstrong>[here](https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-contact-us.html)\u003C\u002Fstrong>.\r\n\r\n\u003C!--\r\n\u003Ctable>\r\n    \u003Ctr>\u003Ctd colspan=\"2\">\u003Ch2>Announcements :loudspeaker:\u003C\u002Fh2>\u003C\u002Ftd>\u003C\u002Ftr>\r\n    \u003Ctr>\r\n        \u003Ctd valign=\"top\" width=\"50%\">\u003Ch3>Host Your Own Custom Challenge! :mortar_board:\u003C\u002Fh3>More details \u003Ca href =\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fwiki\u002FAnnouncements-%F0%9F%93%A2#host-your-own-custom-challenge-\">here\u003C\u002Fa>\u003C\u002Ftd>\r\n        \u003Ctd valign=\"top\" width=\"50%\">\u003Ch3>Industry Partners: Co-Develop a Challenge Project :factory::handshake:\u003C\u002Fh3>More details \u003Ca href =\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fwiki\u002FAnnouncements-%F0%9F%93%A2#industry-collaboration-\">here\u003C\u002Fa>\u003C\u002Ftd>\r\n    \u003C\u002Ftr>\r\n\u003C\u002Ftable>\r\nhttps:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fwiki\u002FCustom-Competitions-and-Industry-Collaborations\r\n-->\r\n## Project Explorer :mag:\r\nExplore all projects using an interactive filtering tool. Search and filter by technology, application area, MATLAB\u002FSimulink tools, and more to quickly find projects that match your interests.\r\n\r\n👉 [**Open Project Explorer**](https:\u002F\u002Fmathworks.github.io\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Ftable)\r\n\r\n## Projects by technology trends :file_cabinet:\r\n- [Artificial Intelligence](https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fmegatrends\u002FArtificial%20Intelligence.md)\r\n- [Autonomous Vehicles](https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fmegatrends\u002FAutonomous%20Vehicles.md)\r\n- [Big Data](https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fmegatrends\u002FBig%20Data.md)\r\n- [Computer Vision](https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fmegatrends\u002FComputer%20Vision.md)\r\n- [Computational Finance](https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fmegatrends\u002FComputational%20Finance.md)\r\n- [Drones](https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fmegatrends\u002FDrones.md)\r\n- [Industry 4.0](https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fmegatrends\u002FIndustry%204.0.md)\r\n- [Robotics](https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fmegatrends\u002FRobotics.md)\r\n- [Sustainability and Renewable Energy](https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fmegatrends\u002FSustainability%20and%20Renewable%20Energy.md)\r\n- [Wireless Communication](https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fmegatrends\u002FWireless%20Communication.md)\r\n\r\n\u003C!-- \r\n## **[*Sustainability and Renewable Energy Challenge 2024](https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fsustainability-and-renewable-energy-challenge-2024.html)** :sun_with_face:\r\n\r\n_After the remarkable success of our inaugural edition, we are delighted to announce the launch of the second MathWorks Sustainability and Renewable Energy Challenge! We invite you to submit innovative solutions to environmental challenges related to sustainability and renewable energy.You are free to build upon previous submissions to enhance and expand them into even more impactful solutions. Just ensure you add enough personal contribution for your work to be considered novel, and clearly highlight your contributions in the documentation._\r\n\r\n_By participating, you have the opportunity to **win up to $1000**. Visit this **[page](https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fsustainability-and-renewable-energy-challenge-2024.html)** to learn more about the challenge and how to participate._\r\n-->\r\n## All projects :file_folder:\r\n*Updated: February 25, 2026*\r\n\u003Ctable>\u003C!---->\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_e3eda9301bf4.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fblob\u002Fmain\u002Fprojects\u002FReal-Time%20Acceleration%20for%20Medical%20Image%20Processing\">Real-Time Acceleration for Medical Image Processing\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Design a real-time medical imaging pipeline that uses Analog Devices high-speed ADCs, and NVIDIA Holoscan for deployment.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact\u003C\u002Fstrong>: Enable rapid medical image assessment to support faster diagnosis and earlier treatment decisions.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained\u003C\u002Fstrong>: Artificial Intelligence, Embedded AI, Image Processing, Real-time medical imaging\u003C\u002Fp>\r\n    \u003Cspan>\u003Cstrong>Industry partner:\u003C\u002Fstrong>\u003C\u002Fspan>\u003Cbr>\u003Cbr>\r\n\u003Ca href=\"https:\u002F\u002Fwww.analog.com\u002Fen\u002Fresources\u002Fcourses-and-tutorials.html\" target=\"_blank\">\r\n\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_b6f964e35265.jpg\"  width=170>\u003Cbr>\u003C\u002Fa>\u003Cbr>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Real-Time%20Acceleration%20for%20Medical%20Image%20Processing&tfa_2=259\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Real-Time%20Acceleration%20for%20Medical%20Image%20Processing&tfa_2=259\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\r\n\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_2460ade66026.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fblob\u002Fmain\u002Fprojects\u002FFederal%20Open%20Market%20Committee%20Minutes%20Analysis%20with%20Large%20Language%20Models\">Federal Open Market Committee Minutes Analysis with Large Language Models\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Use large language models in MATLAB to extract insights from central bank policy documents.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact\u003C\u002Fstrong>: Harness AI to revolutionize financial text analysis and unlock deeper insights from real-world monetary policy documents.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained\u003C\u002Fstrong>: Artificial Intelligence, Computational Finance, Natural Language Processing, Text Analytics, Neural Networks\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Federal%20Open%20Market%20Committee%20Minutes%20Analysis%20with%20Large%20Language%20Models&tfa_2=258\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Federal%20Open%20Market%20Committee%20Minutes%20Analysis%20with%20Large%20Language%20Models&tfa_2=258\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\r\n\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_e3ddcf3572c0.png\"  width=600 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fblob\u002Fmain\u002Fprojects\u002FProcessor-in-the-Loop%20Automotive%20Controller%20on%20an%20Arm%20Cortex-M7%20Fast%20Model%20Emulator\">Processor-in-the-Loop Automotive Controller on an Arm Cortex-M7 Fast Model Emulator\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Verify a Simulink automotive controller by running processor-in-the-loop (PIL) tests on a virtual Arm Cortex-M7 processor.  \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact\u003C\u002Fstrong>: Accelerate automotive software validation with virtual processor testing.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained\u003C\u002Fstrong>: Autonomous Vehicles, Automotive, Modeling and Simulation, Control\u003C\u002Fp>\r\n\u003Cspan>\u003Cstrong>Industry partner:\u003C\u002Fstrong>\u003C\u002Fspan>\u003Cbr>\u003Cbr>\r\n\u003Ca href=\"https:\u002F\u002Fdeveloper.arm.com\u002F\" target=\"_blank\">\r\n\u003Cimg src=\"https:\u002F\u002Fgist.githubusercontent.com\u002Frobertogl\u002Fe0115dc303472a9cfd52bbbc8edb7665\u002Fraw\u002FArm_Logo.svg\"  width=400>\u003Cbr>\u003C\u002Fa>\u003Cbr>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Processor-in-the-Loop%20Automotive%20Controller%20on%20an%20Arm%20Cortex-M7%20Fast%20Model%20Emulator&tfa_2=257\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Processor-in-the-Loop%20Automotive%20Controller%20on%20an%20Arm%20Cortex-M7%20Fast%20Model%20Emulator&tfa_2=257\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\r\n\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_3bae7373bd0c.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fblob\u002Fmain\u002Fprojects\u002FAdaptive%20Palletizing%20with%20Simulation%20Optimization\">Adaptive Palletizing with Simulation Optimization\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Create a flexible robotics palletizing system that adapts to varying box sizes and configurations.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact\u003C\u002Fstrong>: Scale up solutions for automated manufacturing and logistics.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained\u003C\u002Fstrong>: Robotics, Manipulators, Modeling and Simulation, Optimization\u003C\u002Fp>\r\n\u003Cspan>\u003Cstrong>Industry partner:\u003C\u002Fstrong>\u003C\u002Fspan>\u003Cbr>\u003Cbr>\r\n\u003Ca href=\"https:\u002F\u002Fwww.universal-robots.com\u002Findustries\u002Feducation-science\u002F\" target=\"_blank\">\r\n\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_25da7afaccb7.png\"  width=300>\u003Cbr>\u003C\u002Fa>\u003Cbr>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Adaptive%20Palletizing%20with%20Simulation%20Optimization&tfa_2=254\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Adaptive%20Palletizing%20with%20Simulation%20Optimization&tfa_2=254\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FAdaptive%20Palletizing%20with%20Simulation%20Optimization\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>   \u003C\u002Fa>\r\n\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_04afad8e574b.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fblob\u002Fmain\u002Fprojects\u002FFault%20Detection%20for%20Electric%20Motors%20Using%20Vibration%20Analysis\">Fault Detection for Electric Motors Using Vibration Analysis\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Develop a Fault detection system for electric motors from vibration data using Model-Based design. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact\u003C\u002Fstrong>: Enhance motor reliability and reduce downtime through advanced fault detection.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained\u003C\u002Fstrong>: Artificial Intelligence, Big Data, Embedded AI, Machine Learning, Modeling and Simulation, Predictive Maintenance, Health Monitoring, Low-cost Hardware\u003C\u002Fp>\r\n\u003Cspan>\u003Cstrong>Industry partner:\u003C\u002Fstrong>\u003C\u002Fspan>\u003Cbr>\r\n\u003Ca href=\"https:\u002F\u002Fwww.st.com\u002F\" target=\"_blank\">\r\n\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8babb2354443.png\"  width=100>\u003Cbr>\u003C\u002Fa>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Fault%20Detection%20for%20Electric%20Motors%20Using%20Vibration%20Analysis&tfa_2=253\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Fault%20Detection%20for%20Electric%20Motors%20Using%20Vibration%20Analysis&tfa_2=253\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\r\n\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_a416272724d9.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fprojects\u002FClassify%20RF%20Signals%20Using%20AI\">Classify RF Signals Using AI\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Use deep learning to classify wireless signals and perform real-world testing with software defined radios.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Help to mitigate the ever-increasing RF interference problem in the developed world.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Wireless Communication, Artificial Intelligence, Deep Learning, Image Processing, Machine Learning, Neural Networks, Software-defined Radio\u003C\u002Fp>\r\n\u003Cspan>\u003Cstrong>Industry partner:\u003C\u002Fstrong>\u003C\u002Fspan>\u003Cbr>\r\n\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_5ffbc41cc839.png\"  width=100>\u003Cbr>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Classify RF Signals Using AI&tfa_2=245\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Classify RF Signals Using AI&tfa_2=245\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FClassify%20RF%20Signals%20Using%20AI\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-3-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 3\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_94721c456e8e.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FBuild%20a%20wireless%20communications%20link%20with%20software%20defined%20radio\">Build a Wireless Communications Link with Software-Defined Radio\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Gain practical experience in wireless communication by designing inexpensive software-defined radios.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Develop your own expertise in wireless technology and drive this megatrend forward, in industry and society.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Wireless Communication, Low-Cost Hardware, Modeling and Simulation, Signal Processing, Software-Defined Radio\u003C\u002Fp>\r\n\u003Cspan>\u003Cstrong>Industry partner:\u003C\u002Fstrong>\u003C\u002Fspan>\u003Cbr>\r\n\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_5ffbc41cc839.png\"  width=100>\u003Cbr>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Build a wireless communications link with software defined radio&tfa_2=162\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Build a wireless communications link with software defined radio&tfa_2=162\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_71c34a952f25.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fblob\u002Fmain\u002Fprojects\u002FBattery%20Fast%20Charging%20Optimization\">Battery Fast Charging Optimization\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Optimize lithium-ion battery charging strategies while preserving longevity and safety.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact\u003C\u002Fstrong>: Improve battery charging performance while preserving safety and longevity.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained\u003C\u002Fstrong>: Sustainability and Renewable Energy, Modeling and Simulation, Optimization, Electrification\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Battery%20Fast%20Charging%20Optimization&tfa_2=256\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Battery%20Fast%20Charging%20Optimization&tfa_2=256\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\r\n\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_0ab20344d9de.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fblob\u002Fmain\u002Fprojects\u002FIntelligent%20Trip%20Planning%20for%20Battery%20Electric%20Vehicles%20Using%20Real-Time%20Map%20Data\">Intelligent Trip Planning for Battery Electric Vehicles Using Real-Time Map Data\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Simulate electric vehicle trips using real-time map data to evaluate energy-efficient routes and strategies.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact\u003C\u002Fstrong>: Reduce energy use and environmental impact in electric vehicle travel.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained\u003C\u002Fstrong>: Sustainability and Renewable Energy, Automotive, Electrification, Modeling and Simulation, Optimization\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Intelligent%20Trip%20Planning%20for%20Battery%20Electric%20Vehicles%20Using%20Real-Time%20Map%20Data&tfa_2=255\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Intelligent%20Trip%20Planning%20for%20Battery%20Electric%20Vehicles%20Using%20Real-Time%20Map%20Data&tfa_2=255\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\r\n\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_1216c48f7b2a.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fblob\u002Fmain\u002Fprojects\u002FFluid%20Flow%20Simulation%20Using%20Physics-Informed%20Neural%20Networks\">Fluid Flow Simulation Using Physics-Informed Neural Networks\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Develop a Physics Informed Neural Network (PINN) for fluid flow simulation. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact\u003C\u002Fstrong>: Transform fluid dynamics with neural networks driving impactful innovations across industries.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained\u003C\u002Fstrong>: Artificial Intelligence, Deep Learning, Modeling and Simulation, Neural Networks\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Fluid%20Flow%20Simulation%20Using%20Physics-Informed%20Neural%20Networks&tfa_2=252\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Fluid%20Flow%20Simulation%20Using%20Physics-Informed%20Neural%20Networks&tfa_2=252\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FFluid%20Flow%20Simulation%20Using%20Physics-Informed%20Neural%20Networks\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\r\n\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8375c9ad27dd.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fblob\u002Fmain\u002Fprojects\u002FDetection%20and%20Visualization%20of%20CO2%20Concentration%20Using%20Hyperspectral%20Satellite%20Data\">Detection and Visualization of CO2 Concentration Using Hyperspectral Satellite Data\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Develop a CO2 detection algorithm using hyperspectral images and visualize the results geospatially.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact\u003C\u002Fstrong>: Enable precise CO2 monitoring for effective climate action. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained\u003C\u002Fstrong>: Sustainability and Renewable Energy, Image Processing, Machine Learning, Signal Processing\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Detection%20and%20Visualization%20of%20CO2%20Concentration%20Using%20Hyperspectral%20Satellite%20Data&tfa_2=251\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Detection%20and%20Visualization%20of%20CO2%20Concentration%20Using%20Hyperspectral%20Satellite%20Data&tfa_2=251\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FDetection%20and%20Visualization%20of%20CO2%20Concentration%20Using%20Hyperspectral%20Satellite%20Data\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\r\n\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_1e64ef81be8d.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fblob\u002Fmain\u002Fprojects\u002FIntelligent%20Energy%20Management%20Systems%20for%20Smart%20Grids\">Intelligent Energy Management Systems for Smart Grids\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Design and Implement an Intelligent Energy Management System (IEMS) for Smart Grids to Optimize Energy Distribution and Consumption. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact\u003C\u002Fstrong>: Elevate efficiency and forge a sustainable world through advanced energy management. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained\u003C\u002Fstrong>: Sustainability and Renewable Energy, Electrification, Modeling and Simulation, Machine Learning\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Intelligent%20Energy%20Management%20Systems%20for%20Smart%20Grids&tfa_2=250\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Intelligent%20Energy%20Management%20Systems%20for%20Smart%20Grids&tfa_2=250\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\r\n\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_20032e0b3c80.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fblob\u002Fmain\u002Fprojects\u002FSolar%20Tracker%20Control%20Simulation\">Solar Tracker Control Simulation\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Design a control system for a multi axis solar tracker.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact\u003C\u002Fstrong>: Maximize solar irradiance to increase renewable energy production.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained\u003C\u002Fstrong>: Sustainability and Renewable Energy, Control, Modeling and Simulation, Solar Panels\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Solar%20Tracker%20Control%20Simulation&tfa_2=249\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Solar%20Tracker%20Control%20Simulation&tfa_2=249\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FSolar%20Tracker%20Control%20Simulation\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-8-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 8\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_3490d255f4f2.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fprojects\u002FCone%20Detection%20for%20Formula%20Student%20Driverless%20Competition\">Cone Detection for Formula Student Driverless Competition\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Develop a cone detection algorithm for Formula Student Driverless competition.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Enable accurate detection for autonomous racing cars.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Computer Vision, Deep Learning, Modeling and Simulation\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Cone%20Detection%20for%20Formula%20Student%20Driverless%20Competition&tfa_2=248\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Cone%20Detection%20for%20Formula%20Student%20Driverless%20Competition&tfa_2=248\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FCone%20Detection%20for%20Formula%20Student%20Driverless%20Competition\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-5-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 5\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_05b84a151dcb.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fprojects\u002FMulti-UAV%20Path%20Planning%20for%20Urban%20Air%20Mobility\">Multi-UAV Path Planning for Urban Air Mobility\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Develop a path planning algorithm for multiple drones flying in an urban environment.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to advancing drone applications in UAM and revolutionizing the logistic industry.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Drones, Robotics, Multi-agent System, Optimization, Sensor Fusion and Tracking, UAV, Modeling and Simulation\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Multi-UAV Path Planning for Urban Air Mobility&tfa_2=247\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Multi-UAV Path Planning for Urban Air Mobility&tfa_2=247\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FMulti-UAV%20Path%20Planning%20for%20Urban%20Air%20Mobility\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-2-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 2\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_f5826f8f4907.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fprojects\u002FEnergy%20Management%20for%20a%202-Motor%20BEV%20using%20Model-Predictive%20Control\">Energy Management for a 2-Motor BEV using Model-Predictive Control\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Develop a Model-Predictive Control algorithm to optimally distribute torque in a 2-motor Battery Electric Vehicle (BEV) powertrain.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Reduce energy consumption while maintaining best motor performance.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Sustainability and Renewable Energy, Automotive, Control, Electrification, Modeling and Simulation\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Energy Management for a 2-Motor BEV using Model-Predictive Control&tfa_2=246\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Energy Management for a 2-Motor BEV using Model-Predictive Control&tfa_2=246\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FEnergy%20Management%20for%20a%202-Motor%20BEV%20using%20Model-Predictive%20Control\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-2-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 2\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d76c418c314f.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fprojects\u002FDeep%20Image%20Prior%20for%20Inverse%20Problems%20in%20Imaging\">Deep Image Prior for Inverse Problems in Imaging\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Use the Deep Image Prior to solve inverse problems in imaging.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Implement the Deep Image Prior to provide high-quality solutions to inverse problems in imaging that are ubiquitous in industry.  \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Computer Vision, Deep Learning, Image Processing, Machine Learning, Neural Networks, Optimization, Signal Processing\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Deep Image Prior for Inverse Problems in Imaging&tfa_2=244\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Deep Image Prior for Inverse Problems in Imaging&tfa_2=244\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FDeep%20Image%20Prior%20for%20Inverse%20Problems%20in%20Imaging\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_f7327bd4b575.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fprojects\u002FSimulink%20Hearing%20Aid\">Simulink Hearing Aid\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Develop a hearing aid simulation in Simulink.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Improve hearing aid simulation and create a testbed for new audio processing algorithm prototyping. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Signal Processing, Audio, Modeling and Simulation\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Simulink Hearing Aid &tfa_2=241\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Simulink Hearing Aid &tfa_2=241\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FSimulink%20Hearing%20Aid\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_0efb0dab3fa2.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fprojects\u002FMusic%20Composition%20with%20Deep%20Learning\">Music Composition with Deep Learning\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Design and train a deep learning model to compose music.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Generative music models can be used to create new assets on demand.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Deep Learning, Machine Learning, Neural Networks, Audio\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Music Composition with Deep Learning&tfa_2=243\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Music Composition with Deep Learning&tfa_2=243\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FMusic%20Composition%20with%20Deep%20Learning\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_b58a69ae2c15.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fprojects\u002FCarbon%20Neutrality\">Carbon Neutrality\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp> a CO2 emission model from historical data and create a plan to achieve carbon neutrality in the future.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Set up a strategy for carbon neutrality and consolidate the international collaboration.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Computational Finance, Sustainability and Renewable Energy, Modeling and Simulation, Machine Learning\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Carbon Neutrality&tfa_2=242\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Carbon Neutrality&tfa_2=242\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FCarbon%20Neutrality\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_57a24b5e00b6.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FAugmented%20Reality%20for%20Architecture\">Augmented Reality for Architecture\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Develop an augmented reality system to enhance a photo or video of a 2D architectural floor plan printed on paper with a virtual 3D representation of the structure. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Develop a proof-of-concept augmented reality system to aid in architectural design. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Computer Vision, Image Processing, Sensor Fusion and Tracking\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Augmented Reality for Architecture&tfa_2=240\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Augmented Reality for Architecture&tfa_2=240\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_19823275ea9e.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FTop%20Quark%20Detection%20with%20Deep%20Learning%20and%20Big%20Data\">Top Quark Detection with Deep Learning and Big Data\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Develop a predictive classifier model able to discriminate jets produced by top quark decays from the background jets\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Reduce the interference of background jets and help the discovery of new fundamental physics\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Big Data, Deep Learning, Physics \u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Top Quark Detection with Deep Learning and Big Data&tfa_2=238\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Top Quark Detection with Deep Learning and Big Data&tfa_2=238\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FTop%20Quark%20Detection%20with%20Deep%20Learning%20and%20Big%20Data\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_f474a85a6311.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FEnergy-Optimal%20Trajectory%20Planning%20for%20Multirotor%20Drones\">Energy-Optimal Trajectory Planning for Multirotor Drones\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Develop a trajectory planning for multirotor drones that minimizes energy consumption.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Increase mission time of multirotor drones.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Drones, Robotics, Autonomous Vehicles, Electrification, Modeling and Simulation, Optimization, UAV\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Energy-Optimal Trajectory Planning for Multirotor Drones&tfa_2=237\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Energy-Optimal Trajectory Planning for Multirotor Drones&tfa_2=237\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_b5e27a46728d.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FTechno-Economic%20Assessment%20of%20Green%20Hydrogen%20Production\">Techno-Economic Assessment of Green Hydrogen Production\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Perform early-stage economic feasibility of an energy project to determine project viability.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Connect economic aspect to technical design.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Sustainability and Renewable Energy, Modeling and Simulation, Electrification\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Techno-Economic Assessment of Green Hydrogen Production&tfa_2=236\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Techno-Economic Assessment of Green Hydrogen Production&tfa_2=236\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FTechno-Economic%20Assessment%20of%20Green%20Hydrogen%20Production\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_6b7c2f62a578.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FReinforcement%20Learning%20Based%20Fault%20Tolerant%20Control%20of%20a%20Quadrotor\">Reinforcement Learning Based Fault Tolerant Control of a Quadrotor\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Develop a fault-tolerant controller for a quadcopter using model-based reinforcement learning.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Improve safety of multi-rotor drones.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Drones, Artificial Intelligence, Robotics, Control, Reinforcement Learning, UAV\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Reinforcement Learning Based Fault Tolerant Control of a Quadrotor&tfa_2=235\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Reinforcement Learning Based Fault Tolerant Control of a Quadrotor&tfa_2=235\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_57a0c9d5f67e.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FVisual%20-%20Inertial%20Odometry%20for%20a%20Minidrone\">Visual - Inertial Odometry for a Minidrone\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Design and implement a visual\u002Fvisual-inertial odometry system using onboard camera for a Minidrone.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong>  Advance aerial vehicle control in contracted spaces with unforeseen environment conditions.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Computer Vision, Drones, Robotics, Aerospace, Control, Image Processing, Low-cost Hardware, Modeling and Simulation, Signal Processing, State Estimation, UAV\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Visual - Inertial Odometry for a Minidrone &tfa_2=234\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Visual - Inertial Odometry for a Minidrone &tfa_2=234\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_10e14276f85e.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FSensor%20Fusion%20for%20Autonomous%20Systems\">Sensor Fusion for Autonomous Systems\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Develop a sensor fusion algorithm for vehicle pose estimation using classical filtering or AI-based techniques.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Enhance navigation accuracy of autonomous vehicles. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Sensor Fusion and Tracking, State Estimation\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Sensor Fusion for Autonomous Systems&tfa_2=233\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Sensor Fusion for Autonomous Systems&tfa_2=233\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FSensor%20Fusion%20for%20Autonomous%20Systems\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_2893469c3c6f.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FHuman%20Motion%20Recognition%20Using%20IMUs\">Human Motion Recognition Using IMUs\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Use Deep Learning and Inertial Measurement Units (IMU) data to recognize human activities and gestures.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Enable the next generation of wearable electronic devices with motion recognition. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Deep Learning, Embedded AI, Neural Networks, Signal Processing\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Human Motion Recognition Using IMUs &tfa_2=232\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Human Motion Recognition Using IMUs &tfa_2=232\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FHuman%20Motion%20Recognition%20Using%20IMUs\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-2-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 2\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_f4ceefcf0edb.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FVibration%20Detection%20and%20Rejection%20from%20IMU%20Data\">Vibration Detection and Rejection from IMU Data\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Remove vibration signals from inertial measurement units.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong>  Improve navigation systems by making them robust against vibrations.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Drones, Autonomous Vehicles, Robotics, Modeling and Simulation, Sensor Fusion and Tracking, State Estimation, Signal Processing\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Vibration Detection and Rejection from IMU Data&tfa_2=231\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Vibration Detection and Rejection from IMU Data&tfa_2=231\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FVibration%20Detection%20and%20Rejection%20from%20IMU%20Data\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_fe8f1753b51a.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FAggressive%20Maneuver%20Stabilization%20for%20a%20Minidrone\">Aggressive Maneuver Stabilization for a Minidrone\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Design a controller to enable a micro aerial vehicle to stabilize in the scenario of an external aggressive disturbance.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to advancements in aerial vehicle control in contracted spaces with unforeseen environment conditions.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Drones, Robotics, Aerospace, Low-cost Hardware, Modeling and Simulation, State Estimation, UAV, Control\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Aggressive Maneuver Stabilization for a Minidrone&tfa_2=230\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Aggressive Maneuver Stabilization for a Minidrone&tfa_2=230\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FAggressive%20Maneuver%20Stabilization%20for%20a%20Minidrone\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-2-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 2\">\u003C\u002Fa>\u003C\u002Fp>   \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_512d3ff78073.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FCoastline%20Prediction%20using%20Existing%20Climate%20Change%20Models\">Coastline Prediction using Existing Climate Change Models\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Develop an example that predicts and visualizes coastline impact due to rising sea levels.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Assess and plan for the potential impact of climate change.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Sustainability and Renewable Energy, Modeling and Simulation\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Coastline Prediction using Existing Climate Change Models&tfa_2=229\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Coastline Prediction using Existing Climate Change Models&tfa_2=229\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FCoastline%20Prediction%20using%20Existing%20Climate%20Change%20Models\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-4-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 4\">\u003C\u002Fa>\u003C\u002Fp>   \u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_4ee76f1834b6.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FLandslide%20Susceptibility%20Mapping%20using%20Machine%20Learning\">Landslide Susceptibility Mapping using Machine Learning\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Develop a tool to identify and visualize geographical areas susceptible to landslides.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Identify areas that are at risk for landslides to help mitigate devastating impacts on people and infrastructure.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Sustainability and Renewable Energy, Machine Learning\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Landslide Susceptibility Mapping using Machine Learning&tfa_2=228\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Landslide Susceptibility Mapping using Machine Learning&tfa_2=228\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FLandslide%20Susceptibility%20Mapping%20using%20Machine%20Learning\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-2-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 2\">\u003C\u002Fa>\u003C\u002Fp>   \u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_0815fd23e82a.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FSatellite%20Collision%20Avoidance\">Satellite Collision Avoidance\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Model satellites in Low Earth Orbit (LEO) to identify conjunctions and prevent collisions with space debris, while maintaining orbital requirements.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to the success of satellite mega-constellations and improve the safety of the Low Earth Orbit (LEO) environment.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Control, Satellite, Modeling and Simulation\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Satellite Collision Avoidance&tfa_2=225\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Satellite Collision Avoidance&tfa_2=225\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FSatellite%20Collision%20Avoidance\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>   \u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_9c9be882ecc2.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FSentiment%20Analysis%20in%20Cryptocurrency%20Trading\">Sentiment Analysis in Cryptocurrency Trading\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp> your own cryptocurrency trading strategies based on sentiment analysis.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Have a foundation on the potential opportunities on Environmental, Social, and Governance (ESG) portfolio analysis.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Deep Learning, Machine Learning, Text Analytics\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Sentiment Analysis in Cryptocurrency Trading&tfa_2=239\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Sentiment Analysis in Cryptocurrency Trading&tfa_2=239\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FSentiment%20Analysis%20in%20Cryptocurrency%20Trading\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp> \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_dd9637fbb7a0.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FSnake-like%20Robot%20Modeling%20and%20Navigation\">Snake-like Robot Modeling and Navigation\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Model and control an autonomous snake-like robot to navigate an unknown environment.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Advance robotics design for hazardous environments inspection and operation in constricted spaces. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Robotics, Manipulators, Modeling and Simulation\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Snake-like Robot Modeling and Navigation&tfa_2=224\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Snake-like Robot Modeling and Navigation&tfa_2=224\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FSnake-like%20Robot%20Modeling%20and%20Navigation\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-4-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 4\">\u003C\u002Fa>\u003C\u002Fp>   \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_467f007e5e22.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FTraffic%20Light%20Negotiation%20and%20Perception-Based%20Detection\">Traffic Light Negotiation and Perception-Based Detection\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Detect traffic lights and perform traffic light negotiation at an intersection in Unreal environment. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to the advancement of autonomous vehicles traffic coordination in intersections through simulation. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Computer Vision, Automotive, Control, Deep Learning, Image Processing, Modeling and Simulation, Sensor Fusion and Tracking\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Traffic Light Negotiation and Perception-Based Detection  &tfa_2=223\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Traffic Light Negotiation and Perception-Based Detection  &tfa_2=223\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_e55ca4cbed6c.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FTraffic%20Data%20Analysis%20for%20Modelling%20and%20Prediction%20of%20Traffic%20Scenarios\">Traffic Data Analysis for Modeling and Prediction of Traffic Scenarios\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Analyze real-world traffic data to understand, model, and predict human driving trajectories. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to autonomous driving technologies and intelligent transportation research. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Big Data, Autonomous Vehicles, Support Vector Machines, Machine Learning, Deep Learning, Automotive\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Traffic Data Analysis for Modelling and Prediction of Traffic Scenarios&tfa_2=222\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Traffic Data Analysis for Modelling and Prediction of Traffic Scenarios&tfa_2=222\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FTraffic%20Data%20Analysis%20for%20Modeling%20and%20Prediction%20of%20Traffic%20Scenarios\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>\u003C\u002Fa>   \r\n      \u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_5830db6d3abd.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FClassify%20Object%20Behavior%20to%20Enhance%20the%20Safety%20of%20Autonomous%20Vehicles\">Classify Object Behavior to Enhance the Safety of Autonomous Vehicles\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Automatically classify behavior of tracked objects to enhance the safety of autonomous systems.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Make autonomous vehicles safer by classifying behaviors of objects around them.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Autonomous Vehicles, Robotics, Drones, Deep Learning, Explainable AI, Machine Learning, Mobile Robots, Neural Networks, Reinforcement Learning, Sensor Fusion and Tracking, UAV, UGV, Automotive\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Classify Object Behavior to Enhance the Safety of Autonomous Vehicles&tfa_2=221\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Classify Object Behavior to Enhance the Safety of Autonomous Vehicles&tfa_2=221\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FClassify%20Object%20Behavior%20to%20Enhance%20the%20Safety%20of%20Autonomous%20Vehicles\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-2-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 2\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_0f4a2e555587.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FTesting%20Realtime%20Robustness%20of%20ROS%20in%20Autonomous%20Driving\">Testing Realtime Robustness of ROS in Autonomous Driving\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Develop a realtime collision avoidance system using ROS2 that will execute a safe vehicle response.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to improving access and safety of transportation through robust automated driving systems.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Robotics, Automotive, Image Processing, Modeling and Simulation, Sensor Fusion and Tracking, Low-Cost Hardware\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Testing Realtime Robustness of ROS in Autonomous Driving&tfa_2=220\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Testing Realtime Robustness of ROS in Autonomous Driving&tfa_2=220\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_081cf1a28da7.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FSmart%20Watering%20System%20with%20Internet%20of%20Things\">Smart Watering System with Internet of Things\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Develop a smart plant water system using Internet of Things (IoT) and low-cost hardware.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Minimize the negative effects of the overuse of water in farming and preserve water resources. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Sustainability and Renewable Energy, Artificial Intelligence, IoT, Low-Cost Hardware, Deep Learning, Cloud Computing\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Smart Watering System with Internet of Things&tfa_2=219\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Smart Watering System with Internet of Things&tfa_2=219\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FSmart%20Watering%20System%20with%20Internet%20of%20Things\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-3-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 3\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_e789b093c9bc.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FMachine%20Learning%20for%20Motor%20Control\">Machine Learning for Motor Control\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Enhance the performance and product quality required to develop a motor control application.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to the global transition to smart manufacturing and electrification.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Control, Machine Learning, Reinforcement Learning, Automotive\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Machine Learning for Motor Control&tfa_2=218\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Machine Learning for Motor Control&tfa_2=218\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_95e1fd997602.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FFlight%20Controller%20Design%20and%20Hardware%20Deployment\">Flight Controller Design and Hardware Deployment\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Build a mini drone and use the PX4 Hardware Support package to design the flight controller using Simulink.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Expedite UAV design and assembly with Model-Based Design.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Drones, Autonomous Vehicles, Control, Low-cost Hardware, UAV\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Flight Controller Design and Hardware Deployment&tfa_2=217\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Flight Controller Design and Hardware Deployment&tfa_2=217\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_9aacbd8bf7d8.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FPortable%20Charging%20System%20for%20Electric%20Vehicles\">Portable Charging System for Electric Vehicles\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Design a portable charger for Electric Vehicles.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Help make electric vehicles more reliable for general use.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Sustainability and Renewable Energy, Control, Electrification, Modeling and Simulation\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Portable Charging System for Electric Vehicles &tfa_2=216\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Portable Charging System for Electric Vehicles &tfa_2=216\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FPortable%20Charging%20System%20for%20Electric%20Vehicles\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-3-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 3\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_07ec6cc5717b.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FDigital%20Twin%20and%20Predictive%20Maintenance%20of%20Pneumatic%20Systems\">Digital Twin and Predictive Maintenance of Pneumatic Systems\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Predict faults in pneumatic systems using simulation and AI\u002Fmachine learning.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Improve efficiency and reliability of industrial processes.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Industry 4.0, Cyber-Physical Systems, Digital Twins, Embedded AI, Health Monitoring, IoT, Machine Learning, Modeling and Simulation\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Digital Twin and Predictive Maintenance of Pneumatic Systems&tfa_2=215\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Digital Twin and Predictive Maintenance of Pneumatic Systems&tfa_2=215\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_b69c4f3963d9.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FFace%20Detection%20and%20Human%20Tracking%20Robot\">Face Detection and Human Tracking Robot\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Design and implement a real time autonomous human tracking robot using low-cost hardware. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Leverage mobile technology and deep learning to advance human detection algorithms for impacting human safety and security.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Computer Vision, Robotics, Deep Learning, Embedded AI, Human-Robot Interaction, Mobile Robots, Modeling and Simulation, Machine Learning, Low-cost Hardware, Image Processing, Control\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Face Detection and Human Tracking Robot&tfa_2=214\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Face Detection and Human Tracking Robot&tfa_2=214\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FFace%20Detection%20and%20Human%20Tracking%20Robot\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-4-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 4\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_b0c9879e4dd1.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FRobust%20Visual%20SLAM%20Using%20MATLAB%20Mobile%20Sensor%20Streaming\">Robust Visual SLAM Using MATLAB Mobile Sensor Streaming\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Perform robust visual SLAM using MATLAB Mobile sensor streaming.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Enable visual SLAM from streaming sensors and extend the state-of-art in real-time visual SLAM algorithms.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Computer Vision, Drones, Robotics, Automotive, AUV, Mobile Robots, Manipulators, Humanoid, UAV, UGV\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Robust Visual SLAM Using MATLAB Mobile Sensor Streaming&tfa_2=213\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Robust Visual SLAM Using MATLAB Mobile Sensor Streaming&tfa_2=213\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FRobust%20Visual%20SLAM%20Using%20MATLAB%20Mobile%20Sensor%20Streaming\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-2-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 2\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_c1a76315628d.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FWarehouse%20Robotics%20Simulation\">Warehouse Robotics Simulation\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Simulate multirobot interactions for efficient algorithm design and warehouse operations.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Advance the automation of warehouse applications and reduce associated time and energy consumption.  \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Robotics, Human-Robot Interaction, Humanoid, Mobile Robots\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Warehouse Robotics Simulation&tfa_2=212\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Warehouse Robotics Simulation&tfa_2=212\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_42565a5db626.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FSynthetic%20Aperture%20Radar%20(SAR)%20Simulator\">Synthetic Aperture Radar (SAR) Simulator\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Develop a lightweight Synthetic Aperture Radar (SAR) raw data simulator.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Accelerate design of SAR imaging systems and reduce time and cost for their development for aerial and terrestrial applications\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Automotive, AUV, Image Processing, Signal Processing, Radar Processing\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Synthetic Aperture Radar (SAR) Simulator &tfa_2=211\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Synthetic Aperture Radar (SAR) Simulator &tfa_2=211\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_e77005d7a6cb.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FChange%20Detection%20in%20Hyperspectral%20Imagery\">Change Detection in Hyperspectral Imagery\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Develop an efficient method for detecting small changes on Earth surface using hyperspectral images. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Revolutionize the management of natural resources, monitoring, and preventing of disasters, going beyond what is visible to the naked eye.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Computer Vision, Image Processing, Deep Learning\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Change Detection in Hyperspectral Imagery&tfa_2=210\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Change Detection in Hyperspectral Imagery&tfa_2=210\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FChange%20Detection%20in%20Hyperspectral%20Imagery\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_4fe806d0c926.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FAutonomous%20Navigation%20for%20Vehicles%20in%20Rough%20Terrain\">Autonomous Navigation for Vehicles in Rough Terrain\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Design and implement a motion planning algorithm for off-road vehicles on rough terrain.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Expand the frontiers of off-road exploration and navigation using mobile robots for precision agriculture, firefighting, search and rescue, and planetary exploration. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Computer Vision, Robotics, Image Processing, Mobile Robots, SLAM, UGV, Optimization\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Autonomous Navigation for Vehicles in Rough Terrain &tfa_2=209\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Autonomous Navigation for Vehicles in Rough Terrain &tfa_2=209\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FAutonomous%20Navigation%20for%20Vehicles%20in%20Rough%20Terrain\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-3-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 3\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_0e89b3c628a1.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FPath%20Planning%20for%20Autonomous%20Race%20Cars\">Path Planning for Autonomous Race Cars\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Develop an algorithm to compute an optimal path for racing tracks. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Push racing car competitions into fully autonomous mode \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Automotive, Optimization, Modeling and Simulation\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Path Planning for Autonomous Race Cars&tfa_2=208\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Path Planning for Autonomous Race Cars&tfa_2=208\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FPath%20Planning%20for%20Autonomous%20Race%20Cars\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-3-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 3\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_e577d21a4a31.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FDisturbance%20Rejection%20Control%20for%20PMSM%20Motors\">Disturbance Rejection Control for PMSM Motors\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Implement Active Disturbance Rejection Control (ADRC) algorithm for closed-loop speed control system for a Permanent Magnet Synchronous Motors (PMSM).\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Improve the customer experience with advanced control strategies to handle the sudden changes in the load with better dynamic control performance.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Electrification, Control, Modeling and Simulation, Reinforcement Learning\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Disturbance Rejection Control for PMSM Motors &tfa_2=207\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Disturbance Rejection Control for PMSM Motors &tfa_2=207\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_4314bd62ff2c.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FOptimizing%20Antenna%20Performance%20in%20an%20Indoor%20Propagation%20Environment\">Optimizing Antenna Performance in an Indoor Propagation Environment\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Design an antenna to optimize transmission and reception in indoor environment.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Maximize indoor radio signal coverage and reduce energy consumption of signal booster devices.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Wireless Communication, Optimization, Smart Antennas\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Optimizing Antenna Performance in an Indoor Propagation Environment&tfa_2=206\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Optimizing Antenna Performance in an Indoor Propagation Environment&tfa_2=206\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_bf96171ca17c.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FOptimization%20of%20Large%20Antenna%20Arrays%20for%20Astronomical%20Applications\">Optimization of Large Antenna Arrays for Astronomical Applications\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Design a large antenna array and optimize its multiple design variables to achieve desired transmission\u002Freception characteristics.  \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Advance long distance communication capabilities for astronomical applications  \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Wireless Communication, Smart Antennas, Optimization\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Optimization of Large Antenna Arrays for Astronomical Applications&tfa_2=205\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Optimization of Large Antenna Arrays for Astronomical Applications&tfa_2=205\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_cf15a5415735.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FGreen%20Hydrogen%20Production\">Green Hydrogen Production\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Develop a model of a reversible fuel-cell integrated into a renewable-energy microgrid structure.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to the global transition to zero-emission energy sources through the production of hydrogen from clean sources.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Sustainability and Renewable Energy, Electrification, Digital Twins, Modeling and Simulation\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Green Hydrogen Production&tfa_2=204\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Green Hydrogen Production&tfa_2=204\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FGreen%20Hydrogen%20Production\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_4f97d4538ecf.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FAutomatically%20Segment%20and%20Label%20Objects%20in%20Video\">Automatically Segment and Label Objects in Video\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Implement algorithms to automatically label data for deep learning model training.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Accelerate the development of robust AI algorithms for self-driving vehicles.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Computer Vision, Deep Learning, Machine Learning\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Automatically Segment and Label Objects in Video&tfa_2=203\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Automatically Segment and Label Objects in Video&tfa_2=203\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FAutomatically%20Segment%20and%20Label%20Objects%20in%20Video\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-2-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 2\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_7a4cefc249f2.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FBehavioral%20Modelling%20of%20Phase-Locked%20Loop%20using%20Deep%20Learning%20Techniques\">Behavioral Modelling of Phase-Locked Loop using Deep Learning Techniques\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Leverage a deep learning approach to extract behavioral models of mixed-signal systems from measurement data and circuit simulation.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Accelerate mixed-signal design and analysis thereby reducing Time-To-Market for semiconductor companies.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Deep Learning, Machine Learning, Modeling and Simulation, Neural Networks, RF and Mixed Signal, Optimization, Signal Processing\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Behavioral Modelling of Phase-Locked Loop using Deep Learning Techniques&tfa_2=202\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Behavioral Modelling of Phase-Locked Loop using Deep Learning Techniques&tfa_2=202\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FBehavioral%20Modelling%20of%20Phase-Locked%20Loop%20using%20Deep%20Learning%20Techniques\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_937b844ddce6.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FElectrification%20of%20Household%20Heating\">Electrification of Household Heating\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Build and evaluate an electrical household heating system to help minimize human environmental impact and halt climate change.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to the global transition to zero-emission energy sources by electrification of household heating.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Sustainability and Renewable Energy, Digital Twins, Electrification, Modeling and Simulation\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Electrification of Household Heating&tfa_2=201\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Electrification of Household Heating&tfa_2=201\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8881bce9a44b.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FElectrification%20of%20Aircraft\">Electrification of Aircraft\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Evaluate electric aircraft energy requirements, power distribution options, and other electrical technologies. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to the global transition to zero-emission energy sources by electrification of flight. \r\n\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Sustainability and Renewable Energy, Digital Twins, Electrification, Modeling and Simulation, Zero-fuel Aircraft\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Electrification of Aircraft&tfa_2=200\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Electrification of Aircraft&tfa_2=200\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_584070859294.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FSignal%20Integrity%20Channel%20Feature%20Extraction%20for%20Deep%20Learning\">Signal Integrity Channel Feature Extraction for Deep Learning\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Develop a deep learning approach for signal integrity applications. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Accelerate signal integrity design and analysis to enable society with more robust and connected internet communications. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Deep Learning, Machine Learning, Modeling and Simulation, Neural Networks, RF and Mixed Signal\u003C\u002Fp>\r\n\u003Cp align=\"right\"; style=\"margin-top:1px;\">\u003C\u002Fp>\r\n\u003C!---\u003Cimg align=\"right\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_6566693c7a05.jpg\" width=\"50\">\u003C\u002Fp>\r\n\u003Cp align=\"right\"; style=\"margin-top:1px;\">\u003Ci>Be the first to sign up for this project \u003Cbr> and receive a MathWorks T-shirt!\u003C\u002Fi>\u003C\u002Fp>-->\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Signal Integrity Channel Feature Extraction for Deep Learning&tfa_2=198\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Signal Integrity Channel Feature Extraction for Deep Learning&tfa_2=198\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_531f519e5700.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FWind%20Turbine%20Predictive%20Maintenance%20Using%20Machine%20Learning\">Wind Turbine Predictive Maintenance Using Machine Learning\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>   \u003Cp>Improve the reliability of wind turbines by using machine learning to inform a predictive maintenance model.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to providing the world with reliable green energy.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Industry 4.0, Sustainability and Renewable Energy, Machine Learning, Electrification, Modeling and Simulation, Predictive Maintenance, Wind Turbines\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Wind Turbine Predictive Maintenance Using Machine Learning&tfa_2=197\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Wind Turbine Predictive Maintenance Using Machine Learning&tfa_2=197\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FWind%20Turbine%20Predictive%20Maintenance%20Using%20Machine%20Learning\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>    \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_9301e2d42882.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FOptimal%20Data%20Center%20Cooling\">Optimal Data Center Cooling\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Improve performance, stability, and cost effectiveness of data centers by designing a cooling algorithm that keeps the system running as efficiently as possible.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to the performance, reliability, and efficiency of data centers worldwide.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Big Data, Sustainability and Renewable Energy, Cloud Computing, Control, Deep Learning, Modeling and Simulation, Parallel Computing, Predictive Maintenance\u003C\u002Fp>\r\n\u003C!--\r\n\u003Cp align=\"right\"; style=\"margin-top:1px;\">\r\n\u003Cimg align=\"right\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_6566693c7a05.jpg\" width=\"50\">\u003C\u002Fp>\r\n\u003Cp align=\"right\"; style=\"margin-top:1px;\">\u003Ci>Be the first to sign up for this project \u003Cbr> and receive a MathWorks T-shirt!\u003C\u002Fi>\u003C\u002Fp>\r\n-->\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Optimal Data Center Cooling&tfa_2=196\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Optimal Data Center Cooling&tfa_2=196\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_62922ac630d1.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FControl%2C%20Modeling%2C%20Design%2C%20and%20Simulation%20of%20Modern%20HVAC%20Systems\">Control, Modeling, Design, and Simulation of Modern HVAC Systems\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp> \u003Cp>Model a modern HVAC system and design a controller to improve heating, cooling, ventilation, air quality, pressure, humidity, and energy efficiency.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to the design and control of modern homes and buildings to preserve energy and healthy living environments.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Sustainability and Renewable Energy, Modeling and Simulation, Electrification, Control\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Control, Modeling, Design, and Simulation of Modern HVAC Systems&tfa_2=195\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Control, Modeling, Design, and Simulation of Modern HVAC Systems&tfa_2=195\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FControl,%20Modeling,%20Design,%20and%20Simulation%20of%20Modern%20HVAC%20Systems\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>      \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_82e74f76e1c9.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FPredictive%20Electric%20Vehicle%20Cooling\">Predictive Electric Vehicle Cooling\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp> \u003Cp>Improve range, performance, and battery life by designing a cooling algorithm that keep EV battery packs cool when they need it most.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to the electrification of transport worldwide. Increase the range, performance, and battery life of EVs.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Sustainability and Renewable Energy, Automotive, Control, Electrification, Modeling and Simulation, Optimization\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Predictive Electric Vehicle Cooling&tfa_2=194\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Predictive Electric Vehicle Cooling&tfa_2=194\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FPredictive%20Electric%20Vehicle%20Cooling\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>     \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_3dfb367c845d.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FSpeech%20Background%20Noise%20Suppression%20with%20Deep%20Learning\">Speech Background Noise Suppression with Deep Learning\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>   \u003Cp>Develop a deep learning neural network for audio background noise suppression.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Advance hearing aid technology through research in speech enhancement and noise suppression and improve the quality of life of persons with a hearing impairment.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Deep Learning, Neural Networks, Signal Processing\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Speech Background Noise Suppression with Deep Learning&tfa_2=193\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Speech Background Noise Suppression with Deep Learning&tfa_2=193\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FSpeech%20Background%20Noise%20Suppression%20with%20Deep%20Learning\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-3-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 3\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_439190274b2a.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FImprove%20the%20Accuracy%20of%20Satellite%20Navigation%20Systems\">Improve the Accuracy of Satellite Navigation Systems\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Improve the accuracy of satellite navigation systems by using non-binary LDPC codes.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Accelerate the development of modern satellite navigation receivers. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Wireless Communication, GNSS\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Improve the Accuracy of Satellite Navigation Systems&tfa_2=192\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Improve the Accuracy of Satellite Navigation Systems&tfa_2=192\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_97da4b7b6317.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FMonitoring%20and%20Control%20of%20Bioreactor%20for%20Pharmaceutical%20Production\">Monitoring and Control of Bioreactor for Pharmaceutical Production\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Monitor and control an industrial scale bioreactor process for pharmaceutical production.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Improve quality and consistency of pharmaceutical products and contribute to transitioning the pharmaceutical sector to Industry 4.0.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Big Data, Industry 4.0, Control, IoT, Modeling and Simulation, Optimization, Machine Learning\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Monitoring and Control of Bioreactor for Pharmaceutical Production&tfa_2=188\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Monitoring and Control of Bioreactor for Pharmaceutical Production&tfa_2=188\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_a6d18a57e52e.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FDeep%20Learning%20for%20UAV%20Infrastructure%20Inspection\">Deep Learning for UAV Infrastructure Inspection\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>   \u003Cp>Automate the process of infrastructure inspection using \\ aerial vehicles and deep learning.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Enhance safety and speed of infrastructure inspection across a wide range of industries.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Computer Vision, Drones, Artificial Intelligence, Robotics, UAV, SLAM, Deep Learning\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Deep Learning for UAV Infrastructure Inspection&tfa_2=187\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Deep Learning for UAV Infrastructure Inspection&tfa_2=187\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FDeep%20Learning%20for%20UAV%20Infrastructure%20Inspection\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>      \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_0f3980e2dc0e.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002F3D%20Virtual%20Test%20Track%20for%20Autonomous%20Driving\">3D Virtual Test Track for Autonomous Driving\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\u003Cp>Design a 3D virtual environment to test the diverse conditions needed to develop an autonomous vehicle. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to autonomous vehicle development by creating virtual test scenes that can be used with many simulators across multiple vehicle development programs. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Automotive, Modeling and Simulation\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=3D Virtual Test Track for Autonomous Driving&tfa_2=171\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=3D Virtual Test Track for Autonomous Driving&tfa_2=171\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002F3D%20Virtual%20Test%20Track%20for%20Autonomous%20Driving\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>      \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_780d9dcd44b6.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FSimulation-Based%20Design%20of%20Humanoid%20Robots\">Simulation-Based Design of Humanoid Robots\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Develop and use models of humanoid robots to increase understanding of how best to control them and direct them to do useful tasks.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Accelerate the deployment of humanoid robots to real-world tasks including in healthcare, construction, and manufacturing.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Robotics, Control, Cyber-Physical Systems, Deep Learning, Humanoid, Human-Robot Interaction, Machine Learning, Mobile Robots, Modeling and Simulation, Optimization, Reinforcement Learning\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Simulation-Based Design of Humanoid Robots&tfa_2=170\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Simulation-Based Design of Humanoid Robots&tfa_2=170\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_19ace1b0cc12.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FIntelligent%20Fan%20Air%20Cooling%20System\">Intelligent Fan Air Cooling System\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>   \u003Cp>Design an intelligent fan cooling system to moderate temperatures in a building to eliminate or reduce the need for air conditioning systems.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to energy and carbon footprint reduction.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Sustainability and Renewable Energy, Control, Modeling and Simulation, Optimization\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Intelligent Fan Air Cooling System&tfa_2=161\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Intelligent Fan Air Cooling System&tfa_2=161\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FIntelligent%20Fan%20Air%20Cooling%20System\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>      \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_2d9ec75163e6.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FSignal%20Coverage%20Maps%20Using%20Measurements%20and%20Machine%20Learning\">Signal Coverage Maps Using Measurements and Machine Learning\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>   \u003Cp>Reduce the cost of Wireless Communication and IoT network deployment by generating coverage maps from limited measurements.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to the evolution and deployment of new wireless communications systems.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Wireless Communication, Machine Learning\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Signal Coverage Maps Using Measurements and Machine Learning&tfa_2=151\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Signal Coverage Maps Using Measurements and Machine Learning&tfa_2=151\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FSignal%20Coverage%20Maps%20Using%20Measurements%20and%20Machine%20Learning\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-2-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 2\">\u003C\u002Fa>\u003C\u002Fp>      \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_1c0009a69177.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FApplying%20Machine%20Learning%20for%20the%20Development%20of%20Physical%20Sensor%20Models%20in%20Game%20Engine%20Environment\">Applying Machine Learning for the Development of Physical Sensor Models in Game Engine Environment\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Realistic synthetic sensor data will soon eliminate the need of collecting tons of real data for machine learning based perception algorithms. Accelerate this transition by creating a real-time camera distortion model.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Reduce development efforts of autonomous vehicles and robots.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Autonomous Vehicles, Computer Vision, Deep Learning, Machine Learning, Modeling and Simulation, Neural Networks\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Applying Machine Learning for the Development of Physical Sensor Models in Game Engine Environment&tfa_2=149\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Applying Machine Learning for the Development of Physical Sensor Models in Game Engine Environment&tfa_2=149\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_682ff6684abe.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FSelection%20of%20Mechanical%20Actuators%20Using%20Simulation-Based%20Analysis\">Selection of Mechanical Actuators Using Simulation-Based Analysis\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Help accelerate the design and development of autonomous systems by providing a framework for mechanical actuators analysis and selection.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Help evaluate and select actuation systems across multiple industries (robotic, automotive, manufacturing, aerospace) and help designers come up with novel actuation solutions.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Drones, Robotics, Control, Cyber-physical Systems, Electrification, Humanoid, Manipulators, Modeling and Simulation\u003C\u002Fp>\r\n\u003C!--\r\n\u003Cp align=\"right\"; style=\"margin-top:1px;\">\r\n\u003Cimg align=\"right\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_6566693c7a05.jpg\" width=\"50\">\u003C\u002Fp>\r\n\u003Cp align=\"right\"; style=\"margin-top:1px;\">\u003Ci>Be the first to sign up for this project \u003Cbr> and receive a MathWorks T-shirt!\u003C\u002Fi>\u003C\u002Fp>\r\n-->\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Selection of Mechanical Actuators Using Simulation-Based Analysis&tfa_2=148\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Selection of Mechanical Actuators Using Simulation-Based Analysis&tfa_2=148\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_0a55ae4afa45.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FBattery%20Pack%20Design%20Automation\">Battery Pack Design Automation\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Reduce the effort required to properly develop a battery pack optimized for an automotive drive cycle. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to the global transition to zero-emission energy source.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Sustainability and Renewable Energy, Control, Electrification, Optimization, Parallel Computing\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Battery Pack Design Automation&tfa_2=142\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Battery Pack Design Automation&tfa_2=142\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_9444276834e1.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FRotor-Flying%20Manipulator%20Simulation\">Rotor-Flying Manipulator Simulation\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Rotor-flying manipulation will change the future of aerial transportation and manipulation in construction and hazardous environments. Take robotics manipulation to the next level with an autonomous UAV.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Transform the field of robot manipulation.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Drones, Robotics, Manipulators, Modeling and Simulation, UAV\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Rotor-Flying Manipulator Simulation&tfa_2=47\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Rotor-Flying Manipulator Simulation&tfa_2=47\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_1f9df20e5596.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FMIMO%20Engine%20Airpath%20Control\">MIMO Engine Airpath Control\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>   \u003Cp>Internal combustion engines will continue to be used in the automotive marketplace well into the future. Build a MIMO airflow control to improve engine performances, fuel economy, and emissions, and start your career in the automotive industry!\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Improve environmental friendliness of engine control by tier 1 automotive supplier.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Automotive, Control, Modeling and Simulation\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=MIMO Engine Airpath Control&tfa_2=45\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=MIMO Engine Airpath Control&tfa_2=45\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FMIMO%20Engine%20Airpath%20Control\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>      \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_bd9014dfc1fb.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FVoice%20Controlled%20Robot\">Voice Controlled Robot\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>     \u003Cp>Smart devices and robots have become part of our everyday life and human-robot interaction plays a crucial role in this rapidly expanding market. Talking to a machine is going to complete change the way we work with robots.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Open up the opportunities to create robots that can be an intuitive part of our world. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Computer Vision, Robotics, Signal Processing, Natural Language Processing, Mobile Robots, Human-Robot Interaction, Low-Cost Hardware\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Voice Controlled Robot&tfa_2=30\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Voice Controlled Robot&tfa_2=30\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FVoice%20Controlled%20Robot\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>      \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d4cc6e765eb9.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FQuadruped%20Robot%20with%20a%20Manipulator\">Quadruped Robot with a Manipulator\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>   \u003Cp>Legged robots with manipulators will be the ideal platforms to traverse rough terrains and interact with the environment. Are you ready to tackle the challenge of operating robots outdoor?\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to state-of-the-art technologies for exploration and search and rescue transformation.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Robotics, Control, Image Processing, Manipulators, Mobile Robots, Modeling and Simulation\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Quadruped Robot with a Manipulator&tfa_2=29\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Quadruped Robot with a Manipulator&tfa_2=29\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FQuadruped%20Robot%20with%20a%20Manipulator\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-2-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 2\">\u003C\u002Fa>\u003C\u002Fp>      \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_dbc99f759acb.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FUnderwater%20Drone%20Hide%20and%20Seek\">Underwater Drone Hide and Seek\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>After robots conquered ground, sky and space, they are going deep sea next. Explore the frontier of autonomous underwater vehicles by doing a project on robot collaboration and competition underwater.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Advance underwater exploration and AUVs collaboration for the future of ocean engineering.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Robotics, AUV, Embedded AI, Machine Learning, Reinforcement Learning, Sensor Fusion and Tracking, SLAM\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Underwater Drone Hide and Seek&tfa_2=27\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Underwater Drone Hide and Seek&tfa_2=27\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_af900358d007.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FAutonomous%20Vehicle%20Localization%20Using%20Onboard%20Sensors%20and%20HD%20Geolocated%20Maps\">Autonomous Vehicle Localization Using Onboard Sensors and HD Geolocated Maps\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>   \u003Cp>Revolutionize the current transportation system by improving autonomous vehicles localization for level 5 automation.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to the change of automobile industry, and transportation system.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Computer Vision, Robotics, Autonomous Vehicles, SLAM, State Estimation, Sensor Fusion and Tracking\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Autonomous Vehicle Localization Using Onboard Sensors and HD Geolocated Maps&tfa_2=20\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Autonomous Vehicle Localization Using Onboard Sensors and HD Geolocated Maps&tfa_2=20\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FAutonomous%20Vehicle%20Localization%20Using%20Onboard%20Sensors%20and%20HD%20Geolocated%20Maps\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>   \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003C\u002Ftable>\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n","\u003Cimg align=\"left\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_6b49640fe278.png\" width=\"120\">\n\n# MATLAB 和 Simulink 挑战项目\n\n**通过解决关键行业挑战，为工程和科学的进步贡献力量！**\n\n\u003Cimg align=\"right\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_2ca2f621335d.png\" width=\"120\">\n\n你是否正在寻找一个具有实际行业意义和社会影响力的的设计或研究项目创意？  \n\n浏览这份挑战项目列表，了解技术趋势，掌握 MATLAB 和 Simulink 的实用技能，并为科学和工程领域作出贡献。此外，你还将获得来自 MathWorks 技术领导的官方认可，以及完成项目后的奖励！\n\n\n:books: 如果你是 MATLAB 和 Simulink 的新手，或者希望进一步学习，可以探索 [面向学生的综合资源库](https:\u002F\u002Fgithub.com\u002Fmathworks\u002Fawesome-matlab-students)。\n\n:trophy: 通过参与 MATLAB Central 社区定期举办的 [竞赛](https:\u002F\u002Fwww.mathworks.com\u002Fmatlabcentral\u002Fcontests.html)，发现激动人心的机会来检验你的技能并赢取奖品。\n\n\n## 如何参与 :point_down:\n让你的工作成果公开且易于访问，即可获得证书以及来自 MathWorks 研究负责人的推荐信。请通过项目描述页面上的报名表告知我们你计划完成其中一项项目的意向，我们将为你提供关于该项目及表彰奖励的更多信息。\n\n\n:pushpin: 请在开始项目之前阅读我们的 **[生成式 AI 指南](https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fwiki\u002FGenerative-AI-Guidelines)**。对于未经过验证、被误解或滥用的 AI 生成内容提交的作品，**将不予接受**。\n\n\n有关本计划的更多信息以及 \u003Cstrong>如何提交你的解决方案，请访问我们的 [维基页面](https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fwiki)\u003C\u002Fstrong>。你还可以找到更多关于 [**定制竞赛与行业合作**](https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fwiki\u002FCustom-Competitions-and-Industry-Collaborations) 的信息。\n\n如果你是行业人士或高校教师，希望获取更多信息、提供反馈或提名新项目，请通过 \u003Cstrong>[此处](https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-contact-us.html)\u003C\u002Fstrong> 联系我们。\n\n\u003C!--\n\u003Ctable>\n    \u003Ctr>\u003Ctd colspan=\"2\">\u003Ch2>公告 :loudspeaker:\u003C\u002Fh2>\u003C\u002Ftd>\u003C\u002Ftr>\n    \u003Ctr>\n        \u003Ctd valign=\"top\" width=\"50%\">\u003Ch3>举办你自己的定制挑战赛！ :mortar_board:\u003C\u002Fh3>详情请见 \u003Ca href =\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fwiki\u002FAnnouncements-%F0%9F%93%A2#host-your-own-custom-challenge-\">这里\u003C\u002Fa>\u003C\u002Ftd>\n        \u003Ctd valign=\"top\" width=\"50%\">\u003Ch3>行业合作伙伴：共同开发挑战项目 :factory::handshake:\u003C\u002Fh3>详情请见 \u003Ca href =\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fwiki\u002FAnnouncements-%F0%9F%93%A2#industry-collaboration-\">这里\u003C\u002Fa>\u003C\u002Ftd>\n    \u003C\u002Ftr>\n\u003C\u002Ftable>\nhttps:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fwiki\u002FCustom-Competitions-and-Industry-Collaborations\n-->\n## 项目浏览器 :mag:\n使用交互式筛选工具探索所有项目。按技术、应用领域、MATLAB\u002FSimulink 工具等进行搜索和筛选，快速找到符合你兴趣的项目。\n\n👉 [**打开项目浏览器**](https:\u002F\u002Fmathworks.github.io\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Ftable)\n\n## 按技术趋势划分的项目 :file_cabinet:\n- [人工智能](https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fmegatrends\u002FArtificial%20Intelligence.md)\n- [自动驾驶汽车](https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fmegatrends\u002FAutonomous%20Vehicles.md)\n- [大数据](https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fmegatrends\u002FBig%20Data.md)\n- [计算机视觉](https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fmegatrends\u002FComputer%20Vision.md)\n- [计算金融](https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fmegatrends\u002FComputational%20Finance.md)\n- [无人机](https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fmegatrends\u002FDrones.md)\n- [工业 4.0](https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fmegatrends\u002FIndustry%204.0.md)\n- [机器人技术](https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fmegatrends\u002FRobotics.md)\n- [可持续发展与可再生能源](https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fmegatrends\u002FSustainability%20and%20Renewable%20Energy.md)\n- [无线通信](https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fmegatrends\u002FWireless%20Communication.md)\n\n\u003C!--\n## **[*2024 年可持续发展与可再生能源挑战赛](https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fsustainability-and-renewable-energy-challenge-2024.html)** :sun_with_face:\n\n_继首届活动取得巨大成功之后，我们很高兴宣布第二届 MathWorks 可持续发展与可再生能源挑战赛正式启动！我们诚邀你提交针对可持续发展和可再生能源相关环境挑战的创新解决方案。你可以基于以往的参赛作品进行改进和扩展，使其更具影响力。只需确保你的个人贡献足够充分，以使作品被视为新颖，并在文档中清晰地说明你的具体贡献。_\n\n_参与即有机会 **赢取最高 1000 美元奖金**。请访问此 **[页面](https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fsustainability-and-renewable-energy-challenge-2024.html)**，了解更多关于挑战赛的信息及参与方式。_\n-->\n\n## All projects :file_folder:\r\n*Updated: February 25, 2026*\r\n\u003Ctable>\u003C!---->\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_e3eda9301bf4.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fblob\u002Fmain\u002Fprojects\u002FReal-Time%20Acceleration%20for%20Medical%20Image%20Processing\">Real-Time Acceleration for Medical Image Processing\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Design a real-time medical imaging pipeline that uses Analog Devices high-speed ADCs, and NVIDIA Holoscan for deployment.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact\u003C\u002Fstrong>: Enable rapid medical image assessment to support faster diagnosis and earlier treatment decisions.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained\u003C\u002Fstrong>: Artificial Intelligence, Embedded AI, Image Processing, Real-time medical imaging\u003C\u002Fp>\r\n    \u003Cspan>\u003Cstrong>Industry partner:\u003C\u002Fstrong>\u003C\u002Fspan>\u003Cbr>\u003Cbr>\r\n\u003Ca href=\"https:\u002F\u002Fwww.analog.com\u002Fen\u002Fresources\u002Fcourses-and-tutorials.html\" target=\"_blank\">\r\n\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_b6f964e35265.jpg\"  width=170>\u003Cbr>\u003C\u002Fa>\u003Cbr>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Real-Time%20Acceleration%20for%20Medical%20Image%20Processing&tfa_2=259\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Real-Time%20Acceleration%20for%20Medical%20Image%20Processing&tfa_2=259\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\r\n\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_2460ade66026.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fblob\u002Fmain\u002Fprojects\u002FFederal%20Open%20Market%20Committee%20Minutes%20Analysis%20with%20Large%20Language%20Models\">Federal Open Market Committee Minutes Analysis with Large Language Models\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Use large language models in MATLAB to extract insights from central bank policy documents.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact\u003C\u002Fstrong>: Harness AI to revolutionize financial text analysis and unlock deeper insights from real-world monetary policy documents.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained\u003C\u002Fstrong>: Artificial Intelligence, Computational Finance, Natural Language Processing, Text Analytics, Neural Networks\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Federal%20Open%20Market%20Committee%20Minutes%20Analysis%20with%20Large%20Language%20Models&tfa_2=258\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Federal%20Open%20Market%20Committee%20Minutes%20Analysis%20with%20Large%20Language%20Models&tfa_2=258\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\r\n\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_e3ddcf3572c0.png\"  width=600 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fblob\u002Fmain\u002Fprojects\u002FProcessor-in-the-Loop%20Automotive%20Controller%20on%20an%20Arm%20Cortex-M7%20Fast%20Model%20Emulator\">Processor-in-the-Loop Automotive Controller on an Arm Cortex-M7 Fast Model Emulator\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Verify a Simulink automotive controller by running processor-in-the-loop (PIL) tests on a virtual Arm Cortex-M7 processor.  \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact\u003C\u002Fstrong>: Accelerate automotive software validation with virtual processor testing.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained\u003C\u002Fstrong>: Autonomous Vehicles, Automotive, Modeling and Simulation, Control\u003C\u002Fp>\r\n\u003Cspan>\u003Cstrong>Industry partner:\u003C\u002Fstrong>\u003C\u002Fspan>\u003Cbr>\u003Cbr>\r\n\u003Ca href=\"https:\u002F\u002Fdeveloper.arm.com\u002F\" target=\"_blank\">\r\n\u003Cimg src=\"https:\u002F\u002Fgist.githubusercontent.com\u002Frobertogl\u002Fe0115dc303472a9cfd52bbbc8edb7665\u002Fraw\u002FArm_Logo.svg\"  width=400>\u003Cbr>\u003C\u002Fa>\u003Cbr>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Processor-in-the-Loop%20Automotive%20Controller%20on%20an%20Arm%20Cortex-M7%20Fast%20Model%20Emulator&tfa_2=257\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Processor-in-the-Loop%20Automotive%20Controller%20on%20an%20Arm%20Cortex-M7%20Fast%20Model%20Emulator&tfa_2=257\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\r\n\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_3bae7373bd0c.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fblob\u002Fmain\u002Fprojects\u002FAdaptive%20Palletizing%20with%20Simulation%20Optimization\">Adaptive Palletizing with Simulation Optimization\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Create a flexible robotics palletizing system that adapts to varying box sizes and configurations.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact\u003C\u002Fstrong>: Scale up solutions for automated manufacturing and logistics.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained\u003C\u002Fstrong>: Robotics, Manipulators, Modeling and Simulation, Optimization\u003C\u002Fp>\r\n\u003Cspan>\u003Cstrong>Industry partner:\u003C\u002Fstrong>\u003C\u002Fspan>\u003Cbr>\u003Cbr>\r\n\u003Ca href=\"https:\u002F\u002Fwww.universal-robots.com\u002Findustries\u002Feducation-science\u002F\" target=\"_blank\">\r\n\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_25da7afaccb7.png\"  width=300>\u003Cbr>\u003C\u002Fa>\u003Cbr>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Adaptive%20Palletizing%20with%20Simulation%20Optimization&tfa_2=254\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Adaptive%20Palletizing%20with%20Simulation%20Optimization&tfa_2=254\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FAdaptive%20Palletizing%20with%20Simulation%20Optimization\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>   \u003C\u002Fa>\r\n\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_04afad8e574b.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fblob\u002Fmain\u002Fprojects\u002FFault%20Detection%20for%20Electric%20Motors%20Using%20Vibration%20Analysis\">Fault Detection for Electric Motors Using Vibration Analysis\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Develop a Fault detection system for electric motors from vibration data using Model-Based design. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact\u003C\u002Fstrong>: Enhance motor reliability and reduce downtime through advanced fault detection.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained\u003C\u002Fstrong>: Artificial Intelligence, Big Data, Embedded AI, Machine Learning, Modeling and Simulation, Predictive Maintenance, Health Monitoring, Low-cost Hardware\u003C\u002Fp>\r\n\u003Cspan>\u003Cstrong>Industry partner:\u003C\u002Fstrong>\u003C\u002Fspan>\u003Cbr>\r\n\u003Ca href=\"https:\u002F\u002Fwww.st.com\u002F\" target=\"_blank\">\r\n\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8babb2354443.png\"  width=100>\u003Cbr>\u003C\u002Fa>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Fault%20Detection%20for%20Electric%20Motors%20Using%20Vibration%20Analysis&tfa_2=253\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Fault%20Detection%20for%20Electric%20Motors%20Using%20Vibration%20Analysis&tfa_2=253\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\r\n\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_a416272724d9.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fprojects\u002FClassify%20RF%20Signals%20Using%20AI\">Classify RF Signals Using AI\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Use deep learning to classify wireless signals and perform real-world testing with software defined radios.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Help to mitigate the ever-increasing RF interference problem in the developed world.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Wireless Communication, Artificial Intelligence, Deep Learning, Image Processing, Machine Learning, Neural Networks, Software-defined Radio\u003C\u002Fp>\r\n\u003Cspan>\u003Cstrong>Industry partner:\u003C\u002Fstrong>\u003C\u002Fspan>\u003Cbr>\r\n\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_5ffbc41cc839.png\"  width=100>\u003Cbr>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Classify RF Signals Using AI&tfa_2=245\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Classify RF Signals Using AI&tfa_2=245\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FClassify%20RF%20Signals%20Using%20AI\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-3-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 3\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_94721c456e8e.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FBuild%20a%20wireless%20communications%20link%20with%20software%20defined%20radio\">Build a Wireless Communications Link with Software-Defined Radio\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Gain practical experience in wireless communication by designing inexpensive software-defined radios.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Develop your own expertise in wireless technology and drive this megatrend forward, in industry and society.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Wireless Communication, Low-Cost Hardware, Modeling and Simulation, Signal Processing, Software-Defined Radio\u003C\u002Fp>\r\n\u003Cspan>\u003Cstrong>Industry partner:\u003C\u002Fstrong>\u003C\u002Fspan>\u003Cbr>\r\n\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_5ffbc41cc839.png\"  width=100>\u003Cbr>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Build a wireless communications link with software defined radio&tfa_2=162\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Build a wireless communications link with software defined radio&tfa_2=162\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_71c34a952f25.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fblob\u002Fmain\u002Fprojects\u002FBattery%20Fast%20Charging%20Optimization\">Battery Fast Charging Optimization\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Optimize lithium-ion battery charging strategies while preserving longevity and safety.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact\u003C\u002Fstrong>: Improve battery charging performance while preserving safety and longevity.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained\u003C\u002Fstrong>: Sustainability and Renewable Energy, Modeling and Simulation, Optimization, Electrification\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Battery%20Fast%20Charging%20Optimization&tfa_2=256\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Battery%20Fast%20Charging%20Optimization&tfa_2=256\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\r\n\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_0ab20344d9de.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fblob\u002Fmain\u002Fprojects\u002FIntelligent%20Trip%20Planning%20for%20Battery%20Electric%20Vehicles%20Using%20Real-Time%20Map%20Data\">Intelligent Trip Planning for Battery Electric Vehicles Using Real-Time Map Data\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Simulate electric vehicle trips using real-time map data to evaluate energy-efficient routes and strategies.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact\u003C\u002Fstrong>: Reduce energy use and environmental impact in electric vehicle travel.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained\u003C\u002Fstrong>: Sustainability and Renewable Energy, Automotive, Electrification, Modeling and Simulation, Optimization\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Intelligent%20Trip%20Planning%20for%20Battery%20Electric%20Vehicles%20Using%20Real-Time%20Map%20Data&tfa_2=255\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Intelligent%20Trip%20Planning%20for%20Battery%20Electric%20Vehicles%20Using%20Real-Time%20Map%20Data&tfa_2=255\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\r\n\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_1216c48f7b2a.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fblob\u002Fmain\u002Fprojects\u002FFluid%20Flow%20Simulation%20Using%20Physics-Informed%20Neural%20Networks\">Fluid Flow Simulation Using Physics-Informed Neural Networks\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Develop a Physics Informed Neural Network (PINN) for fluid flow simulation. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact\u003C\u002Fstrong>: Transform fluid dynamics with neural networks driving impactful innovations across industries.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained\u003C\u002Fstrong>: Artificial Intelligence, Deep Learning, Modeling and Simulation, Neural Networks\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Fluid%20Flow%20Simulation%20Using%20Physics-Informed%20Neural%20Networks&tfa_2=252\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Fluid%20Flow%20Simulation%20Using%20Physics-Informed%20Neural%20Networks&tfa_2=252\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FFluid%20Flow%20Simulation%20Using%20Physics-Informed%20Neural%20Networks\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\r\n\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8375c9ad27dd.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fblob\u002Fmain\u002Fprojects\u002FDetection%20and%20Visualization%20of%20CO2%20Concentration%20Using%20Hyperspectral%20Satellite%20Data\">Detection and Visualization of CO2 Concentration Using Hyperspectral Satellite Data\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Develop a CO2 detection algorithm using hyperspectral images and visualize the results geospatially.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact\u003C\u002Fstrong>: Enable precise CO2 monitoring for effective climate action. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained\u003C\u002Fstrong>: Sustainability and Renewable Energy, Image Processing, Machine Learning, Signal Processing\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Detection%20and%20Visualization%20of%20CO2%20Concentration%20Using%20Hyperspectral%20Satellite%20Data&tfa_2=251\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Detection%20and%20Visualization%20of%20CO2%20Concentration%20Using%20Hyperspectral%20Satellite%20Data&tfa_2=251\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FDetection%20and%20Visualization%20of%20CO2%20Concentration%20Using%20Hyperspectral%20Satellite%20Data\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\r\n\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_1e64ef81be8d.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fblob\u002Fmain\u002Fprojects\u002FIntelligent%20Energy%20Management%20Systems%20for%20Smart%20Grids\">Intelligent Energy Management Systems for Smart Grids\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Design and Implement an Intelligent Energy Management System (IEMS) for Smart Grids to Optimize Energy Distribution and Consumption. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact\u003C\u002Fstrong>: Elevate efficiency and forge a sustainable world through advanced energy management. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained\u003C\u002Fstrong>: Sustainability and Renewable Energy, Electrification, Modeling and Simulation, Machine Learning\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Intelligent%20Energy%20Management%20Systems%20for%20Smart%20Grids&tfa_2=250\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Intelligent%20Energy%20Management%20Systems%20for%20Smart%20Grids&tfa_2=250\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\r\n\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_20032e0b3c80.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fblob\u002Fmain\u002Fprojects\u002FSolar%20Tracker%20Control%20Simulation\">Solar Tracker Control Simulation\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Design a control system for a multi axis solar tracker.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact\u003C\u002Fstrong>: Maximize solar irradiance to increase renewable energy production.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained\u003C\u002Fstrong>: Sustainability and Renewable Energy, Control, Modeling and Simulation, Solar Panels\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Solar%20Tracker%20Control%20Simulation&tfa_2=249\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Solar%20Tracker%20Control%20Simulation&tfa_2=249\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FSolar%20Tracker%20Control%20Simulation\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-8-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 8\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_3490d255f4f2.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fprojects\u002FCone%20Detection%20for%20Formula%20Student%20Driverless%20Competition\">Cone Detection for Formula Student Driverless Competition\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Develop a cone detection algorithm for Formula Student Driverless competition.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Enable accurate detection for autonomous racing cars.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Computer Vision, Deep Learning, Modeling and Simulation\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Cone%20Detection%20for%20Formula%20Student%20Driverless%20Competition&tfa_2=248\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Cone%20Detection%20for%20Formula%20Student%20Driverless%20Competition&tfa_2=248\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FCone%20Detection%20for%20Formula%20Student%20Driverless%20Competition\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-5-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 5\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_05b84a151dcb.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fprojects\u002FMulti-UAV%20Path%20Planning%20for%20Urban%20Air%20Mobility\">Multi-UAV Path Planning for Urban Air Mobility\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Develop a path planning algorithm for multiple drones flying in an urban environment.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to advancing drone applications in UAM and revolutionizing the logistic industry.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Drones, Robotics, Multi-agent System, Optimization, Sensor Fusion and Tracking, UAV, Modeling and Simulation\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Multi-UAV Path Planning for Urban Air Mobility&tfa_2=247\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Multi-UAV Path Planning for Urban Air Mobility&tfa_2=247\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FMulti-UAV%20Path%20Planning%20for%20Urban%20Air%20Mobility\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-2-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 2\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_f5826f8f4907.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fprojects\u002FEnergy%20Management%20for%20a%202-Motor%20BEV%20using%20Model-Predictive%20Control\">Energy Management for a 2-Motor BEV using Model-Predictive Control\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Develop a Model-Predictive Control algorithm to optimally distribute torque in a 2-motor Battery Electric Vehicle (BEV) powertrain.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Reduce energy consumption while maintaining best motor performance.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Sustainability and Renewable Energy, Automotive, Control, Electrification, Modeling and Simulation\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Energy Management for a 2-Motor BEV using Model-Predictive Control&tfa_2=246\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Energy Management for a 2-Motor BEV using Model-Predictive Control&tfa_2=246\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FEnergy%20Management%20for%20a%202-Motor%20BEV%20using%20Model-Predictive%20Control\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-2-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 2\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d76c418c314f.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fprojects\u002FDeep%20Image%20Prior%20for%20Inverse%20Problems%20in%20Imaging\">Deep Image Prior for Inverse Problems in Imaging\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Use the Deep Image Prior to solve inverse problems in imaging.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Implement the Deep Image Prior to provide high-quality solutions to inverse problems in imaging that are ubiquitous in industry.  \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Computer Vision, Deep Learning, Image Processing, Machine Learning, Neural Networks, Optimization, Signal Processing\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Deep Image Prior for Inverse Problems in Imaging&tfa_2=244\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Deep Image Prior for Inverse Problems in Imaging&tfa_2=244\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FDeep%20Image%20Prior%20for%20Inverse%20Problems%20in%20Imaging\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_f7327bd4b575.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fprojects\u002FSimulink%20Hearing%20Aid\">Simulink Hearing Aid\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Develop a hearing aid simulation in Simulink.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Improve hearing aid simulation and create a testbed for new audio processing algorithm prototyping. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Signal Processing, Audio, Modeling and Simulation\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Simulink Hearing Aid &tfa_2=241\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Simulink Hearing Aid &tfa_2=241\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FSimulink%20Hearing%20Aid\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_0efb0dab3fa2.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fprojects\u002FMusic%20Composition%20with%20Deep%20Learning\">Music Composition with Deep Learning\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Design and train a deep learning model to compose music.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Generative music models can be used to create new assets on demand.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Deep Learning, Machine Learning, Neural Networks, Audio\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Music Composition with Deep Learning&tfa_2=243\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Music Composition with Deep Learning&tfa_2=243\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FMusic%20Composition%20with%20Deep%20Learning\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_b58a69ae2c15.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Fblob\u002Fmain\u002Fprojects\u002FCarbon%20Neutrality\">Carbon Neutrality\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp> a CO2 emission model from historical data and create a plan to achieve carbon neutrality in the future.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Set up a strategy for carbon neutrality and consolidate the international collaboration.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Computational Finance, Sustainability and Renewable Energy, Modeling and Simulation, Machine Learning\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Carbon Neutrality&tfa_2=242\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Carbon Neutrality&tfa_2=242\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FCarbon%20Neutrality\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_57a24b5e00b6.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FAugmented%20Reality%20for%20Architecture\">Augmented Reality for Architecture\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Develop an augmented reality system to enhance a photo or video of a 2D architectural floor plan printed on paper with a virtual 3D representation of the structure. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Develop a proof-of-concept augmented reality system to aid in architectural design. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Computer Vision, Image Processing, Sensor Fusion and Tracking\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Augmented Reality for Architecture&tfa_2=240\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Augmented Reality for Architecture&tfa_2=240\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_19823275ea9e.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FTop%20Quark%20Detection%20with%20Deep%20Learning%20and%20Big%20Data\">Top Quark Detection with Deep Learning and Big Data\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Develop a predictive classifier model able to discriminate jets produced by top quark decays from the background jets\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Reduce the interference of background jets and help the discovery of new fundamental physics\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Big Data, Deep Learning, Physics \u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Top Quark Detection with Deep Learning and Big Data&tfa_2=238\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Top Quark Detection with Deep Learning and Big Data&tfa_2=238\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FTop%20Quark%20Detection%20with%20Deep%20Learning%20and%20Big%20Data\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_f474a85a6311.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FEnergy-Optimal%20Trajectory%20Planning%20for%20Multirotor%20Drones\">Energy-Optimal Trajectory Planning for Multirotor Drones\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Develop a trajectory planning for multirotor drones that minimizes energy consumption.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Increase mission time of multirotor drones.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Drones, Robotics, Autonomous Vehicles, Electrification, Modeling and Simulation, Optimization, UAV\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Energy-Optimal Trajectory Planning for Multirotor Drones&tfa_2=237\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Energy-Optimal Trajectory Planning for Multirotor Drones&tfa_2=237\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_b5e27a46728d.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FTechno-Economic%20Assessment%20of%20Green%20Hydrogen%20Production\">Techno-Economic Assessment of Green Hydrogen Production\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Perform early-stage economic feasibility of an energy project to determine project viability.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Connect economic aspect to technical design.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Sustainability and Renewable Energy, Modeling and Simulation, Electrification\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Techno-Economic Assessment of Green Hydrogen Production&tfa_2=236\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Techno-Economic Assessment of Green Hydrogen Production&tfa_2=236\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FTechno-Economic%20Assessment%20of%20Green%20Hydrogen%20Production\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_6b7c2f62a578.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FReinforcement%20Learning%20Based%20Fault%20Tolerant%20Control%20of%20a%20Quadrotor\">Reinforcement Learning Based Fault Tolerant Control of a Quadrotor\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Develop a fault-tolerant controller for a quadcopter using model-based reinforcement learning.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Improve safety of multi-rotor drones.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Drones, Artificial Intelligence, Robotics, Control, Reinforcement Learning, UAV\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Reinforcement Learning Based Fault Tolerant Control of a Quadrotor&tfa_2=235\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Reinforcement Learning Based Fault Tolerant Control of a Quadrotor&tfa_2=235\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_57a0c9d5f67e.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FVisual%20-%20Inertial%20Odometry%20for%20a%20Minidrone\">Visual - Inertial Odometry for a Minidrone\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Design and implement a visual\u002Fvisual-inertial odometry system using onboard camera for a Minidrone.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong>  Advance aerial vehicle control in contracted spaces with unforeseen environment conditions.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Computer Vision, Drones, Robotics, Aerospace, Control, Image Processing, Low-cost Hardware, Modeling and Simulation, Signal Processing, State Estimation, UAV\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Visual - Inertial Odometry for a Minidrone &tfa_2=234\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Visual - Inertial Odometry for a Minidrone &tfa_2=234\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_10e14276f85e.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FSensor%20Fusion%20for%20Autonomous%20Systems\">Sensor Fusion for Autonomous Systems\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Develop a sensor fusion algorithm for vehicle pose estimation using classical filtering or AI-based techniques.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Enhance navigation accuracy of autonomous vehicles. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Sensor Fusion and Tracking, State Estimation\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Sensor Fusion for Autonomous Systems&tfa_2=233\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Sensor Fusion for Autonomous Systems&tfa_2=233\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FSensor%20Fusion%20for%20Autonomous%20Systems\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_2893469c3c6f.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FHuman%20Motion%20Recognition%20Using%20IMUs\">Human Motion Recognition Using IMUs\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Use Deep Learning and Inertial Measurement Units (IMU) data to recognize human activities and gestures.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Enable the next generation of wearable electronic devices with motion recognition. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Deep Learning, Embedded AI, Neural Networks, Signal Processing\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Human Motion Recognition Using IMUs &tfa_2=232\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Human Motion Recognition Using IMUs &tfa_2=232\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FHuman%20Motion%20Recognition%20Using%20IMUs\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-2-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 2\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_f4ceefcf0edb.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FVibration%20Detection%20and%20Rejection%20from%20IMU%20Data\">Vibration Detection and Rejection from IMU Data\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Remove vibration signals from inertial measurement units.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong>  Improve navigation systems by making them robust against vibrations.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Drones, Autonomous Vehicles, Robotics, Modeling and Simulation, Sensor Fusion and Tracking, State Estimation, Signal Processing\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Vibration Detection and Rejection from IMU Data&tfa_2=231\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Vibration Detection and Rejection from IMU Data&tfa_2=231\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FVibration%20Detection%20and%20Rejection%20from%20IMU%20Data\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_fe8f1753b51a.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FAggressive%20Maneuver%20Stabilization%20for%20a%20Minidrone\">Aggressive Maneuver Stabilization for a Minidrone\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Design a controller to enable a micro aerial vehicle to stabilize in the scenario of an external aggressive disturbance.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to advancements in aerial vehicle control in contracted spaces with unforeseen environment conditions.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Drones, Robotics, Aerospace, Low-cost Hardware, Modeling and Simulation, State Estimation, UAV, Control\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Aggressive Maneuver Stabilization for a Minidrone&tfa_2=230\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Aggressive Maneuver Stabilization for a Minidrone&tfa_2=230\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FAggressive%20Maneuver%20Stabilization%20for%20a%20Minidrone\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-2-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 2\">\u003C\u002Fa>\u003C\u002Fp>   \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_512d3ff78073.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FCoastline%20Prediction%20using%20Existing%20Climate%20Change%20Models\">Coastline Prediction using Existing Climate Change Models\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Develop an example that predicts and visualizes coastline impact due to rising sea levels.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Assess and plan for the potential impact of climate change.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Sustainability and Renewable Energy, Modeling and Simulation\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Coastline Prediction using Existing Climate Change Models&tfa_2=229\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Coastline Prediction using Existing Climate Change Models&tfa_2=229\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FCoastline%20Prediction%20using%20Existing%20Climate%20Change%20Models\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-4-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 4\">\u003C\u002Fa>\u003C\u002Fp>   \u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_4ee76f1834b6.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FLandslide%20Susceptibility%20Mapping%20using%20Machine%20Learning\">Landslide Susceptibility Mapping using Machine Learning\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Develop a tool to identify and visualize geographical areas susceptible to landslides.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Identify areas that are at risk for landslides to help mitigate devastating impacts on people and infrastructure.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Sustainability and Renewable Energy, Machine Learning\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Landslide Susceptibility Mapping using Machine Learning&tfa_2=228\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Landslide Susceptibility Mapping using Machine Learning&tfa_2=228\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FLandslide%20Susceptibility%20Mapping%20using%20Machine%20Learning\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-2-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 2\">\u003C\u002Fa>\u003C\u002Fp>   \u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_0815fd23e82a.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FSatellite%20Collision%20Avoidance\">Satellite Collision Avoidance\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Model satellites in Low Earth Orbit (LEO) to identify conjunctions and prevent collisions with space debris, while maintaining orbital requirements.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to the success of satellite mega-constellations and improve the safety of the Low Earth Orbit (LEO) environment.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Control, Satellite, Modeling and Simulation\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Satellite Collision Avoidance&tfa_2=225\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Satellite Collision Avoidance&tfa_2=225\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FSatellite%20Collision%20Avoidance\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>   \u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_9c9be882ecc2.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FSentiment%20Analysis%20in%20Cryptocurrency%20Trading\">Sentiment Analysis in Cryptocurrency Trading\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp> your own cryptocurrency trading strategies based on sentiment analysis.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Have a foundation on the potential opportunities on Environmental, Social, and Governance (ESG) portfolio analysis.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Deep Learning, Machine Learning, Text Analytics\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Sentiment Analysis in Cryptocurrency Trading&tfa_2=239\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Sentiment Analysis in Cryptocurrency Trading&tfa_2=239\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FSentiment%20Analysis%20in%20Cryptocurrency%20Trading\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp> \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_dd9637fbb7a0.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FSnake-like%20Robot%20Modeling%20and%20Navigation\">Snake-like Robot Modeling and Navigation\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Model and control an autonomous snake-like robot to navigate an unknown environment.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Advance robotics design for hazardous environments inspection and operation in constricted spaces. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Robotics, Manipulators, Modeling and Simulation\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Snake-like Robot Modeling and Navigation&tfa_2=224\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Snake-like Robot Modeling and Navigation&tfa_2=224\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FSnake-like%20Robot%20Modeling%20and%20Navigation\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-4-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 4\">\u003C\u002Fa>\u003C\u002Fp>   \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_467f007e5e22.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FTraffic%20Light%20Negotiation%20and%20Perception-Based%20Detection\">Traffic Light Negotiation and Perception-Based Detection\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Detect traffic lights and perform traffic light negotiation at an intersection in Unreal environment. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to the advancement of autonomous vehicles traffic coordination in intersections through simulation. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Computer Vision, Automotive, Control, Deep Learning, Image Processing, Modeling and Simulation, Sensor Fusion and Tracking\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Traffic Light Negotiation and Perception-Based Detection  &tfa_2=223\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Traffic Light Negotiation and Perception-Based Detection  &tfa_2=223\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_e55ca4cbed6c.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FTraffic%20Data%20Analysis%20for%20Modelling%20and%20Prediction%20of%20Traffic%20Scenarios\">Traffic Data Analysis for Modeling and Prediction of Traffic Scenarios\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Analyze real-world traffic data to understand, model, and predict human driving trajectories. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to autonomous driving technologies and intelligent transportation research. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Big Data, Autonomous Vehicles, Support Vector Machines, Machine Learning, Deep Learning, Automotive\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Traffic Data Analysis for Modelling and Prediction of Traffic Scenarios&tfa_2=222\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Traffic Data Analysis for Modelling and Prediction of Traffic Scenarios&tfa_2=222\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FTraffic%20Data%20Analysis%20for%20Modeling%20and%20Prediction%20of%20Traffic%20Scenarios\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>\u003C\u002Fa>   \r\n      \u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_5830db6d3abd.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FClassify%20Object%20Behavior%20to%20Enhance%20the%20Safety%20of%20Autonomous%20Vehicles\">Classify Object Behavior to Enhance the Safety of Autonomous Vehicles\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Automatically classify behavior of tracked objects to enhance the safety of autonomous systems.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Make autonomous vehicles safer by classifying behaviors of objects around them.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Autonomous Vehicles, Robotics, Drones, Deep Learning, Explainable AI, Machine Learning, Mobile Robots, Neural Networks, Reinforcement Learning, Sensor Fusion and Tracking, UAV, UGV, Automotive\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Classify Object Behavior to Enhance the Safety of Autonomous Vehicles&tfa_2=221\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Classify Object Behavior to Enhance the Safety of Autonomous Vehicles&tfa_2=221\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FClassify%20Object%20Behavior%20to%20Enhance%20the%20Safety%20of%20Autonomous%20Vehicles\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-2-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 2\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_0f4a2e555587.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FTesting%20Realtime%20Robustness%20of%20ROS%20in%20Autonomous%20Driving\">Testing Realtime Robustness of ROS in Autonomous Driving\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Develop a realtime collision avoidance system using ROS2 that will execute a safe vehicle response.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to improving access and safety of transportation through robust automated driving systems.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Robotics, Automotive, Image Processing, Modeling and Simulation, Sensor Fusion and Tracking, Low-Cost Hardware\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Testing Realtime Robustness of ROS in Autonomous Driving&tfa_2=220\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Testing Realtime Robustness of ROS in Autonomous Driving&tfa_2=220\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_081cf1a28da7.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FSmart%20Watering%20System%20with%20Internet%20of%20Things\">Smart Watering System with Internet of Things\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Develop a smart plant water system using Internet of Things (IoT) and low-cost hardware.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Minimize the negative effects of the overuse of water in farming and preserve water resources. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Sustainability and Renewable Energy, Artificial Intelligence, IoT, Low-Cost Hardware, Deep Learning, Cloud Computing\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Smart Watering System with Internet of Things&tfa_2=219\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Smart Watering System with Internet of Things&tfa_2=219\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FSmart%20Watering%20System%20with%20Internet%20of%20Things\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-3-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 3\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_e789b093c9bc.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FMachine%20Learning%20for%20Motor%20Control\">Machine Learning for Motor Control\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Enhance the performance and product quality required to develop a motor control application.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to the global transition to smart manufacturing and electrification.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Control, Machine Learning, Reinforcement Learning, Automotive\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Machine Learning for Motor Control&tfa_2=218\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Machine Learning for Motor Control&tfa_2=218\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_95e1fd997602.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FFlight%20Controller%20Design%20and%20Hardware%20Deployment\">Flight Controller Design and Hardware Deployment\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Build a mini drone and use the PX4 Hardware Support package to design the flight controller using Simulink.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Expedite UAV design and assembly with Model-Based Design.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Drones, Autonomous Vehicles, Control, Low-cost Hardware, UAV\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Flight Controller Design and Hardware Deployment&tfa_2=217\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Flight Controller Design and Hardware Deployment&tfa_2=217\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_9aacbd8bf7d8.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FPortable%20Charging%20System%20for%20Electric%20Vehicles\">Portable Charging System for Electric Vehicles\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Design a portable charger for Electric Vehicles.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Help make electric vehicles more reliable for general use.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Sustainability and Renewable Energy, Control, Electrification, Modeling and Simulation\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Portable Charging System for Electric Vehicles &tfa_2=216\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Portable Charging System for Electric Vehicles &tfa_2=216\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FPortable%20Charging%20System%20for%20Electric%20Vehicles\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-3-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 3\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_07ec6cc5717b.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FDigital%20Twin%20and%20Predictive%20Maintenance%20of%20Pneumatic%20Systems\">Digital Twin and Predictive Maintenance of Pneumatic Systems\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Predict faults in pneumatic systems using simulation and AI\u002Fmachine learning.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Improve efficiency and reliability of industrial processes.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Industry 4.0, Cyber-Physical Systems, Digital Twins, Embedded AI, Health Monitoring, IoT, Machine Learning, Modeling and Simulation\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Digital Twin and Predictive Maintenance of Pneumatic Systems&tfa_2=215\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Digital Twin and Predictive Maintenance of Pneumatic Systems&tfa_2=215\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_b69c4f3963d9.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FFace%20Detection%20and%20Human%20Tracking%20Robot\">Face Detection and Human Tracking Robot\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Design and implement a real time autonomous human tracking robot using low-cost hardware. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Leverage mobile technology and deep learning to advance human detection algorithms for impacting human safety and security.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Computer Vision, Robotics, Deep Learning, Embedded AI, Human-Robot Interaction, Mobile Robots, Modeling and Simulation, Machine Learning, Low-cost Hardware, Image Processing, Control\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Face Detection and Human Tracking Robot&tfa_2=214\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Face Detection and Human Tracking Robot&tfa_2=214\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FFace%20Detection%20and%20Human%20Tracking%20Robot\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-4-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 4\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_b0c9879e4dd1.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FRobust%20Visual%20SLAM%20Using%20MATLAB%20Mobile%20Sensor%20Streaming\">Robust Visual SLAM Using MATLAB Mobile Sensor Streaming\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Perform robust visual SLAM using MATLAB Mobile sensor streaming.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Enable visual SLAM from streaming sensors and extend the state-of-art in real-time visual SLAM algorithms.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Computer Vision, Drones, Robotics, Automotive, AUV, Mobile Robots, Manipulators, Humanoid, UAV, UGV\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Robust Visual SLAM Using MATLAB Mobile Sensor Streaming&tfa_2=213\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Robust Visual SLAM Using MATLAB Mobile Sensor Streaming&tfa_2=213\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FRobust%20Visual%20SLAM%20Using%20MATLAB%20Mobile%20Sensor%20Streaming\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-2-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 2\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_c1a76315628d.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FWarehouse%20Robotics%20Simulation\">Warehouse Robotics Simulation\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Simulate multirobot interactions for efficient algorithm design and warehouse operations.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Advance the automation of warehouse applications and reduce associated time and energy consumption.  \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Robotics, Human-Robot Interaction, Humanoid, Mobile Robots\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Warehouse Robotics Simulation&tfa_2=212\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Warehouse Robotics Simulation&tfa_2=212\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_42565a5db626.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FSynthetic%20Aperture%20Radar%20(SAR)%20Simulator\">Synthetic Aperture Radar (SAR) Simulator\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Develop a lightweight Synthetic Aperture Radar (SAR) raw data simulator.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Accelerate design of SAR imaging systems and reduce time and cost for their development for aerial and terrestrial applications\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Automotive, AUV, Image Processing, Signal Processing, Radar Processing\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Synthetic Aperture Radar (SAR) Simulator &tfa_2=211\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Synthetic Aperture Radar (SAR) Simulator &tfa_2=211\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_e77005d7a6cb.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FChange%20Detection%20in%20Hyperspectral%20Imagery\">Change Detection in Hyperspectral Imagery\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Develop an efficient method for detecting small changes on Earth surface using hyperspectral images. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Revolutionize the management of natural resources, monitoring, and preventing of disasters, going beyond what is visible to the naked eye.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Computer Vision, Image Processing, Deep Learning\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Change Detection in Hyperspectral Imagery&tfa_2=210\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Change Detection in Hyperspectral Imagery&tfa_2=210\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FChange%20Detection%20in%20Hyperspectral%20Imagery\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_4fe806d0c926.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FAutonomous%20Navigation%20for%20Vehicles%20in%20Rough%20Terrain\">Autonomous Navigation for Vehicles in Rough Terrain\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Design and implement a motion planning algorithm for off-road vehicles on rough terrain.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Expand the frontiers of off-road exploration and navigation using mobile robots for precision agriculture, firefighting, search and rescue, and planetary exploration. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Computer Vision, Robotics, Image Processing, Mobile Robots, SLAM, UGV, Optimization\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Autonomous Navigation for Vehicles in Rough Terrain &tfa_2=209\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Autonomous Navigation for Vehicles in Rough Terrain &tfa_2=209\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FAutonomous%20Navigation%20for%20Vehicles%20in%20Rough%20Terrain\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-3-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 3\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_0e89b3c628a1.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FPath%20Planning%20for%20Autonomous%20Race%20Cars\">Path Planning for Autonomous Race Cars\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Develop an algorithm to compute an optimal path for racing tracks. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Push racing car competitions into fully autonomous mode \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Automotive, Optimization, Modeling and Simulation\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Path Planning for Autonomous Race Cars&tfa_2=208\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Path Planning for Autonomous Race Cars&tfa_2=208\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FPath%20Planning%20for%20Autonomous%20Race%20Cars\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-3-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 3\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_e577d21a4a31.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FDisturbance%20Rejection%20Control%20for%20PMSM%20Motors\">Disturbance Rejection Control for PMSM Motors\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Implement Active Disturbance Rejection Control (ADRC) algorithm for closed-loop speed control system for a Permanent Magnet Synchronous Motors (PMSM).\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Improve the customer experience with advanced control strategies to handle the sudden changes in the load with better dynamic control performance.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Electrification, Control, Modeling and Simulation, Reinforcement Learning\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Disturbance Rejection Control for PMSM Motors &tfa_2=207\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Disturbance Rejection Control for PMSM Motors &tfa_2=207\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_4314bd62ff2c.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FOptimizing%20Antenna%20Performance%20in%20an%20Indoor%20Propagation%20Environment\">Optimizing Antenna Performance in an Indoor Propagation Environment\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Design an antenna to optimize transmission and reception in indoor environment.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Maximize indoor radio signal coverage and reduce energy consumption of signal booster devices.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Wireless Communication, Optimization, Smart Antennas\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Optimizing Antenna Performance in an Indoor Propagation Environment&tfa_2=206\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Optimizing Antenna Performance in an Indoor Propagation Environment&tfa_2=206\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_bf96171ca17c.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FOptimization%20of%20Large%20Antenna%20Arrays%20for%20Astronomical%20Applications\">Optimization of Large Antenna Arrays for Astronomical Applications\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Design a large antenna array and optimize its multiple design variables to achieve desired transmission\u002Freception characteristics.  \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Advance long distance communication capabilities for astronomical applications  \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Wireless Communication, Smart Antennas, Optimization\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Optimization of Large Antenna Arrays for Astronomical Applications&tfa_2=205\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Optimization of Large Antenna Arrays for Astronomical Applications&tfa_2=205\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_cf15a5415735.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FGreen%20Hydrogen%20Production\">Green Hydrogen Production\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Develop a model of a reversible fuel-cell integrated into a renewable-energy microgrid structure.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to the global transition to zero-emission energy sources through the production of hydrogen from clean sources.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Sustainability and Renewable Energy, Electrification, Digital Twins, Modeling and Simulation\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Green Hydrogen Production&tfa_2=204\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Green Hydrogen Production&tfa_2=204\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FGreen%20Hydrogen%20Production\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_4f97d4538ecf.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FAutomatically%20Segment%20and%20Label%20Objects%20in%20Video\">Automatically Segment and Label Objects in Video\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Implement algorithms to automatically label data for deep learning model training.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Accelerate the development of robust AI algorithms for self-driving vehicles.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Computer Vision, Deep Learning, Machine Learning\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Automatically Segment and Label Objects in Video&tfa_2=203\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Automatically Segment and Label Objects in Video&tfa_2=203\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FAutomatically%20Segment%20and%20Label%20Objects%20in%20Video\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-2-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 2\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_7a4cefc249f2.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FBehavioral%20Modelling%20of%20Phase-Locked%20Loop%20using%20Deep%20Learning%20Techniques\">Behavioral Modelling of Phase-Locked Loop using Deep Learning Techniques\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>      \u003Cp>Leverage a deep learning approach to extract behavioral models of mixed-signal systems from measurement data and circuit simulation.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Accelerate mixed-signal design and analysis thereby reducing Time-To-Market for semiconductor companies.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Deep Learning, Machine Learning, Modeling and Simulation, Neural Networks, RF and Mixed Signal, Optimization, Signal Processing\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Behavioral Modelling of Phase-Locked Loop using Deep Learning Techniques&tfa_2=202\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Behavioral Modelling of Phase-Locked Loop using Deep Learning Techniques&tfa_2=202\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FBehavioral%20Modelling%20of%20Phase-Locked%20Loop%20using%20Deep%20Learning%20Techniques\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_937b844ddce6.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FElectrification%20of%20Household%20Heating\">Electrification of Household Heating\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Build and evaluate an electrical household heating system to help minimize human environmental impact and halt climate change.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to the global transition to zero-emission energy sources by electrification of household heating.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Sustainability and Renewable Energy, Digital Twins, Electrification, Modeling and Simulation\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Electrification of Household Heating&tfa_2=201\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Electrification of Household Heating&tfa_2=201\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8881bce9a44b.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FElectrification%20of%20Aircraft\">Electrification of Aircraft\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Evaluate electric aircraft energy requirements, power distribution options, and other electrical technologies. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to the global transition to zero-emission energy sources by electrification of flight. \r\n\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Sustainability and Renewable Energy, Digital Twins, Electrification, Modeling and Simulation, Zero-fuel Aircraft\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Electrification of Aircraft&tfa_2=200\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Electrification of Aircraft&tfa_2=200\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_584070859294.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FSignal%20Integrity%20Channel%20Feature%20Extraction%20for%20Deep%20Learning\">Signal Integrity Channel Feature Extraction for Deep Learning\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Develop a deep learning approach for signal integrity applications. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Accelerate signal integrity design and analysis to enable society with more robust and connected internet communications. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Deep Learning, Machine Learning, Modeling and Simulation, Neural Networks, RF and Mixed Signal\u003C\u002Fp>\r\n\u003Cp align=\"right\"; style=\"margin-top:1px;\">\u003C\u002Fp>\r\n\u003C!---\u003Cimg align=\"right\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_6566693c7a05.jpg\" width=\"50\">\u003C\u002Fp>\r\n\u003Cp align=\"right\"; style=\"margin-top:1px;\">\u003Ci>Be the first to sign up for this project \u003Cbr> and receive a MathWorks T-shirt!\u003C\u002Fi>\u003C\u002Fp>-->\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Signal Integrity Channel Feature Extraction for Deep Learning&tfa_2=198\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Signal Integrity Channel Feature Extraction for Deep Learning&tfa_2=198\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_531f519e5700.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FWind%20Turbine%20Predictive%20Maintenance%20Using%20Machine%20Learning\">Wind Turbine Predictive Maintenance Using Machine Learning\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>   \u003Cp>Improve the reliability of wind turbines by using machine learning to inform a predictive maintenance model.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to providing the world with reliable green energy.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Industry 4.0, Sustainability and Renewable Energy, Machine Learning, Electrification, Modeling and Simulation, Predictive Maintenance, Wind Turbines\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Wind Turbine Predictive Maintenance Using Machine Learning&tfa_2=197\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Wind Turbine Predictive Maintenance Using Machine Learning&tfa_2=197\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FWind%20Turbine%20Predictive%20Maintenance%20Using%20Machine%20Learning\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>    \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_9301e2d42882.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FOptimal%20Data%20Center%20Cooling\">Optimal Data Center Cooling\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Improve performance, stability, and cost effectiveness of data centers by designing a cooling algorithm that keeps the system running as efficiently as possible.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to the performance, reliability, and efficiency of data centers worldwide.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Big Data, Sustainability and Renewable Energy, Cloud Computing, Control, Deep Learning, Modeling and Simulation, Parallel Computing, Predictive Maintenance\u003C\u002Fp>\r\n\u003C!--\r\n\u003Cp align=\"right\"; style=\"margin-top:1px;\">\r\n\u003Cimg align=\"right\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_6566693c7a05.jpg\" width=\"50\">\u003C\u002Fp>\r\n\u003Cp align=\"right\"; style=\"margin-top:1px;\">\u003Ci>Be the first to sign up for this project \u003Cbr> and receive a MathWorks T-shirt!\u003C\u002Fi>\u003C\u002Fp>\r\n-->\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Optimal Data Center Cooling&tfa_2=196\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Optimal Data Center Cooling&tfa_2=196\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_62922ac630d1.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FControl%2C%20Modeling%2C%20Design%2C%20and%20Simulation%20of%20Modern%20HVAC%20Systems\">Control, Modeling, Design, and Simulation of Modern HVAC Systems\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp> \u003Cp>Model a modern HVAC system and design a controller to improve heating, cooling, ventilation, air quality, pressure, humidity, and energy efficiency.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to the design and control of modern homes and buildings to preserve energy and healthy living environments.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Sustainability and Renewable Energy, Modeling and Simulation, Electrification, Control\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Control, Modeling, Design, and Simulation of Modern HVAC Systems&tfa_2=195\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Control, Modeling, Design, and Simulation of Modern HVAC Systems&tfa_2=195\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FControl,%20Modeling,%20Design,%20and%20Simulation%20of%20Modern%20HVAC%20Systems\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>      \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_82e74f76e1c9.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FPredictive%20Electric%20Vehicle%20Cooling\">Predictive Electric Vehicle Cooling\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp> \u003Cp>Improve range, performance, and battery life by designing a cooling algorithm that keep EV battery packs cool when they need it most.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to the electrification of transport worldwide. Increase the range, performance, and battery life of EVs.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Sustainability and Renewable Energy, Automotive, Control, Electrification, Modeling and Simulation, Optimization\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Predictive Electric Vehicle Cooling&tfa_2=194\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Predictive Electric Vehicle Cooling&tfa_2=194\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FPredictive%20Electric%20Vehicle%20Cooling\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>     \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_3dfb367c845d.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FSpeech%20Background%20Noise%20Suppression%20with%20Deep%20Learning\">Speech Background Noise Suppression with Deep Learning\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>   \u003Cp>Develop a deep learning neural network for audio background noise suppression.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Advance hearing aid technology through research in speech enhancement and noise suppression and improve the quality of life of persons with a hearing impairment.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Deep Learning, Neural Networks, Signal Processing\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Speech Background Noise Suppression with Deep Learning&tfa_2=193\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Speech Background Noise Suppression with Deep Learning&tfa_2=193\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FSpeech%20Background%20Noise%20Suppression%20with%20Deep%20Learning\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-3-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 3\">\u003C\u002Fa>\u003C\u002Fp>         \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_439190274b2a.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FImprove%20the%20Accuracy%20of%20Satellite%20Navigation%20Systems\">Improve the Accuracy of Satellite Navigation Systems\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Improve the accuracy of satellite navigation systems by using non-binary LDPC codes.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Accelerate the development of modern satellite navigation receivers. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Wireless Communication, GNSS\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Improve the Accuracy of Satellite Navigation Systems&tfa_2=192\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Improve the Accuracy of Satellite Navigation Systems&tfa_2=192\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_97da4b7b6317.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FMonitoring%20and%20Control%20of%20Bioreactor%20for%20Pharmaceutical%20Production\">Monitoring and Control of Bioreactor for Pharmaceutical Production\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Monitor and control an industrial scale bioreactor process for pharmaceutical production.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Improve quality and consistency of pharmaceutical products and contribute to transitioning the pharmaceutical sector to Industry 4.0.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Big Data, Industry 4.0, Control, IoT, Modeling and Simulation, Optimization, Machine Learning\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Monitoring and Control of Bioreactor for Pharmaceutical Production&tfa_2=188\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Monitoring and Control of Bioreactor for Pharmaceutical Production&tfa_2=188\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_a6d18a57e52e.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FDeep%20Learning%20for%20UAV%20Infrastructure%20Inspection\">Deep Learning for UAV Infrastructure Inspection\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>   \u003Cp>Automate the process of infrastructure inspection using \\ aerial vehicles and deep learning.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Enhance safety and speed of infrastructure inspection across a wide range of industries.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Computer Vision, Drones, Artificial Intelligence, Robotics, UAV, SLAM, Deep Learning\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Deep Learning for UAV Infrastructure Inspection&tfa_2=187\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Deep Learning for UAV Infrastructure Inspection&tfa_2=187\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FDeep%20Learning%20for%20UAV%20Infrastructure%20Inspection\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>      \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_0f3980e2dc0e.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002F3D%20Virtual%20Test%20Track%20for%20Autonomous%20Driving\">3D Virtual Test Track for Autonomous Driving\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\u003Cp>Design a 3D virtual environment to test the diverse conditions needed to develop an autonomous vehicle. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to autonomous vehicle development by creating virtual test scenes that can be used with many simulators across multiple vehicle development programs. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Automotive, Modeling and Simulation\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=3D Virtual Test Track for Autonomous Driving&tfa_2=171\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=3D Virtual Test Track for Autonomous Driving&tfa_2=171\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002F3D%20Virtual%20Test%20Track%20for%20Autonomous%20Driving\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>      \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_780d9dcd44b6.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FSimulation-Based%20Design%20of%20Humanoid%20Robots\">Simulation-Based Design of Humanoid Robots\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Develop and use models of humanoid robots to increase understanding of how best to control them and direct them to do useful tasks.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Accelerate the deployment of humanoid robots to real-world tasks including in healthcare, construction, and manufacturing.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Robotics, Control, Cyber-Physical Systems, Deep Learning, Humanoid, Human-Robot Interaction, Machine Learning, Mobile Robots, Modeling and Simulation, Optimization, Reinforcement Learning\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Simulation-Based Design of Humanoid Robots&tfa_2=170\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Simulation-Based Design of Humanoid Robots&tfa_2=170\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_19ace1b0cc12.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FIntelligent%20Fan%20Air%20Cooling%20System\">Intelligent Fan Air Cooling System\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>   \u003Cp>Design an intelligent fan cooling system to moderate temperatures in a building to eliminate or reduce the need for air conditioning systems.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to energy and carbon footprint reduction.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Sustainability and Renewable Energy, Control, Modeling and Simulation, Optimization\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Intelligent Fan Air Cooling System&tfa_2=161\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Intelligent Fan Air Cooling System&tfa_2=161\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FIntelligent%20Fan%20Air%20Cooling%20System\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>      \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_2d9ec75163e6.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FSignal%20Coverage%20Maps%20Using%20Measurements%20and%20Machine%20Learning\">Signal Coverage Maps Using Measurements and Machine Learning\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>   \u003Cp>Reduce the cost of Wireless Communication and IoT network deployment by generating coverage maps from limited measurements.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to the evolution and deployment of new wireless communications systems.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Wireless Communication, Machine Learning\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Signal Coverage Maps Using Measurements and Machine Learning&tfa_2=151\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Signal Coverage Maps Using Measurements and Machine Learning&tfa_2=151\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FSignal%20Coverage%20Maps%20Using%20Measurements%20and%20Machine%20Learning\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-2-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 2\">\u003C\u002Fa>\u003C\u002Fp>      \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_1c0009a69177.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FApplying%20Machine%20Learning%20for%20the%20Development%20of%20Physical%20Sensor%20Models%20in%20Game%20Engine%20Environment\">Applying Machine Learning for the Development of Physical Sensor Models in Game Engine Environment\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Realistic synthetic sensor data will soon eliminate the need of collecting tons of real data for machine learning based perception algorithms. Accelerate this transition by creating a real-time camera distortion model.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Reduce development efforts of autonomous vehicles and robots.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Autonomous Vehicles, Computer Vision, Deep Learning, Machine Learning, Modeling and Simulation, Neural Networks\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Applying Machine Learning for the Development of Physical Sensor Models in Game Engine Environment&tfa_2=149\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Applying Machine Learning for the Development of Physical Sensor Models in Game Engine Environment&tfa_2=149\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_682ff6684abe.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FSelection%20of%20Mechanical%20Actuators%20Using%20Simulation-Based%20Analysis\">Selection of Mechanical Actuators Using Simulation-Based Analysis\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Help accelerate the design and development of autonomous systems by providing a framework for mechanical actuators analysis and selection.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Help evaluate and select actuation systems across multiple industries (robotic, automotive, manufacturing, aerospace) and help designers come up with novel actuation solutions.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Drones, Robotics, Control, Cyber-physical Systems, Electrification, Humanoid, Manipulators, Modeling and Simulation\u003C\u002Fp>\r\n\u003C!--\r\n\u003Cp align=\"right\"; style=\"margin-top:1px;\">\r\n\u003Cimg align=\"right\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_6566693c7a05.jpg\" width=\"50\">\u003C\u002Fp>\r\n\u003Cp align=\"right\"; style=\"margin-top:1px;\">\u003Ci>Be the first to sign up for this project \u003Cbr> and receive a MathWorks T-shirt!\u003C\u002Fi>\u003C\u002Fp>\r\n-->\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Selection of Mechanical Actuators Using Simulation-Based Analysis&tfa_2=148\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Selection of Mechanical Actuators Using Simulation-Based Analysis&tfa_2=148\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_0a55ae4afa45.jpg\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FBattery%20Pack%20Design%20Automation\">Battery Pack Design Automation\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Reduce the effort required to properly develop a battery pack optimized for an automotive drive cycle. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to the global transition to zero-emission energy source.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Sustainability and Renewable Energy, Control, Electrification, Optimization, Parallel Computing\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Battery Pack Design Automation&tfa_2=142\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Battery Pack Design Automation&tfa_2=142\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_9444276834e1.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FRotor-Flying%20Manipulator%20Simulation\">Rotor-Flying Manipulator Simulation\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>Rotor-flying manipulation will change the future of aerial transportation and manipulation in construction and hazardous environments. Take robotics manipulation to the next level with an autonomous UAV.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Transform the field of robot manipulation.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Drones, Robotics, Manipulators, Modeling and Simulation, UAV\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Rotor-Flying Manipulator Simulation&tfa_2=47\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Rotor-Flying Manipulator Simulation&tfa_2=47\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_1f9df20e5596.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FMIMO%20Engine%20Airpath%20Control\">MIMO Engine Airpath Control\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>   \u003Cp>Internal combustion engines will continue to be used in the automotive marketplace well into the future. Build a MIMO airflow control to improve engine performances, fuel economy, and emissions, and start your career in the automotive industry!\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Improve environmental friendliness of engine control by tier 1 automotive supplier.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Autonomous Vehicles, Automotive, Control, Modeling and Simulation\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=MIMO Engine Airpath Control&tfa_2=45\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=MIMO Engine Airpath Control&tfa_2=45\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FMIMO%20Engine%20Airpath%20Control\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>      \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_bd9014dfc1fb.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FVoice%20Controlled%20Robot\">Voice Controlled Robot\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>     \u003Cp>Smart devices and robots have become part of our everyday life and human-robot interaction plays a crucial role in this rapidly expanding market. Talking to a machine is going to complete change the way we work with robots.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Open up the opportunities to create robots that can be an intuitive part of our world. \u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Computer Vision, Robotics, Signal Processing, Natural Language Processing, Mobile Robots, Human-Robot Interaction, Low-Cost Hardware\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Voice Controlled Robot&tfa_2=30\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Voice Controlled Robot&tfa_2=30\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FVoice%20Controlled%20Robot\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>      \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d4cc6e765eb9.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FQuadruped%20Robot%20with%20a%20Manipulator\">Quadruped Robot with a Manipulator\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>   \u003Cp>Legged robots with manipulators will be the ideal platforms to traverse rough terrains and interact with the environment. Are you ready to tackle the challenge of operating robots outdoor?\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to state-of-the-art technologies for exploration and search and rescue transformation.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Robotics, Control, Image Processing, Manipulators, Mobile Robots, Modeling and Simulation\u003C\u002Fp>\r\n\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Quadruped Robot with a Manipulator&tfa_2=29\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Quadruped Robot with a Manipulator&tfa_2=29\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FQuadruped%20Robot%20with%20a%20Manipulator\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-2-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 2\">\u003C\u002Fa>\u003C\u002Fp>      \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_dbc99f759acb.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FUnderwater%20Drone%20Hide%20and%20Seek\">Underwater Drone Hide and Seek\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>\r\n\u003Cp>After robots conquered ground, sky and space, they are going deep sea next. Explore the frontier of autonomous underwater vehicles by doing a project on robot collaboration and competition underwater.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Advance underwater exploration and AUVs collaboration for the future of ocean engineering.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Artificial Intelligence, Robotics, AUV, Embedded AI, Machine Learning, Reinforcement Learning, Sensor Fusion and Tracking, SLAM\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Underwater Drone Hide and Seek&tfa_2=27\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Underwater Drone Hide and Seek&tfa_2=27\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003Ctbody>\r\n\u003Ctd>\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_af900358d007.png\"  width=500 \u002F>\u003C\u002Ftd>\r\n\u003Ctd>\u003Cp>\u003Ch2>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMathWorks-Excellence-in-Innovation\u002Ftree\u002Fmain\u002Fprojects\u002FAutonomous%20Vehicle%20Localization%20Using%20Onboard%20Sensors%20and%20HD%20Geolocated%20Maps\">Autonomous Vehicle Localization Using Onboard Sensors and HD Geolocated Maps\u003C\u002Fa>\u003C\u002Fh2>\u003C\u002Fp>   \u003Cp>Revolutionize the current transportation system by improving autonomous vehicles localization for level 5 automation.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Impact:\u003C\u002Fstrong> Contribute to the change of automobile industry, and transportation system.\u003C\u002Fp>\r\n\u003Cp>\u003Cstrong>Expertise gained:\u003C\u002Fstrong> Computer Vision, Robotics, Autonomous Vehicles, SLAM, State Estimation, Sensor Fusion and Tracking\u003C\u002Fp>\u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-signup.html?tfa_1=Autonomous Vehicle Localization Using Onboard Sensors and HD Geolocated Maps&tfa_2=20\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_8cfb44e59405.png\" alt=\"name\" width=\"150\">\u003C\u002Fa>  \u003Ca href=\"https:\u002F\u002Fwww.mathworks.com\u002Facademia\u002Fstudent-challenge\u002Fmathworks-excellence-in-innovation-submission-form.html?tfa_1=Autonomous Vehicle Localization Using Onboard Sensors and HD Geolocated Maps&tfa_2=20\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_readme_d54284d55154.png\" alt=\"name\" width=\"150\">\r\n    \u003Cp align=\"left\" style=\"margin-top:6px;\">\u003Ca href=\"projects\u002FAutonomous%20Vehicle%20Localization%20Using%20Onboard%20Sensors%20and%20HD%20Geolocated%20Maps\u002Fsubmissions.md\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FView%20Submissions-1-%23137DAA?style=flat&labelColor=%23BD5013\" alt=\"Submissions: 1\">\u003C\u002Fa>\u003C\u002Fp>   \u003C\u002Fa>\u003C\u002Ftd>\r\n\u003C\u002Ftbody>\r\n\u003C\u002Ftable>","# MATLAB 与 Simulink 挑战项目快速上手指南\n\n本指南旨在帮助中国开发者快速了解并参与 MathWorks 官方发起的“卓越创新”挑战项目。通过解决真实的行业难题，提升工程技能并获得官方认证。\n\n## 环境准备\n\n在开始之前，请确保满足以下系统和软件要求：\n\n*   **操作系统**：Windows, macOS 或 Linux (主流发行版)。\n*   **核心软件**：已安装 **MATLAB** 和 **Simulink**。\n    *   *建议版本*：推荐使用最新稳定版（R2023b 或更高），以支持大语言模型、嵌入式 AI 等新特性。\n    *   *获取方式*：高校师生可通过学校授权免费使用；个人用户可申请试用版。\n*   **必要工具箱**：根据所选项目不同，可能需要安装特定工具箱（如 Deep Learning Toolbox, Statistics and Machine Learning Toolbox, Embedded Coder 等）。项目详情页会列出具体需求。\n*   **GitHub 账号**：用于浏览项目代码、提交成果及参与社区互动。\n*   **网络环境**：由于项目资源托管于 GitHub 和 MathWorks 官网，建议确保网络连接通畅。\n\n## 安装与注册步骤\n\n本项目并非传统的命令行工具库，而是一个**项目集合平台**。参与流程如下：\n\n### 1. 浏览与选择项目\n访问官方项目浏览器，利用筛选功能查找感兴趣的技术领域（如人工智能、自动驾驶、机器人等）：\n*   **项目探索器地址**: [https:\u002F\u002Fmathworks.github.io\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Ftable](https:\u002F\u002Fmathworks.github.io\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Ftable)\n\n### 2. 阅读项目详情\n点击具体项目标题进入详情页（位于 GitHub 仓库的 `projects` 文件夹下），仔细阅读：\n*   **挑战目标**：需要解决的具体工程问题。\n*   **预期影响**：项目的实际应用价值。\n*   **所需技能**：将用到的 MATLAB\u002FSimulink 功能模块。\n*   **行业合作伙伴**：部分项目由 Analog Devices, Arm 等企业联合发布。\n\n### 3. 注册参与 (Sign Up)\n确定项目后，必须先在官方表单中登记意向，以便获得指导和最终认证：\n*   在项目页面点击 **\"Register\"** (注册) 按钮。\n*   填写 MathWorks 提供的登记表单（需使用真实邮箱）。\n*   *注意*：未注册直接提交的方案可能无法获得官方证书或奖励。\n\n### 4. 获取起始代码 (可选)\n部分项目会在 GitHub 仓库中提供初始代码框架或数据集。你可以克隆整个仓库查看：\n```bash\ngit clone https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub.git\n```\n进入对应项目文件夹查看具体的 `README.md` 获取数据链接和初始脚本。\n\n## 基本使用与工作流\n\n参与挑战的核心是在 MATLAB\u002FSimulink 环境中进行开发。以下是标准工作流示例：\n\n### 第一步：启动 MATLAB 并加载数据\n打开 MATLAB，根据项目指引加载数据或初始化模型。\n```matlab\n% 示例：加载项目提供的数据集 (具体变量名参考项目说明)\nload('project_dataset.mat');\n\n% 预览数据\nplot(sensor_data);\ntitle('Sensor Data Overview');\n```\n\n### 第二步：开发与仿真\n使用 Simulink 搭建模型或使用 MATLAB 编写算法。\n*   **对于建模项目**：输入 `simulink` 打开库浏览器，构建控制系统或信号处理链路。\n*   **对于 AI 项目**：使用 Deep Learning Toolbox 定义网络并训练。\n\n```matlab\n% 示例：简单的模型训练伪代码\nnet = trainNetwork(trainingData, layers, options);\n```\n\n### 第三步：验证与测试\n运行处理器在环 (PIL) 测试或仿真验证，确保结果符合项目要求的性能指标。\n```matlab\n% 运行仿真\nsimOut = sim('my_model.slx');\n\n% 分析结果\nanalyzeResults(simOut);\n```\n\n### 第四步：提交成果\n完成开发后，整理代码、模型文件及说明文档（包含你的创新点和个人贡献说明）：\n1.  回到项目详情页。\n2.  点击 **\"Submit\"** (提交) 按钮。\n3.  上传文件或提供 GitHub 仓库链接。\n4.  等待 MathWorks 专家团队的评审与反馈。\n\n> **重要提示**：在使用生成式 AI 辅助编程时，请务必阅读官方的 **[Generative AI Guidelines](https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fwiki\u002FGenerative-AI-Guidelines)**。提交未经核实、误解或滥用 AI 生成的作品将不被接受。你需要清晰标注哪些部分是由你独立完成，哪些是借助 AI 优化的。","一名自动化专业的研究生正试图寻找一个结合人工智能与自动驾驶技术的毕业设计课题，以提升自己的工程实践能力并争取行业认可。\n\n### 没有 MATLAB-Simulink-Challenge-Project-Hub 时\n- **选题盲目且脱离实际**：只能在学术数据库中泛泛搜索，难以找到兼具前沿技术趋势（如 AI、自动驾驶）与真实工业痛点的题目，导致研究内容“纸上谈兵”。\n- **缺乏权威指导与资源**：面对复杂的仿真需求，找不到官方提供的系统性项目指引和配套资源，容易在工具使用上走弯路，学习效率低下。\n- **成果认可度低**：即使完成了设计，由于缺乏行业背书和标准化的验证流程，作品难以获得 MathWorks 等技术领军企业的官方认证或奖项，对求职帮助有限。\n- **合规风险未知**：在不清楚生成式 AI 使用规范的情况下贸然开发，可能因违规使用 AI 生成代码而导致最终成果被学术界或企业拒收。\n\n### 使用 MATLAB-Simulink-Challenge-Project-Hub 后\n- **精准锁定高价值课题**：通过交互式项目浏览器，迅速筛选出“基于深度学习的自动驾驶感知”等符合个人兴趣且源自真实行业挑战的具体项目方向。\n- **获得全流程官方支持**：直接获取由 MathWorks 专家设计的项目描述与技术路线，利用官方推荐的学生资源库快速掌握关键仿真技能，大幅缩短摸索期。\n- **赢取行业权威认证**：按照平台指南提交开源成果后，有机会获得技术负责人的官方证书及奖励，显著提升个人简历在工程领域的含金量。\n- **明确 AI 使用边界**：在项目启动前即可查阅详细的《生成式 AI 指南》，确保在合规前提下合理利用辅助工具，保障研究成果的有效性与接受度。\n\nMATLAB-Simulink-Challenge-Project-Hub 将模糊的学习意图转化为具象的工程实践，帮助学生用真实的行业解决方案敲开职业发展的大门。","https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmathworks_MATLAB-Simulink-Challenge-Project-Hub_6b49640f.png","mathworks","MathWorks Open Source and Community Projects","https:\u002F\u002Foss.gittoolsai.com\u002Favatars\u002Fmathworks_f0891002.png","A diverse selection of MathWorks Open Source projects and resources.",null,"https:\u002F\u002Fmathworks.github.io","https:\u002F\u002Fgithub.com\u002Fmathworks",[81,85],{"name":82,"color":83,"percentage":84},"HTML","#e34c26",89.6,{"name":86,"color":87,"percentage":88},"MATLAB","#e16737",10.4,1979,380,"2026-04-15T12:34:19","NOASSERTION",5,"","未说明",{"notes":97,"python":98,"dependencies":99},"该项目并非独立的开源软件工具，而是 MathWorks 提供的挑战项目列表。运行具体项目需要安装正版 MATLAB 和 Simulink 软件，部分项目可能涉及特定硬件（如 NVIDIA Holoscan、Arm Cortex-M7 模拟器）或工具箱。具体的环境配置需参考每个独立项目的详细文档。","不适用 (主要基于 MATLAB\u002FSimulink)",[86,100],"Simulink",[102,103,13,104,14,15],"视频","其他","音频",[106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125],"capstone-project","senior-design","senior-project","thesis","students","student-project","final-project","final-year-project","master-thesis","capstone","computer-vision","drones","robotics","ai","matlab","energy","simulink","deep-learning","autonomous","project-ideas","2026-03-27T02:49:30.150509","2026-04-17T08:24:24.831225",[129,134,139,144,149,154],{"id":130,"question_zh":131,"answer_zh":132,"source_url":133},37249,"项目报名表单链接无法打开，显示错误信息，该如何解决？","这是一个已知的间歇性问题。维护者建议在不同时间段尝试访问，因为某些项目在特定时间可能正常而其他时间不可用。如果问题持续存在，请向维护者报告具体是哪个项目的链接失效，以便他们进行排查。","https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fissues\u002F131",{"id":135,"question_zh":136,"answer_zh":137,"source_url":138},37248,"我是初学者，不熟悉 MATLAB 和编程，但想参与自动驾驶项目，是否可以申请延期提交？","完全可以。维护者表示这种情况是可以接受的。请使用您通过电子邮件收到的“截止日期延期申请表”进行申请。如果您没有收到该邮件，请直接联系维护者获取帮助。","https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fissues\u002F97",{"id":140,"question_zh":141,"answer_zh":142,"source_url":143},37250,"可以在 Ubuntu 22.04 和 ROS 2 Humble 环境下运行原本基于 Ubuntu 18.04 和 ROS Melodic 的项目吗？","虽然官方虚拟机使用的是 Ubuntu 18.04 和 ROS Melodic\u002FDashing，但如果您使用的是支持 ROS 2 Humble 的 MATLAB R2024b 版本，理论上可以尝试在新环境中运行。不过，可能会遇到与 Gazebo 或示例模型的集成问题。建议在迁移前检查是否有针对新系统的推荐适配方案，并做好处理兼容性问题的准备。","https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fissues\u002F153",{"id":145,"question_zh":146,"answer_zh":147,"source_url":148},37251,"我们的算法侧重于目标检测和跟踪，不确定是否适用于视频标注项目，有相关教学资源吗？","如果您的算法专注于目标检测和跟踪，这通常是视频标注和分割任务的基础部分，可以考虑将其整合进去。关于具体的教学材料，建议在项目的讨论区（Discussions）提问或直接联系项目维护者，看是否能提供针对该项目（如项目 #203）的特定指导文档或示例代码。","https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fissues\u002F59",{"id":150,"question_zh":151,"answer_zh":152,"source_url":153},37252,"我想参与某个具体项目（如自动赛车路径规划），但不知道如何开始，哪里可以获得帮助？","您可以在该项目的 GitHub Issue 页面留言表达参与意向（如本题所示），维护者或其他社区成员通常会给予回应。此外，建议仔细阅读项目主页的 README 文件，查看是否有入门指南、数据集链接或参考代码。如果需要更具体的指导，可以在项目中发起新的讨论帖询问起步建议。","https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fissues\u002F87",{"id":155,"question_zh":156,"answer_zh":157,"source_url":158},37253,"在寻求项目帮助时，应该如何描述我的问题才能获得有效回复？","仅仅陈述“我需要帮助解决某个项目”通常不够具体。为了获得有效的帮助，您应该提供项目的详细背景、您目前遇到的具体困难、已经尝试过的解决方法以及相关的错误信息。例如，有用户在询问传播建模项目帮助时，被反问“你能给出更多关于项目的细节吗？”，这表明提供详细信息是获得支持的关键。","https:\u002F\u002Fgithub.com\u002Fmathworks\u002FMATLAB-Simulink-Challenge-Project-Hub\u002Fissues\u002F126",[]]