{"id":13743561,"url":"https://github.com/mathworks/MATLAB-Simulink-Challenge-Project-Hub","last_synced_at":"2025-05-09T01:31:27.145Z","repository":{"id":37389506,"uuid":"336319951","full_name":"mathworks/MATLAB-Simulink-Challenge-Project-Hub","owner":"mathworks","description":"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.","archived":false,"fork":false,"pushed_at":"2024-11-07T16:11:41.000Z","size":24397,"stargazers_count":1289,"open_issues_count":1,"forks_count":281,"subscribers_count":58,"default_branch":"main","last_synced_at":"2024-11-07T17:25:37.474Z","etag":null,"topics":["ai","autonomous","capstone","capstone-project","computer-vision","deep-learning","drones","energy","final-project","final-year-project","master-thesis","matlab","project-ideas","robotics","senior-design","senior-project","simulink","student-project","students","thesis"],"latest_commit_sha":null,"homepage":"","language":"MATLAB","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/mathworks.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"license.txt","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":"SECURITY.md","support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2021-02-05T16:03:41.000Z","updated_at":"2024-11-07T16:11:46.000Z","dependencies_parsed_at":"2024-04-11T15:42:57.979Z","dependency_job_id":"da40c069-4f51-4d7a-bb6d-24f3b771e2fb","html_url":"https://github.com/mathworks/MATLAB-Simulink-Challenge-Project-Hub","commit_stats":{"total_commits":578,"total_committers":32,"mean_commits":18.0625,"dds":0.2889273356401384,"last_synced_commit":"c2963598ef4180a2bfe8db2b19be7411be73feb3"},"previous_names":["mathworks/matlab-simulink-challenge-project-hub","mathworks/mathworks-excellence-in-innovation"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mathworks%2FMATLAB-Simulink-Challenge-Project-Hub","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mathworks%2FMATLAB-Simulink-Challenge-Project-Hub/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mathworks%2FMATLAB-Simulink-Challenge-Project-Hub/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mathworks%2FMATLAB-Simulink-Challenge-Project-Hub/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/mathworks","download_url":"https://codeload.github.com/mathworks/MATLAB-Simulink-Challenge-Project-Hub/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":224796474,"owners_count":17371498,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["ai","autonomous","capstone","capstone-project","computer-vision","deep-learning","drones","energy","final-project","final-year-project","master-thesis","matlab","project-ideas","robotics","senior-design","senior-project","simulink","student-project","students","thesis"],"created_at":"2024-08-03T05:00:51.205Z","updated_at":"2024-11-15T14:31:35.954Z","avatar_url":"https://github.com/mathworks.png","language":"MATLAB","funding_links":[],"categories":["Related MATLAB GitHub Resources for Students"],"sub_categories":[],"readme":"\u003cimg align=\"left\" src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/MathWorksLogo.png\" width=\"120\"\u003e\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://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/logo.png\" width=\"120\"\u003e\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\nIf you are new to MATLAB and Simulink or want to learn more, discover [this comprehensive repository of resources for students](https://github.com/mathworks/awesome-matlab-students) 📚\r\n\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\nFor more information about the program and \u003cstrong\u003ehow to submit your solution, please visit our [wiki page](https://github.com/mathworks/MathWorks-Excellence-in-Innovation/wiki)\u003c/strong\u003e. \r\n\r\n\u003c!-- \r\n\u003ca href=\"https://forms.office.com/Pages/ResponsePage.aspx?id=ETrdmUhDaESb3eUHKx3B5lOTzSa_A6lPqq2LJKzvpM5UMTBZRkc4UTRETjFERVRDWllQRE40OUFSQS4u\"\u003e\r\n    \u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"180\"\u003e\r\n\u003c/a\u003e\r\n\u003ca href=\"https://forms.office.com/Pages/ResponsePage.aspx?id=ETrdmUhDaESb3eUHKx3B5lOTzSa_A6lPqq2LJKzvpM5UOFVCUTM4UTFYT0wwMDZPTjAzVFVMR1RXRy4u\"\u003e\r\n    \u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"180\"\u003e\r\n\u003c/a\u003e\r\n--\u003e\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\u003e[here](https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-contact-us.html)\u003c/strong\u003e.\r\n\u003ctable\u003e\r\n    \u003ctr\u003e\r\n        \u003ctd colspan=\"3\"\u003e\u003ch2\u003eAnnouncements 📢\u003c/h2\u003e\u003c/td\u003e\r\n    \u003c/tr\u003e\r\n    \u003ctr\u003e\r\n        \u003ctd valign=\"top\" width=\"33%\"\u003e\r\n            \u003ch3\u003eSustainability and Renewable Energy Challenge 2024* 🌞\u003c/h3\u003e\r\n            More details \u003ca href =\"https://github.com/mathworks/MATLAB-Simulink-Challenge-Project-Hub/wiki/Announcements-%F0%9F%93%A2#sustainability-and-renewable-energy-challenge-2024-\"\u003ehere\u003c/a\u003e\r\n        \u003c/td\u003e\r\n        \u003ctd valign=\"top\" width=\"33%\"\u003e\r\n            \u003ch3\u003eHost Your Own Custom Challenge! 🎓\u003c/h3\u003e\r\n            More details \u003ca href =\"https://github.com/mathworks/MATLAB-Simulink-Challenge-Project-Hub/wiki/Announcements-%F0%9F%93%A2#host-your-own-custom-challenge-\"\u003ehere\u003c/a\u003e\r\n        \u003c/td\u003e\r\n        \u003ctd valign=\"top\" width=\"33%\"\u003e\r\n            \u003ch3\u003eIndustry Collaboration 🏭🤝\u003c/h3\u003e\r\n            More details \u003ca href =\"https://github.com/mathworks/MATLAB-Simulink-Challenge-Project-Hub/wiki/Announcements-%F0%9F%93%A2#industry-collaboration-\"\u003ehere\u003c/a\u003e\r\n        \u003c/td\u003e\r\n    \u003c/tr\u003e\r\n\u003c/table\u003e\r\n\r\n## Projects by technology trends :file_cabinet:\r\n- [Artificial Intelligence](https://github.com/mathworks/MathWorks-Excellence-in-Innovation/blob/main/megatrends/Artificial%20Intelligence.md)\r\n- [Autonomous Vehicles](https://github.com/mathworks/MathWorks-Excellence-in-Innovation/blob/main/megatrends/Autonomous%20Vehicles.md)\r\n- [Big Data](https://github.com/mathworks/MathWorks-Excellence-in-Innovation/blob/main/megatrends/Big%20Data.md)\r\n- [Computer Vision](https://github.com/mathworks/MathWorks-Excellence-in-Innovation/blob/main/megatrends/Computer%20Vision.md)\r\n- [Computational Finance](https://github.com/mathworks/MathWorks-Excellence-in-Innovation/blob/main/megatrends/Computational%20Finance.md)\r\n- [Drones](https://github.com/mathworks/MathWorks-Excellence-in-Innovation/blob/main/megatrends/Drones.md)\r\n- [Industry 4.0](https://github.com/mathworks/MathWorks-Excellence-in-Innovation/blob/main/megatrends/Industry%204.0.md)\r\n- [Robotics](https://github.com/mathworks/MathWorks-Excellence-in-Innovation/blob/main/megatrends/Robotics.md)\r\n- [*Sustainability and Renewable Energy](https://github.com/mathworks/MathWorks-Excellence-in-Innovation/blob/main/megatrends/Sustainability%20and%20Renewable%20Energy.md)\r\n- [Wireless Communication](https://github.com/mathworks/MathWorks-Excellence-in-Innovation/blob/main/megatrends/Wireless%20Communication.md)\r\n\r\n\r\n\u003c!-- \r\n## **[*Sustainability and Renewable Energy Challenge 2024](https://www.mathworks.com/academia/student-challenge/sustainability-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://www.mathworks.com/academia/student-challenge/sustainability-and-renewable-energy-challenge-2024.html)** to learn more about the challenge and how to participate._\r\n--\u003e\r\n## All projects :file_folder:\r\n*Updated: October 31, 2024*\r\n\u003ctable\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/cfd.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MATLAB-Simulink-Challenge-Project-Hub/blob/main/projects/Fluid%20Flow%20Simulation%20Using%20Physics-Informed%20Neural%20Networks\"\u003eFluid Flow Simulation Using Physics-Informed Neural Networks\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDevelop a Physics Informed Neural Network (PINN) for fluid flow simulation. \u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact\u003c/strong\u003e: Transform fluid dynamics with neural networks driving impactful innovations across industries.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained\u003c/strong\u003e: Artificial Intelligence, Deep Learning, Modeling and Simulation, Neural Networks\u003c/p\u003e\r\n\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Fluid%20Flow%20Simulation%20Using%20Physics-Informed%20Neural%20Networks\u0026tfa_2=252\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Fluid%20Flow%20Simulation%20Using%20Physics-Informed%20Neural%20Networks\u0026tfa_2=252\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\r\n\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/CO2.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MATLAB-Simulink-Challenge-Project-Hub/blob/main/projects/Detection%20and%20Visualization%20of%20CO2%20Concentration%20Using%20Hyperspectral%20Satellite%20Data\"\u003eDetection and Visualization of CO2 Concentration Using Hyperspectral Satellite Data\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDevelop a CO2 detection algorithm using hyperspectral images and visualize the results geospatially.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact\u003c/strong\u003e: Enable precise CO2 monitoring for effective climate action. \u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained\u003c/strong\u003e: Sustainability and Renewable Energy, Image Processing, Machine Learning, Signal Processing\u003c/p\u003e\r\n\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Detection%20and%20Visualization%20of%20CO2%20Concentration%20Using%20Hyperspectral%20Satellite%20Data\u0026tfa_2=251\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Detection%20and%20Visualization%20of%20CO2%20Concentration%20Using%20Hyperspectral%20Satellite%20Data\u0026tfa_2=251\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\r\n\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/grid.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MATLAB-Simulink-Challenge-Project-Hub/blob/main/projects/Intelligent%20Energy%20Management%20Systems%20for%20Smart%20Grids\"\u003eIntelligent Energy Management Systems for Smart Grids \u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDesign and Implement an Intelligent Energy Management System (IEMS) for Smart Grids to Optimize Energy Distribution and Consumption. \u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact\u003c/strong\u003e: Elevate efficiency and forge a sustainable world through advanced energy management. \u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained\u003c/strong\u003e: Sustainability and Renewable Energy, Electrification, Modeling and Simulation, Machine Learning\u003c/p\u003e\r\n\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Intelligent%20Energy%20Management%20Systems%20for%20Smart%20Grids\u0026tfa_2=250\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Intelligent%20Energy%20Management%20Systems%20for%20Smart%20Grids\u0026tfa_2=250\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\r\n\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/solarTracker.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MATLAB-Simulink-Challenge-Project-Hub/blob/main/projects/Solar%20Tracker%20Control%20Simulation\"\u003eSolar Tracker Control Simulation\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDesign a control system for a multi axis solar tracker.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact\u003c/strong\u003e: Maximize solar irradiance to increase renewable energy production.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained\u003c/strong\u003e: Sustainability and Renewable Energy, Control, Modeling and Simulation, Solar Panels\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Solar%20Tracker%20Control%20Simulation\u0026tfa_2=249\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Solar%20Tracker%20Control%20Simulation\u0026tfa_2=249\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/coneDetection.png\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/blob/main/projects/Cone%20Detection%20for%20Formula%20Student%20Driverless%20Competition\"\u003eCone Detection for Formula Student Driverless Competition\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDevelop a cone detection algorithm for Formula Student Driverless competition.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Enable accurate detection for autonomous racing cars.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Autonomous Vehicles, Computer Vision, Deep Learning, Modeling and Simulation\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Cone%20Detection%20for%20Formula%20Student%20Driverless%20Competition\u0026tfa_2=248\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Cone%20Detection%20for%20Formula%20Student%20Driverless%20Competition\u0026tfa_2=248\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/uamPathPlanning.png\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/blob/main/projects/Multi-UAV%20Path%20Planning%20for%20Urban%20Air%20Mobility\"\u003eMulti-UAV Path Planning for Urban Air Mobility\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDevelop a path planning algorithm for multiple drones flying in an urban environment.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Contribute to advancing drone applications in UAM and revolutionizing the logistic industry.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Autonomous Vehicles, Drones, Robotics, Multi-agent System, Optimization, Sensor Fusion and Tracking, UAV, Modeling and Simulation\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Multi-UAV Path Planning for Urban Air Mobility\u0026tfa_2=247\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Multi-UAV Path Planning for Urban Air Mobility\u0026tfa_2=247\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/BEV.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/blob/main/projects/Energy%20Management%20for%20a%202-Motor%20BEV%20using%20Model-Predictive%20Control\"\u003eEnergy Management for a 2-Motor BEV using Model-Predictive Control\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDevelop a Model-Predictive Control algorithm to optimally distribute torque in a 2-motor Battery Electric Vehicle (BEV) powertrain.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Reduce energy consumption while maintaining best motor performance.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Sustainability and Renewable Energy, Automotive, Control, Electrification, Modeling and Simulation\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Energy Management for a 2-Motor BEV using Model-Predictive Control\u0026tfa_2=246\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Energy Management for a 2-Motor BEV using Model-Predictive Control\u0026tfa_2=246\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/ai-for-wireless-synthetic-waveform-dataset.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/blob/main/projects/Classify%20RF%20Signals%20Using%20AI\"\u003eClassify RF Signals Using AI\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eUse deep learning to classify wireless signals and perform real-world testing with software defined radios.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Help to mitigate the ever-increasing RF interference problem in the developed world.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Wireless Communication, Artificial Intelligence, Deep Learning, Image Processing, Machine Learning, Neural Networks, Software-defined Radio\u003c/p\u003e\r\n\u003cspan\u003e\u003cstrong\u003eIndustry partner:\u003c/strong\u003e\u003c/span\u003e\u003cbr\u003e\r\n\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/NI_Logo.png\"  width=70\u003e\u003cbr\u003e\r\n\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Classify RF Signals Using AI\u0026tfa_2=245\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Classify RF Signals Using AI\u0026tfa_2=245\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/dip.png\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/blob/main/projects/Deep%20Image%20Prior%20for%20Inverse%20Problems%20in%20Imaging\"\u003eDeep Image Prior for Inverse Problems in Imaging\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eUse the Deep Image Prior to solve inverse problems in imaging.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Implement the Deep Image Prior to provide high-quality solutions to inverse problems in imaging that are ubiquitous in industry.  \u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Artificial Intelligence, Computer Vision, Deep Learning, Image Processing, Machine Learning, Neural Networks, Optimization, Signal Processing\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Deep Image Prior for Inverse Problems in Imaging\u0026tfa_2=244\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Deep Image Prior for Inverse Problems in Imaging\u0026tfa_2=244\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/hearingAid.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/blob/main/projects/Simulink%20Hearing%20Aid\"\u003eSimulink Hearing Aid \u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDevelop a hearing aid simulation in Simulink.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Improve hearing aid simulation and create a testbed for new audio processing algorithm prototyping. \u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Signal Processing, Audio, Modeling and Simulation\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Simulink Hearing Aid \u0026tfa_2=241\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Simulink Hearing Aid \u0026tfa_2=241\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/audio_image.png\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/blob/main/projects/Music%20Composition%20with%20Deep%20Learning\"\u003eMusic Composition with Deep Learning\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDesign and train a deep learning model to compose music.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Generative music models can be used to create new assets on demand.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Artificial Intelligence, Deep Learning, Machine Learning, Neural Networks, Audio\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Music Composition with Deep Learning\u0026tfa_2=243\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Music Composition with Deep Learning\u0026tfa_2=243\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/carbonNeutral.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/blob/main/projects/Carbon%20Neutrality\"\u003eCarbon Neutrality\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003e a CO2 emission model from historical data and create a plan to achieve carbon neutrality in the future.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Set up a strategy for carbon neutrality and consolidate the international collaboration.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Computational Finance, Sustainability and Renewable Energy, Modeling and Simulation, Machine Learning\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Carbon Neutrality\u0026tfa_2=242\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Carbon Neutrality\u0026tfa_2=242\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/ar_image.png\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Augmented%20Reality%20for%20Architecture\"\u003eAugmented Reality for Architecture\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDevelop 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/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Develop a proof-of-concept augmented reality system to aid in architectural design. \u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Computer Vision, Image Processing, Sensor Fusion and Tracking\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Augmented Reality for Architecture\u0026tfa_2=240\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Augmented Reality for Architecture\u0026tfa_2=240\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/topQuark.png\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Top%20Quark%20Detection%20with%20Deep%20Learning%20and%20Big%20Data\"\u003eTop Quark Detection with Deep Learning and Big Data\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDevelop a predictive classifier model able to discriminate jets produced by top quark decays from the background jets\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Reduce the interference of background jets and help the discovery of new fundamental physics\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Artificial Intelligence, Big Data, Deep Learning, Physics \u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Top Quark Detection with Deep Learning and Big Data\u0026tfa_2=238\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Top Quark Detection with Deep Learning and Big Data\u0026tfa_2=238\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/UAV_plan.png\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Energy-Optimal%20Trajectory%20Planning%20for%20Multirotor%20Drones\"\u003eEnergy-Optimal Trajectory Planning for Multirotor Drones\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDevelop a trajectory planning for multirotor drones that minimizes energy consumption.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Increase mission time of multirotor drones.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Drones, Robotics, Autonomous Vehicles, Electrification, Modeling and Simulation, Optimization, UAV\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Energy-Optimal Trajectory Planning for Multirotor Drones\u0026tfa_2=237\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Energy-Optimal Trajectory Planning for Multirotor Drones\u0026tfa_2=237\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/clean-energy.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Techno-Economic%20Assessment%20of%20Green%20Hydrogen%20Production\"\u003eTechno-Economic Assessment of Green Hydrogen Production\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003ePerform early-stage economic feasibility of an energy project to determine project viability.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Connect economic aspect to technical design.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Sustainability and Renewable Energy, Modeling and Simulation, Electrification\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Techno-Economic Assessment of Green Hydrogen Production\u0026tfa_2=236\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Techno-Economic Assessment of Green Hydrogen Production\u0026tfa_2=236\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/UAM.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Reinforcement%20Learning%20Based%20Fault%20Tolerant%20Control%20of%20a%20Quadrotor\"\u003eReinforcement Learning Based Fault Tolerant Control of a Quadrotor\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDevelop a fault-tolerant controller for a quadcopter using model-based reinforcement learning.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Improve safety of multi-rotor drones.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Drones, Artificial Intelligence, Robotics, Control, Reinforcement Learning, UAV\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Reinforcement Learning Based Fault Tolerant Control of a Quadrotor\u0026tfa_2=235\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Reinforcement Learning Based Fault Tolerant Control of a Quadrotor\u0026tfa_2=235\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/visualIntertialOdometry.png\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Visual%20-%20Inertial%20Odometry%20for%20a%20Minidrone\"\u003eVisual - Inertial Odometry for a Minidrone \u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDesign and implement a visual/visual-inertial odometry system using onboard camera for a Minidrone.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e  Advance aerial vehicle control in contracted spaces with unforeseen environment conditions.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Autonomous Vehicles, Computer Vision, Drones, Robotics, Aerospace, Control, Image Processing, Low-cost Hardware, Modeling and Simulation, Signal Processing, State Estimation, UAV\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Visual - Inertial Odometry for a Minidrone \u0026tfa_2=234\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Visual - Inertial Odometry for a Minidrone \u0026tfa_2=234\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/sensorFusion.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Sensor%20Fusion%20for%20Autonomous%20Systems\"\u003eSensor Fusion for Autonomous Systems\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDevelop a sensor fusion algorithm for vehicle pose estimation using classical filtering or AI-based techniques.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Enhance navigation accuracy of autonomous vehicles. \u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Autonomous Vehicles, Sensor Fusion and Tracking, State Estimation\u003c/p\u003e\r\n\u003cp align=\"right\"; style=\"margin-top:1px;\"\u003e \u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects//Sensor%20Fusion%20for%20Autonomous%20Systems/student%20submissions\"\u003eCurrent submissions\u003c/a\u003e\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Sensor Fusion for Autonomous Systems\u0026tfa_2=233\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Sensor Fusion for Autonomous Systems\u0026tfa_2=233\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/motionRecognition.png\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Human%20Motion%20Recognition%20Using%20IMUs\"\u003eHuman Motion Recognition Using IMUs \u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eUse Deep Learning and Inertial Measurement Units (IMU) data to recognize human activities and gestures.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Enable the next generation of wearable electronic devices with motion recognition. \u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Artificial Intelligence, Deep Learning, Embedded AI, Neural Networks, Signal Processing\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Human Motion Recognition Using IMUs \u0026tfa_2=232\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Human Motion Recognition Using IMUs \u0026tfa_2=232\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/vibration.png\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Vibration%20Detection%20and%20Rejection%20from%20IMU%20Data\"\u003eVibration Detection and Rejection from IMU Data\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eRemove vibration signals from inertial measurement units.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e  Improve navigation systems by making them robust against vibrations.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Drones, Autonomous Vehicles, Robotics, Modeling and Simulation, Sensor Fusion and Tracking, State Estimation, Signal Processing\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Vibration Detection and Rejection from IMU Data\u0026tfa_2=231\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Vibration Detection and Rejection from IMU Data\u0026tfa_2=231\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/agressivemanuvre3.png\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Aggressive%20Maneuver%20Stabilization%20for%20a%20Minidrone\"\u003eAggressive Maneuver Stabilization for a Minidrone\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDesign a controller to enable a micro aerial vehicle to stabilize in the scenario of an external aggressive disturbance.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Contribute to advancements in aerial vehicle control in contracted spaces with unforeseen environment conditions.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Autonomous Vehicles, Drones, Robotics, Aerospace, Low-cost Hardware, Modeling and Simulation, State Estimation, UAV, Control\u003c/p\u003e\r\n\u003cp align=\"right\"; style=\"margin-top:1px;\"\u003e \u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects//Aggressive%20Maneuver%20Stabilization%20for%20a%20Minidrone/student%20submissions\"\u003eCurrent submissions\u003c/a\u003e\u003c/p\u003e\r\n\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Aggressive Maneuver Stabilization for a Minidrone\u0026tfa_2=230\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Aggressive Maneuver Stabilization for a Minidrone\u0026tfa_2=230\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/coastline.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Coastline%20Prediction%20using%20Existing%20Climate%20Change%20Models\"\u003eCoastline Prediction using Existing Climate Change Models\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDevelop an example that predicts and visualizes coastline impact due to rising sea levels.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Assess and plan for the potential impact of climate change.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Sustainability and Renewable Energy, Modeling and Simulation\u003c/p\u003e\r\n\u003cp align=\"right\"; style=\"margin-top:1px;\"\u003e \u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Coastline%20Prediction%20using%20Existing%20Climate%20Change%20Models/student%20submissions\"\u003eCurrent submissions\u003c/a\u003e\u003c/p\u003e\r\n\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Coastline Prediction using Existing Climate Change Models\u0026tfa_2=229\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Coastline Prediction using Existing Climate Change Models\u0026tfa_2=229\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/landslide.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Landslide%20Susceptibility%20Mapping%20using%20Machine%20Learning\"\u003eLandslide Susceptibility Mapping using Machine Learning\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDevelop a tool to identify and visualize geographical areas susceptible to landslides.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Identify areas that are at risk for landslides to help mitigate devastating impacts on people and infrastructure.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Sustainability and Renewable Energy, Machine Learning\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Landslide Susceptibility Mapping using Machine Learning\u0026tfa_2=228\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Landslide Susceptibility Mapping using Machine Learning\u0026tfa_2=228\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/satellite.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Satellite%20Collision%20Avoidance\"\u003eSatellite Collision Avoidance\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eModel satellites in Low Earth Orbit (LEO) to identify conjunctions and prevent collisions with space debris, while maintaining orbital requirements.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Contribute to the success of satellite mega-constellations and improve the safety of the Low Earth Orbit (LEO) environment.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Autonomous Vehicles, Control, Satellite, Modeling and Simulation\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Satellite Collision Avoidance\u0026tfa_2=225\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Satellite Collision Avoidance\u0026tfa_2=225\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/cripto.png\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Sentiment%20Analysis%20in%20Cryptocurrency%20Trading\"\u003eSentiment Analysis in Cryptocurrency Trading\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003e your own cryptocurrency trading strategies based on sentiment analysis.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Have a foundation on the potential opportunities on Environmental, Social, and Governance (ESG) portfolio analysis.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Artificial Intelligence, Deep Learning, Machine Learning, Text Analytics\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Sentiment Analysis in Cryptocurrency Trading\u0026tfa_2=239\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Sentiment Analysis in Cryptocurrency Trading\u0026tfa_2=239\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/snakeRobot.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Snake-like%20Robot%20Modeling%20and%20Navigation\"\u003eSnake-like Robot Modeling and Navigation\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eModel and control an autonomous snake-like robot to navigate an unknown environment.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Advance robotics design for hazardous environments inspection and operation in constricted spaces. \u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Robotics, Manipulators, Modeling and Simulation\u003c/p\u003e\r\n\u003cp align=\"right\"; style=\"margin-top:1px;\"\u003e \u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects//Snake-like%20Robot%20Modeling%20and%20Navigation/student%20submissions\"\u003eCurrent submissions\u003c/a\u003e\u003c/p\u003e\r\n\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Snake-like Robot Modeling and Navigation\u0026tfa_2=224\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Snake-like Robot Modeling and Navigation\u0026tfa_2=224\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/intersection.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Traffic%20Light%20Negotiation%20and%20Perception-Based%20Detection\"\u003eTraffic Light Negotiation and Perception-Based Detection  \u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDetect traffic lights and perform traffic light negotiation at an intersection in Unreal environment. \u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Contribute to the advancement of autonomous vehicles traffic coordination in intersections through simulation. \u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Autonomous Vehicles, Computer Vision, Automotive, Control, Deep Learning, Image Processing, Modeling and Simulation, Sensor Fusion and Tracking\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Traffic Light Negotiation and Perception-Based Detection  \u0026tfa_2=223\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Traffic Light Negotiation and Perception-Based Detection  \u0026tfa_2=223\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/trafficanalysis.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Traffic%20Data%20Analysis%20for%20Modelling%20and%20Prediction%20of%20Traffic%20Scenarios\"\u003eTraffic Data Analysis for Modeling and Prediction of Traffic Scenarios \u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eAnalyze real-world traffic data to understand, model, and predict human driving trajectories. \u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Contribute to autonomous driving technologies and intelligent transportation research. \u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Big Data, Autonomous Vehicles, Support Vector Machines, Machine Learning, Deep Learning, Automotive\u003c/p\u003e\r\n\u003cp align=\"right\"; style=\"margin-top:1px;\"\u003e \u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Traffic%20Data%20Analysis%20for%20Modelling%20and%20Prediction%20of%20Traffic%20Scenarios/student%20submissions\"\u003eCurrent submissions\u003c/a\u003e\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Traffic Data Analysis for Modelling and Prediction of Traffic Scenarios\u0026tfa_2=222\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Traffic Data Analysis for Modelling and Prediction of Traffic Scenarios\u0026tfa_2=222\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/objectBehavior.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Classify%20Object%20Behavior%20to%20Enhance%20the%20Safety%20of%20Autonomous%20Vehicles\"\u003eClassify Object Behavior to Enhance the Safety of Autonomous Vehicles\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eAutomatically classify behavior of tracked objects to enhance the safety of autonomous systems.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Make autonomous vehicles safer by classifying behaviors of objects around them.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e 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/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Classify Object Behavior to Enhance the Safety of Autonomous Vehicles\u0026tfa_2=221\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Classify Object Behavior to Enhance the Safety of Autonomous Vehicles\u0026tfa_2=221\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/ros.png\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Testing%20Realtime%20Robustness%20of%20ROS%20in%20Autonomous%20Driving\"\u003eTesting Realtime Robustness of ROS in Autonomous Driving\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDevelop a realtime collision avoidance system using ROS2 that will execute a safe vehicle response.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Contribute to improving access and safety of transportation through robust automated driving systems.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Autonomous Vehicles, Robotics, Automotive, Image Processing, Modeling and Simulation, Sensor Fusion and Tracking, Low-Cost Hardware\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Testing Realtime Robustness of ROS in Autonomous Driving\u0026tfa_2=220\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Testing Realtime Robustness of ROS in Autonomous Driving\u0026tfa_2=220\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/agriculture.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Smart%20Watering%20System%20with%20Internet%20of%20Things\"\u003eSmart Watering System with Internet of Things\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDevelop a smart plant water system using Internet of Things (IoT) and low-cost hardware.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Minimize the negative effects of the overuse of water in farming and preserve water resources. \u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Sustainability and Renewable Energy, Artificial Intelligence, IoT, Low-Cost Hardware, Deep Learning, Cloud Computing\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Smart Watering System with Internet of Things\u0026tfa_2=219\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Smart Watering System with Internet of Things\u0026tfa_2=219\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/pmsm.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Machine%20Learning%20for%20Motor%20Control\"\u003eMachine Learning for Motor Control\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eEnhance the performance and product quality required to develop a motor control application.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Contribute to the global transition to smart manufacturing and electrification.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Artificial Intelligence, Control, Machine Learning, Reinforcement Learning, Automotive\u003c/p\u003e\r\n\u003cp align=\"right\"; style=\"margin-top:1px;\"\u003e \u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Machine%20Learning%20for%20Motor%20Control/student%20submissions\"\u003eCurrent submissions\u003c/a\u003e\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Machine Learning for Motor Control\u0026tfa_2=218\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Machine Learning for Motor Control\u0026tfa_2=218\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/drone.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Flight%20Controller%20Design%20and%20Hardware%20Deployment\"\u003eFlight Controller Design and Hardware Deployment\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eBuild a mini drone and use the PX4 Hardware Support package to design the flight controller using Simulink.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Expedite UAV design and assembly with Model-Based Design.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Drones, Autonomous Vehicles, Control, Low-cost Hardware, UAV\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Flight Controller Design and Hardware Deployment\u0026tfa_2=217\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Flight Controller Design and Hardware Deployment\u0026tfa_2=217\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/portableEvCharger.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Portable%20Charging%20System%20for%20Electric%20Vehicles\"\u003ePortable Charging System for Electric Vehicles \u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDesign a portable charger for Electric Vehicles.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Help make electric vehicles more reliable for general use.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Sustainability and Renewable Energy, Control, Electrification, Modeling and Simulation\u003c/p\u003e\r\n\u003cp align=\"right\"; style=\"margin-top:1px;\"\u003e \u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Portable%20Charging%20System%20for%20Electric%20Vehicles/student%20submissions\"\u003eCurrent submissions\u003c/a\u003e\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Portable Charging System for Electric Vehicles \u0026tfa_2=216\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Portable Charging System for Electric Vehicles \u0026tfa_2=216\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/pneumaticSys.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Digital%20Twin%20and%20Predictive%20Maintenance%20of%20Pneumatic%20Systems\"\u003eDigital Twin and Predictive Maintenance of Pneumatic Systems\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003ePredict faults in pneumatic systems using simulation and AI/machine learning.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Improve efficiency and reliability of industrial processes.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Artificial Intelligence, Industry 4.0, Cyber-Physical Systems, Digital Twins, Embedded AI, Health Monitoring, IoT, Machine Learning, Modeling and Simulation\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Digital Twin and Predictive Maintenance of Pneumatic Systems\u0026tfa_2=215\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Digital Twin and Predictive Maintenance of Pneumatic Systems\u0026tfa_2=215\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/HumanTrackingRobot.png\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Face%20Detection%20and%20Human%20Tracking%20Robot\"\u003eFace Detection and Human Tracking Robot\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDesign and implement a real time autonomous human tracking robot using low-cost hardware. \u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Leverage mobile technology and deep learning to advance human detection algorithms for impacting human safety and security.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e 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/p\u003e\r\n\u003cp align=\"right\"; style=\"margin-top:1px;\"\u003e \u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Face%20Detection%20and%20Human%20Tracking%20Robot/student%20submissions\"\u003eCurrent submissions\u003c/a\u003e\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Face Detection and Human Tracking Robot\u0026tfa_2=214\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Face Detection and Human Tracking Robot\u0026tfa_2=214\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/visualslamPicture4.png\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Robust%20Visual%20SLAM%20Using%20MATLAB%20Mobile%20Sensor%20Streaming\"\u003eRobust Visual SLAM Using MATLAB Mobile Sensor Streaming\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003ePerform robust visual SLAM using MATLAB Mobile sensor streaming.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Enable visual SLAM from streaming sensors and extend the state-of-art in real-time visual SLAM algorithms.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Autonomous Vehicles, Computer Vision, Drones, Robotics, Automotive, AUV, Mobile Robots, Manipulators, Humanoid, UAV, UGV\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Robust Visual SLAM Using MATLAB Mobile Sensor Streaming\u0026tfa_2=213\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Robust Visual SLAM Using MATLAB Mobile Sensor Streaming\u0026tfa_2=213\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/warehouseRobotics.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Warehouse%20Robotics%20Simulation\"\u003eWarehouse Robotics Simulation\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eSimulate multirobot interactions for efficient algorithm design and warehouse operations.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Advance the automation of warehouse applications and reduce associated time and energy consumption.  \u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Autonomous Vehicles, Robotics, Human-Robot Interaction, Humanoid, Mobile Robots\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Warehouse Robotics Simulation\u0026tfa_2=212\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Warehouse Robotics Simulation\u0026tfa_2=212\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/SARPicture.png\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Synthetic%20Aperture%20Radar%20(SAR)%20Simulator\"\u003eSynthetic Aperture Radar (SAR) Simulator \u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDevelop a lightweight Synthetic Aperture Radar (SAR) raw data simulator.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Accelerate design of SAR imaging systems and reduce time and cost for their development for aerial and terrestrial applications\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Autonomous Vehicles, Automotive, AUV, Image Processing, Signal Processing, Radar Processing\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Synthetic Aperture Radar (SAR) Simulator \u0026tfa_2=211\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Synthetic Aperture Radar (SAR) Simulator \u0026tfa_2=211\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/hyperspectralimage.png\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Change%20Detection%20in%20Hyperspectral%20Imagery\"\u003eChange Detection in Hyperspectral Imagery\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDevelop an efficient method for detecting small changes on Earth surface using hyperspectral images. \u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Revolutionize the management of natural resources, monitoring, and preventing of disasters, going beyond what is visible to the naked eye.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Computer Vision, Image Processing, Deep Learning\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Change Detection in Hyperspectral Imagery\u0026tfa_2=210\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Change Detection in Hyperspectral Imagery\u0026tfa_2=210\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/rover.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Autonomous%20Navigation%20for%20Vehicles%20in%20Rough%20Terrain\"\u003eAutonomous Navigation for Vehicles in Rough Terrain \u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDesign and implement a motion planning algorithm for off-road vehicles on rough terrain.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Expand the frontiers of off-road exploration and navigation using mobile robots for precision agriculture, firefighting, search and rescue, and planetary exploration. \u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Autonomous Vehicles, Computer Vision, Robotics, Image Processing, Mobile Robots, SLAM, UGV, Optimization\u003c/p\u003e\r\n\u003cp align=\"right\"; style=\"margin-top:1px;\"\u003e \u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Autonomous%20Navigation%20for%20Vehicles%20in%20Rough%20Terrain/student%20submissions\"\u003eCurrent submissions\u003c/a\u003e\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Autonomous Navigation for Vehicles in Rough Terrain \u0026tfa_2=209\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Autonomous Navigation for Vehicles in Rough Terrain \u0026tfa_2=209\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/ImagePathPlanning.png\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Path%20Planning%20for%20Autonomous%20Race%20Cars\"\u003ePath Planning for Autonomous Race Cars\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDevelop an algorithm to compute an optimal path for racing tracks. \u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Push racing car competitions into fully autonomous mode \u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Autonomous Vehicles, Automotive, Optimization, Modeling and Simulation\u003c/p\u003e\r\n\u003cp align=\"right\"; style=\"margin-top:1px;\"\u003e \u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Path%20Planning%20for%20Autonomous%20Race%20Cars/students%20submissions\"\u003eCurrent submissions\u003c/a\u003e\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Path Planning for Autonomous Race Cars\u0026tfa_2=208\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Path Planning for Autonomous Race Cars\u0026tfa_2=208\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/treadmill.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Disturbance%20Rejection%20Control%20for%20PMSM%20Motors\"\u003eDisturbance Rejection Control for PMSM Motors \u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eImplement Active Disturbance Rejection Control (ADRC) algorithm for closed-loop speed control system for a Permanent Magnet Synchronous Motors (PMSM).\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Improve the customer experience with advanced control strategies to handle the sudden changes in the load with better dynamic control performance.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Artificial Intelligence, Electrification, Control, Modeling and Simulation, Reinforcement Learning\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Disturbance Rejection Control for PMSM Motors \u0026tfa_2=207\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Disturbance Rejection Control for PMSM Motors \u0026tfa_2=207\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/indoor_propagation.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Optimizing%20Antenna%20Performance%20in%20an%20Indoor%20Propagation%20Environment\"\u003eOptimizing Antenna Performance in an Indoor Propagation Environment\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDesign an antenna to optimize transmission and reception in indoor environment.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Maximize indoor radio signal coverage and reduce energy consumption of signal booster devices.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Wireless Communication, Optimization, Smart Antennas\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Optimizing Antenna Performance in an Indoor Propagation Environment\u0026tfa_2=206\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Optimizing Antenna Performance in an Indoor Propagation Environment\u0026tfa_2=206\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/space-systems-communications.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Optimization%20of%20Large%20Antenna%20Arrays%20for%20Astronomical%20Applications\"\u003eOptimization of Large Antenna Arrays for Astronomical Applications\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDesign a large antenna array and optimize its multiple design variables to achieve desired transmission/reception characteristics.  \u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Advance long distance communication capabilities for astronomical applications  \u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Wireless Communication, Smart Antennas, Optimization\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Optimization of Large Antenna Arrays for Astronomical Applications\u0026tfa_2=205\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Optimization of Large Antenna Arrays for Astronomical Applications\u0026tfa_2=205\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/fuelCell.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Green%20Hydrogen%20Production\"\u003eGreen Hydrogen Production\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDevelop a model of a reversible fuel-cell integrated into a renewable-energy microgrid structure.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Contribute to the global transition to zero-emission energy sources through the production of hydrogen from clean sources.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Sustainability and Renewable Energy, Electrification, Digital Twins, Modeling and Simulation\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Green Hydrogen Production\u0026tfa_2=204\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Green Hydrogen Production\u0026tfa_2=204\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/Picture1.png\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Automatically%20Segment%20and%20Label%20Objects%20in%20Video\"\u003eAutomatically Segment and Label Objects in Video\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eImplement algorithms to automatically label data for deep learning model training.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Accelerate the development of robust AI algorithms for self-driving vehicles.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Artificial Intelligence, Computer Vision, Deep Learning, Machine Learning\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Automatically Segment and Label Objects in Video\u0026tfa_2=203\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Automatically Segment and Label Objects in Video\u0026tfa_2=203\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/PLL_using_DL.png\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Behavioral%20Modelling%20of%20Phase-Locked%20Loop%20using%20Deep%20Learning%20Techniques\"\u003eBehavioral Modelling of Phase-Locked Loop using Deep Learning Techniques\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eLeverage a deep learning approach to extract behavioral models of mixed-signal systems from measurement data and circuit simulation.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Accelerate mixed-signal design and analysis thereby reducing Time-To-Market for semiconductor companies.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Artificial Intelligence, Deep Learning, Machine Learning, Modeling and Simulation, Neural Networks, RF and Mixed Signal, Optimization, Signal Processing\u003c/p\u003e\r\n\u003cp align=\"right\"; style=\"margin-top:1px;\"\u003e \u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Behavioral%20Modelling%20of%20Phase-Locked%20Loop%20using%20Deep%20Learning%20Techniques/student%20submissions\"\u003eCurrent submissions\u003c/a\u003e\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Behavioral Modelling of Phase-Locked Loop using Deep Learning Techniques\u0026tfa_2=202\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Behavioral Modelling of Phase-Locked Loop using Deep Learning Techniques\u0026tfa_2=202\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/ElectrificationHouse.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Electrification%20of%20Household%20Heating\"\u003eElectrification of Household Heating\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eBuild and evaluate an electrical household heating system to help minimize human environmental impact and halt climate change.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Contribute to the global transition to zero-emission energy sources by electrification of household heating.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Sustainability and Renewable Energy, Digital Twins, Electrification, Modeling and Simulation\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Electrification of Household Heating\u0026tfa_2=201\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Electrification of Household Heating\u0026tfa_2=201\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/ElectrificationAircraft.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Electrification%20of%20Aircraft\"\u003eElectrification of Aircraft\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eEvaluate electric aircraft energy requirements, power distribution options, and other electrical technologies. \u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Contribute to the global transition to zero-emission energy sources by electrification of flight. \r\n\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Sustainability and Renewable Energy, Digital Twins, Electrification, Modeling and Simulation, Zero-fuel Aircraft\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Electrification of Aircraft\u0026tfa_2=200\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Electrification of Aircraft\u0026tfa_2=200\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/backplane.png\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Signal%20Integrity%20Channel%20Feature%20Extraction%20for%20Deep%20Learning\"\u003eSignal Integrity Channel Feature Extraction for Deep Learning\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDevelop a deep learning approach for signal integrity applications. \u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Accelerate signal integrity design and analysis to enable society with more robust and connected internet communications. \u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Artificial Intelligence, Deep Learning, Machine Learning, Modeling and Simulation, Neural Networks, RF and Mixed Signal\u003c/p\u003e\r\n\u003cp align=\"right\"; style=\"margin-top:1px;\"\u003e\u003c/p\u003e\r\n\u003c!---\u003cimg align=\"right\" src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/86fc1b776d9952d9402cb3cbcd9ade5bf95d1e82/t-shirt.jpg\" width=\"50\"\u003e\u003c/p\u003e\r\n\u003cp align=\"right\"; style=\"margin-top:1px;\"\u003e\u003ci\u003eBe the first to sign up for this project \u003cbr\u003e and receive a MathWorks T-shirt!\u003c/i\u003e\u003c/p\u003e--\u003e\r\n\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Signal Integrity Channel Feature Extraction for Deep Learning\u0026tfa_2=198\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Signal Integrity Channel Feature Extraction for Deep Learning\u0026tfa_2=198\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/turbine.png\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Wind%20Turbine%20Predictive%20Maintenance%20Using%20Machine%20Learning\"\u003eWind Turbine Predictive Maintenance Using Machine Learning\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eImprove the reliability of wind turbines by using machine learning to inform a predictive maintenance model.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Contribute to providing the world with reliable green energy.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Industry 4.0, Sustainability and Renewable Energy, Machine Learning, Electrification, Modeling and Simulation, Predictive Maintenance, Wind Turbines\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Wind Turbine Predictive Maintenance Using Machine Learning\u0026tfa_2=197\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Wind Turbine Predictive Maintenance Using Machine Learning\u0026tfa_2=197\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/data center.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Optimal%20Data%20Center%20Cooling\"\u003eOptimal Data Center Cooling\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eImprove performance, stability, and cost effectiveness of data centers by designing a cooling algorithm that keeps the system running as efficiently as possible.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Contribute to the performance, reliability, and efficiency of data centers worldwide.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Big Data, Sustainability and Renewable Energy, Cloud Computing, Control, Deep Learning, Modeling and Simulation, Parallel Computing, Predictive Maintenance\u003c/p\u003e\r\n\u003c!--\r\n\u003cp align=\"right\"; style=\"margin-top:1px;\"\u003e\r\n\u003cimg align=\"right\" src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/86fc1b776d9952d9402cb3cbcd9ade5bf95d1e82/t-shirt.jpg\" width=\"50\"\u003e\u003c/p\u003e\r\n\u003cp align=\"right\"; style=\"margin-top:1px;\"\u003e\u003ci\u003eBe the first to sign up for this project \u003cbr\u003e and receive a MathWorks T-shirt!\u003c/i\u003e\u003c/p\u003e\r\n--\u003e\r\n\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Optimal Data Center Cooling\u0026tfa_2=196\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Optimal Data Center Cooling\u0026tfa_2=196\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/HVAC.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Control%2C%20Modeling%2C%20Design%2C%20and%20Simulation%20of%20Modern%20HVAC%20Systems\"\u003eControl, Modeling, Design, and Simulation of Modern HVAC Systems\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eModel a modern HVAC system and design a controller to improve heating, cooling, ventilation, air quality, pressure, humidity, and energy efficiency.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Contribute to the design and control of modern homes and buildings to preserve energy and healthy living environments.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Sustainability and Renewable Energy, Modeling and Simulation, Electrification, Control\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Control, Modeling, Design, and Simulation of Modern HVAC Systems\u0026tfa_2=195\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Control, Modeling, Design, and Simulation of Modern HVAC Systems\u0026tfa_2=195\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/electricVehicle.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Predictive%20Electric%20Vehicle%20Cooling\"\u003ePredictive Electric Vehicle Cooling\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eImprove range, performance, and battery life by designing a cooling algorithm that keep EV battery packs cool when they need it most.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Contribute to the electrification of transport worldwide. Increase the range, performance, and battery life of EVs.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Autonomous Vehicles, Sustainability and Renewable Energy, Automotive, Control, Electrification, Modeling and Simulation, Optimization\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Predictive Electric Vehicle Cooling\u0026tfa_2=194\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Predictive Electric Vehicle Cooling\u0026tfa_2=194\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/HearingAid.PNG\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Speech%20Background%20Noise%20Suppression%20with%20Deep%20Learning\"\u003eSpeech Background Noise Suppression with Deep Learning\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDevelop a deep learning neural network for audio background noise suppression.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e 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/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Artificial Intelligence, Deep Learning, Neural Networks, Signal Processing\u003c/p\u003e\r\n\u003cp align=\"right\"; style=\"margin-top:1px;\"\u003e \u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Speech%20Background%20Noise%20Suppression%20with%20Deep%20Learning/student%20submissions\"\u003eCurrent submissions\u003c/a\u003e\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Speech Background Noise Suppression with Deep Learning\u0026tfa_2=193\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Speech Background Noise Suppression with Deep Learning\u0026tfa_2=193\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/SatNav.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Improve%20the%20Accuracy%20of%20Satellite%20Navigation%20Systems\"\u003eImprove the Accuracy of Satellite Navigation Systems\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eImprove the accuracy of satellite navigation systems by using non-binary LDPC codes.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Accelerate the development of modern satellite navigation receivers. \u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Wireless Communication, GNSS\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Improve the Accuracy of Satellite Navigation Systems\u0026tfa_2=192\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Improve the Accuracy of Satellite Navigation Systems\u0026tfa_2=192\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/bioreactor.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Monitoring%20and%20Control%20of%20Bioreactor%20for%20Pharmaceutical%20Production\"\u003eMonitoring and Control of Bioreactor for Pharmaceutical Production\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eMonitor and control an industrial scale bioreactor process for pharmaceutical production.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Improve quality and consistency of pharmaceutical products and contribute to transitioning the pharmaceutical sector to Industry 4.0.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Big Data, Industry 4.0, Control, IoT, Modeling and Simulation, Optimization, Machine Learning\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Monitoring and Control of Bioreactor for Pharmaceutical Production\u0026tfa_2=188\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Monitoring and Control of Bioreactor for Pharmaceutical Production\u0026tfa_2=188\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/utilities-energy-image-processing-and-deep-le.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Deep%20Learning%20for%20UAV%20Infrastructure%20Inspection\"\u003eDeep Learning for UAV Infrastructure Inspection\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eAutomate the process of infrastructure inspection using \\ aerial vehicles and deep learning.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Enhance safety and speed of infrastructure inspection across a wide range of industries.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Computer Vision, Drones, Artificial Intelligence, Robotics, UAV, SLAM, Deep Learning\u003c/p\u003e\r\n\u003cp align=\"right\"; style=\"margin-top:1px;\"\u003e \u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Deep%20Learning%20for%20UAV%20Infrastructure%20Inspection/student%20submissions\"\u003eCurrent submissions\u003c/a\u003e\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Deep Learning for UAV Infrastructure Inspection\u0026tfa_2=187\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Deep Learning for UAV Infrastructure Inspection\u0026tfa_2=187\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/virtualWorld.png\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/3D%20Virtual%20Test%20Track%20for%20Autonomous%20Driving\"\u003e3D Virtual Test Track for Autonomous Driving\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDesign a 3D virtual environment to test the diverse conditions needed to develop an autonomous vehicle. \u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Contribute to autonomous vehicle development by creating virtual test scenes that can be used with many simulators across multiple vehicle development programs. \u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Autonomous Vehicles, Automotive, Modeling and Simulation\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=3D Virtual Test Track for Autonomous Driving\u0026tfa_2=171\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=3D Virtual Test Track for Autonomous Driving\u0026tfa_2=171\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/humanoidRobot.png\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Simulation-Based%20Design%20of%20Humanoid%20Robots\"\u003eSimulation-Based Design of Humanoid Robots\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDevelop and use models of humanoid robots to increase understanding of how best to control them and direct them to do useful tasks.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Accelerate the deployment of humanoid robots to real-world tasks including in healthcare, construction, and manufacturing.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Artificial Intelligence, Robotics, Control, Cyber-Physical Systems, Deep Learning, Humanoid, Human-Robot Interaction, Machine Learning, Mobile Robots, Modeling and Simulation, Optimization, Reinforcement Learning\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Simulation-Based Design of Humanoid Robots\u0026tfa_2=170\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Simulation-Based Design of Humanoid Robots\u0026tfa_2=170\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/SDR.png\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Build%20a%20wireless%20communications%20link%20with%20software%20defined%20radio\"\u003eBuild a Wireless Communications Link with Software-Defined Radio\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eGain practical experience in wireless communication by designing inexpensive software-defined radios.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Develop your own expertise in wireless technology and drive this megatrend forward, in industry and society.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Wireless Communication, Low-Cost Hardware, Modeling and Simulation, Signal Processing, Software-Defined Radio\u003c/p\u003e\r\n\u003cspan\u003e\u003cstrong\u003eEndorsed by:\u003c/strong\u003e\u003c/span\u003e\u003cbr\u003e\r\n\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/NI_Logo.png\"  width=70\u003e\u003cbr\u003e\r\n\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-signup.html?tfa_1=Build a wireless communications link with software defined radio\u0026tfa_2=162\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/registerButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u0026nbsp;\u0026nbsp;\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-submission-form.html?tfa_1=Build a wireless communications link with software defined radio\u0026tfa_2=162\"\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/submitButton.png\" alt=\"name\" width=\"150\"\u003e\u003c/a\u003e\u003c/td\u003e\r\n\u003c/tbody\u003e\r\n\u003ctbody\u003e\r\n\u003ctd\u003e\u003cimg src=\"https://gist.githubusercontent.com/robertogl/e0115dc303472a9cfd52bbbc8edb7665/raw/fan.jpg\"  width=500 /\u003e\u003c/td\u003e\r\n\u003ctd\u003e\u003cp\u003e\u003ch2\u003e\u003ca href=\"https://github.com/mathworks/MathWorks-Excellence-in-Innovation/tree/main/projects/Intelligent%20Fan%20Air%20Cooling%20System\"\u003eIntelligent Fan Air Cooling System\u003c/a\u003e\u003c/h2\u003e\u003c/p\u003e\r\n\u003cp\u003eDesign an intelligent fan cooling system to moderate temperatures in a building to eliminate or reduce the need for air conditioning systems.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eImpact:\u003c/strong\u003e Contribute to energy and carbon footprint reduction.\u003c/p\u003e\r\n\u003cp\u003e\u003cstrong\u003eExpertise gained:\u003c/strong\u003e Sustainability and Renewable Energy, Control, Modeling and Simulation, Optimization\u003c/p\u003e\u003ca href=\"https://www.mathworks.com/academia/student-challenge/mathworks-excellence-in-innovation-","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmathworks%2FMATLAB-Simulink-Challenge-Project-Hub","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmathworks%2FMATLAB-Simulink-Challenge-Project-Hub","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmathworks%2FMATLAB-Simulink-Challenge-Project-Hub/lists"}