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index.html
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<!DOCTYPE html>
<html lang="en">
<!-- Head -->
<head>
<link rel="icon" href="img/icon.jpg">
<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<meta name="description" content="">
<meta name="author" content="">
<meta http-equiv="Cache-Control" content="no-cache, no-store, must-revalidate" />
<meta http-equiv="Pragma" content="no-cache" />
<meta http-equiv="Expires" content="0" />
<title>MINDS</title>
<!-- Bootstrap Core CSS : For some reason it is not possible to reference a bootstrap css file by URL -->
<link href="vendor/bootstrap/css/bootstrap.min.css" rel="stylesheet">
<!-- Custom Fonts -->
<link href="vendor/font-awesome/css/font-awesome.min.css" rel="stylesheet" type="text/css">
<link href="https://fonts.googleapis.com/css?family=Lora:400,700,400italic,700italic" rel="stylesheet" type="text/css">
<link href="https://fonts.googleapis.com/css?family=Montserrat:400,700" rel="stylesheet" type="text/css">
<!-- Theme CSS -->
<link href="css/grayscale.css" rel="stylesheet">
</head> <!-- /.Head -->
<!-- Body -->
<body id="home" data-spy="scroll" data-target=".navbar-fixed-top">
<!-- Navigation -->
<nav class="navbar navbar-custom navbar-fixed-top">
<div class="container">
<!-- Navigation bar -->
<div class="navbar-header">
<button type="button" class="navbar-toggle" data-toggle="collapse" data-target=".navbar-main-collapse">
Menu <i class="fa fa-bars"></i>
</button>
<a class="navbar-brand page-scroll" href="https://www.cemef.mines-paristech.fr/presentation/equipe-cfl/">
<i class="fa"></i> <span class="light">CFL team</span>
</a>
</div> <!-- /.Navigation bar -->
<!-- Navigation links -->
<div class="collapse navbar-collapse navbar-right navbar-main-collapse">
<ul class="nav navbar-nav">
<li>
<a class="page-scroll" href="#home">Home</a>
</li>
<li>
<a class="page-scroll" href="#about">About</a>
</li>
<li>
<a class="page-scroll" href="#portfolio">Gallery</a>
</li>
<li>
<a class="page-scroll" href="#download">Positions</a>
</li>
</ul>
</div> <!-- /.Navigation links -->
</div>
</nav> <!-- /.Navigation -->
<!-- Intro Header -->
<header class="intro">
<div class="intro-body">
<div class="container">
<div class="col-md-8 col-md-offset-2">
<h1 class="brand-heading">MINDS</h1>
<p class="intro-text">Machine learning for computational fluid dynamics</p>
</div>
</div>
</div>
</header> <!-- /.Intro Header -->
<!-- About Section -->
<section id="about" class="text-center">
<div class="about-section">
<div class="container">
<div class="col-lg-8 col-lg-offset-2">
<h1>About MINDS</h1>
<p>MINDS is a Carnot-Mines project aiming at bringing machine learning techniques to the service of computational fluid dynamics. The project is hosted in the <a href="https://www.cemef.mines-paristech.fr/presentation/equipe-cfl/">CFL</a> team at the Mines ParisTech <a href="https://www.cemef.mines-paristech.fr/">CEMEF</a> research center.</p>
</div>
<h3>Development Team</h3>
<div class="about-thumb">
<img src="avatars/J-Viquerat.jpg" alt="Viquerat">
<div class="about-des">
<h3>Jonathan Viquerat</h3>
<h4>Research engineer</h4>
<ul class="social-icon">
<li><a href="https://jviquerat.github.io/" class="fa fa-globe"></a></li>
<li><a href="https://github.com/jviquerat" class="fa fa-github"></a></li>
</ul>
</div>
</div>
<div class="about-thumb">
<img src="avatars/A-Larcher.jpg" alt="Larcher">
<div class="about-des">
<h3>Aurélien Larcher</h3>
<h4>Researcher</h4>
<ul class="social-icon">
<li><a href="https://fr.linkedin.com/in/aurelien-larcher-537960184" class="fa fa-linkedin"></a></li>
</ul>
</div>
</div>
<div class="about-thumb">
<img src="avatars/E-Hachem.jpg" alt="Hachem">
<div class="about-des">
<h3>Elie Hachem</h3>
<h4>Professor</h4>
<ul class="social-icon">
<li><a href="https://fr.linkedin.com/in/ehachem" class="fa fa-linkedin"></a></li>
</ul>
</div>
</div>
<h3>PhD students</h3>
<div class="about-thumb">
<img src="avatars/J-Chen.jpg" alt="Chen">
<div class="about-des">
<h3>Junfeng Chen</h3>
<h4>PhD student</h4>
<ul class="social-icon">
<li><a href="https://github.com/junfeng-chen" class="fa fa-github"></a></li>
</ul>
</div>
</div>
<div class="about-thumb">
<img src="avatars/H-Ghraieb.jpg" alt="Ghraieb">
<div class="about-des">
<h3>Hassan Ghraieb</h3>
<h4>PhD Student</h4>
<ul class="social-icon">
<li><a href="https://fr.linkedin.com/in/hassan-ghraieb" class="fa fa-linkedin"></a></li>
</ul>
</div>
</div>
</div>
</div>
</section>
<!-- Gallery Section -->
<section id="portfolio" class="container-fluid text-center">
<div class="container">
<!-- Title -->
<h1>Gallery</h1>
<!-- Gallery elements -->
<!-- Column 1 -->
<div class="col-sm-4">
<!-- Img -->
<div class="project-wrap">
<a data-toggle="modal" href="pages/heat/heat.html" data-target="#myModal">
<img src="imgs/heat.png" alt=""/>
<span class="top">DRL for conjugate heat transfer</span>
<span class="bottom">Optimization of heat transfer systems using deep reinforcement learning</span>
</a>
</div>
<div class="modal fade" id="myModal">
<div class="modal-dialog">
<div class="modal-content">
</div>
</div>
</div> <!-- /.Img -->
<!-- Img -->
<div class="project-wrap">
<a data-toggle="modal" href="pages/drag/drag.html" data-target="#myModal">
<img src="imgs/drag.jpg" alt=""/>
<span class="top">Drag prediction for arbitrary 2D shapes</span>
<span class="bottom">Training a CNN on a dataset of arbitrary shapes to learn to predict drag coefficients at low Reynolds number</span>
</a>
</div>
<div class="modal fade" id="myModal">
<div class="modal-dialog">
<div class="modal-content">
</div>
</div>
</div> <!-- /.Img -->
</div> <!-- /.Column 1 -->
<!-- Column 2 -->
<div class="col-sm-4">
<!-- Img -->
<div class="project-wrap">
<a data-toggle="modal" href="pages/passive/passive.html" data-target="#myModal">
<img src="imgs/passive.jpg" alt=""/>
<span class="top">DRL for passive flow control</span>
<span class="bottom">Exploiting single-step DRL for open-loop flow control</span>
</a>
</div>
<div class="modal fade" id="myModal">
<div class="modal-dialog">
<div class="modal-content">
</div>
</div>
</div> <!-- /.Img -->
<!-- Img -->
<div class="project-wrap">
<a data-toggle="modal" href="pages/instabilities/instabilities.html" data-target="#myModal">
<img src="imgs/instabilities.png" alt=""/>
<span class="top">DRL with multiple agents for active control of unstable flows</span>
<span class="bottom">Exploiting translational invariance to control unstable 1D flow with deep reinforcement learning</span>
</a>
</div>
<div class="modal fade" id="myModal">
<div class="modal-dialog">
<div class="modal-content">
</div>
</div>
</div> <!-- /.Img -->
</div> <!-- /.Column 2 -->
<!-- Column 3 -->
<div class="col-sm-4">
<!-- Img -->
<div class="project-wrap">
<a data-toggle="modal" href="pages/shape_opt/shape_opt.html" data-target="#myModal">
<img src="imgs/shape_opt.png" alt=""/>
<span class="top">Shape optimization using DRL</span>
<span class="bottom">Generate aerodynamics shapes from scratch using deep reinforcement learning</span>
</a>
</div>
<div class="modal fade" id="myModal">
<div class="modal-dialog">
<div class="modal-content">
</div>
</div>
</div> <!-- /.Img -->
<!-- Img -->
<div class="project-wrap">
<a data-toggle="modal" href="pages/unet/unet.html" data-target="#myModal">
<img src="imgs/unet.png" alt=""/>
<span class="top">Field prediction using U-nets</span>
<span class="bottom">Training a U-net on a dataset of arbitrary shapes to learn to predict velocity and pressure fields at low Reynolds number</span>
</a>
</div>
<div class="modal fade" id="myModal">
<div class="modal-dialog">
<div class="modal-content">
</div>
</div>
</div> <!-- /.Img -->
</div> <!-- /.Column 3 -->
</div> <!-- /.Gallery elements -->
</section> <!-- /.Gallery Section -->
<!-- Positions Section -->
<section id="positions" class="text-center">
<div class="positions-section">
<div class="container">
<div class="col-lg-8 col-lg-offset-2">
<h1>Open positions</h1>
<p>There are no open positions currently. You can still submit an unsolicited application to <a href="mailto:[email protected]">[email protected]</a></p>
</div>
</div>
</div>
</section> <!-- /.Download Section -->
<!-- Footer -->
<footer>
<div class="container text-center">
<p>Copyright © MINDS 2020</p>
</div>
</footer> <!-- /.Footer -->
<!-- jQuery -->
<script src="vendor/jquery/jquery.js"></script>
<!-- Bootstrap Core JavaScript -->
<script src="vendor/bootstrap/js/bootstrap.min.js"></script>
<!-- Plugin JavaScript -->
<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery-easing/1.3/jquery.easing.min.js"></script>
<!-- Theme JavaScript -->
<script src="js/grayscale.js"></script>
<!-- Modal reload script -->
<script>
$(document).on('hidden.bs.modal', function (e) {
var target = $(e.target);
target.removeData('bs.modal')
.find(".clearable-content").html('');
});
</script>
</body> <!-- /.Body -->
</html>