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Quand l'ingénierie rencontre l'IA : prix international pour le Centre de Robotique et ses avancées en navigation autonome  - MINES PARIS - PSL

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Silvère Bonnabel, professeur au Centre de Robotique (CAOR) de Mines Paris – PSL, a reçu, avec ses co-auteurs Martin Brossard et Axel Barrau, le « 2024 George N. Saridis Best Transactions Paper Award for Outstanding Research ». Ce prix de la revue IEEE Transactions on Intelligent Vehicles (T-IV) récompense leur article « AI-IMU Dead-Reckoning ». Tout comme dans le film avec Tom Cruise qui débute dans un sous-marin, cette méthode innovante combine techniques d’ingénierie et intelligence artificielle pour améliorer la navigation des véhicules intelligents. La cérémonie de remise s’est tenue le 25 septembre 2024, lors de la conférence internationale IEEE International Conference on Intelligent Transportation Systems (ITSC)  à Edmonton, au Canada. " /> <link rel="canonical" href="https://www.minesparis.psl.eu/actualites/quand-lingenierie-rencontre-lia-prix-international-pour-le-centre-de-robotique-et-ses-avancees-en-navigation-autonome/" /> <meta property="og:locale" content="fr_FR" /> <meta property="og:locale:alternate" content="en_GB" /> <meta property="og:type" content="article" /> <meta property="og:title" content="Quand l&#039;ingénierie rencontre l&#039;IA : prix international pour le Centre de Robotique et ses avancées en navigation autonome  - MINES PARIS - PSL" /> <meta property="og:description" content="Le dernier film &quot;Mission: Impossible – Dead Reckoning&quot; tire son nom d&#039;une méthode de navigation consistant à estimer sa position actuelle en se basant uniquement sur sa dernière position connue, sans recourir à des systèmes de repérage externes comme le GPS, la vision ou des cartes. Silvère Bonnabel, professeur au Centre de Robotique (CAOR) de Mines Paris – PSL, a reçu, avec ses co-auteurs Martin Brossard et Axel Barrau, le « 2024 George N. Saridis Best Transactions Paper Award for Outstanding Research ». Ce prix de la revue IEEE Transactions on Intelligent Vehicles (T-IV) récompense leur article « AI-IMU Dead-Reckoning ». Tout comme dans le film avec Tom Cruise qui débute dans un sous-marin, cette méthode innovante combine techniques d’ingénierie et intelligence artificielle pour améliorer la navigation des véhicules intelligents. 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Silvère Bonnabel, professeur au Centre de Robotique (CAOR) de Mines Paris – PSL, a reçu, avec ses co-auteurs Martin Brossard et Axel Barrau, le « 2024 George N. Saridis Best Transactions Paper Award for Outstanding Research ». Ce prix de la revue IEEE Transactions on Intelligent Vehicles (T-IV) récompense leur article « AI-IMU Dead-Reckoning ». Tout comme dans le film avec Tom Cruise qui débute dans un sous-marin, cette méthode innovante combine techniques d’ingénierie et intelligence artificielle pour améliorer la navigation des véhicules intelligents. 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class="badge badge-pill badge-secondary">Prix et distinctions</span> <span class="badge badge-pill badge-secondary">Transformation numérique</span> <span class="badge badge-pill badge-secondary">Décryptage</span> </div> <div class="date-evenement"> <div class="date"> <div class="date-icone"> <svg width="22" height="22" viewBox="0 0 22 22" fill="none" xmlns="http://www.w3.org/2000/svg"> <path d="M2.75 11C2.75 12.0834 2.96339 13.1562 3.37799 14.1571C3.7926 15.1581 4.40029 16.0675 5.16637 16.8336C5.93245 17.5997 6.84193 18.2074 7.84286 18.622C8.8438 19.0366 9.91659 19.25 11 19.25C12.0834 19.25 13.1562 19.0366 14.1571 18.622C15.1581 18.2074 16.0675 17.5997 16.8336 16.8336C17.5997 16.0675 18.2074 15.1581 18.622 14.1571C19.0366 13.1562 19.25 12.0834 19.25 11C19.25 8.81196 18.3808 6.71354 16.8336 5.16637C15.2865 3.61919 13.188 2.75 11 2.75C8.81196 2.75 6.71354 3.61919 5.16637 5.16637C3.61919 6.71354 2.75 8.81196 2.75 11Z" stroke="#005E9E" stroke-width="2" stroke-linecap="round" 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16.148 7.71054ZM13.5 14.6251H2.8125V6.18757C2.8125 6.03838 2.75324 5.89531 2.64775 5.78982C2.54226 5.68433 2.39918 5.62507 2.25 5.62507C2.10082 5.62507 1.95774 5.68433 1.85225 5.78982C1.74676 5.89531 1.6875 6.03838 1.6875 6.18757V14.6251C1.6875 14.9234 1.80603 15.2096 2.017 15.4206C2.22798 15.6315 2.51413 15.7501 2.8125 15.7501H13.5C13.6492 15.7501 13.7923 15.6908 13.8977 15.5853C14.0032 15.4798 14.0625 15.3368 14.0625 15.1876C14.0625 15.0384 14.0032 14.8953 13.8977 14.7898C13.7923 14.6843 13.6492 14.6251 13.5 14.6251Z" fill="#120606"/> </svg> </a> <script async src="https://static.addtoany.com/menu/page.js"></script> </div> <div class="thumbnail"> <img width="1024" height="576" src="https://www.minesparis.psl.eu/wp-content/uploads/2024/10/Un-sous-marin-h-82dc1fa2-8277-403e-beee-10bba2f32efb-1024x576.png" class="eco img-fluid wp-post-image" alt="" decoding="async" fetchpriority="high" srcset="https://www.minesparis.psl.eu/wp-content/uploads/2024/10/Un-sous-marin-h-82dc1fa2-8277-403e-beee-10bba2f32efb-1024x576.png 1024w, https://www.minesparis.psl.eu/wp-content/uploads/2024/10/Un-sous-marin-h-82dc1fa2-8277-403e-beee-10bba2f32efb-300x169.png 300w, https://www.minesparis.psl.eu/wp-content/uploads/2024/10/Un-sous-marin-h-82dc1fa2-8277-403e-beee-10bba2f32efb-768x432.png 768w, https://www.minesparis.psl.eu/wp-content/uploads/2024/10/Un-sous-marin-h-82dc1fa2-8277-403e-beee-10bba2f32efb-1300x731.png 1300w, https://www.minesparis.psl.eu/wp-content/uploads/2024/10/Un-sous-marin-h-82dc1fa2-8277-403e-beee-10bba2f32efb.png 1366w" sizes="(max-width: 1024px) 100vw, 1024px" /> </div> <div class="description"> <h5 style="text-align: center;"><i><span data-contrast="auto">Le dernier film </span></i><em>« Mission: Impossible – Dead Reckoning »</em><i><span data-contrast="auto"> tire son nom d&rsquo;une méthode de navigation consistant à estimer sa position actuelle en se basant uniquement sur sa dernière position connue, sans recourir à des systèmes de repérage externes comme le GPS, la vision ou des cartes. </span></i><a href="https://www.linkedin.com/in/silv%C3%A8re-bonnabel-592a083a/?originalSubdomain=fr"><i><span data-contrast="none">Silvère Bonnabel</span></i></a><i><span data-contrast="auto">, professeur au </span></i><a href="https://www.caor.minesparis.psl.eu/"><i><span data-contrast="none">Centre de Robotique (CAOR)</span></i></a><i><span data-contrast="auto"> de Mines Paris – PSL, a reçu, avec ses co-auteurs </span></i><a href="https://www.linkedin.com/in/martin-brossard-4672a995/"><i><span data-contrast="none">Martin Brossard</span></i></a><i><span data-contrast="auto"> et </span></i><a href="https://www.linkedin.com/in/axel-barrau-0b926930/?originalSubdomain=fr"><i><span data-contrast="none">Axel Barrau</span></i></a><i><span data-contrast="auto">, le « 2024 George N. Saridis Best Transactions Paper Award for Outstanding Research ». Ce prix de la revue </span></i><a href="https://ieee-itss.org/pub/t-iv/"><span data-contrast="none">IEEE Transactions on Intelligent Vehicles (T-IV)</span></a><i><span data-contrast="auto"> récompense leur article « </span></i><a href="https://minesparis-psl.hal.science/hal-02097099/"><i><span data-contrast="none">AI-IMU Dead-Reckoning</span></i></a><i><span data-contrast="auto"> ». Tout comme dans le film avec Tom Cruise qui débute dans un sous-marin, cette méthode innovante combine techniques d’ingénierie et intelligence artificielle pour améliorer la navigation des véhicules intelligents. La cérémonie de remise s’est tenue le 25 septembre 2024, lors de la conférence internationale </span></i><a href="https://ieee-itss.org/conf/itsc/"><i><span data-contrast="none">IEEE International Conference on Intelligent Transportation Systems (ITSC)</span></i></a><i><span data-contrast="auto">  à Edmonton, au Canada.</span></i><span data-ccp-props="{&quot;335551550&quot;:6,&quot;335551620&quot;:6}"> </span></h5> </div> </div> </div> </div> </div> </div> <div class="page-blocks actu-block "> <div class="container"> <div class="row mt-4"> <div class="col-md-12"> <h2 style="text-align: justify;">L’IA au service de l’ingénierie classique</h2><br /> <p style="text-align: justify;"><span data-contrast="auto">L’article récompensé propose une solution novatrice pour améliorer le « dead reckoning », une technique de navigation basée sur les informations inertielles et d’odométrie, pour déterminer le mouvement d’un véhicule à roues. Les informations sont fournies par des capteurs IMU (Inertial Measurement Unit), ou centrale à inertie, un instrument utilisé en navigation capable d&rsquo;intégrer les mouvements d’un véhicule pour estimer son orientation, sa vitesse et sa position. Elles sont combinées avec les mesures des tours de roues (odomètres) pour calculer la trajectoire d’un véhicule à partir de sa dernière position connue.</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}"> </span></p><br /> <p style="text-align: justify;"><span data-contrast="auto">Historiquement utilisée dans l’aéronautique et la marine, la navigation inertielle peut être utilisée dans l’automobile, notamment avec l’avènement des véhicules autonomes. Cependant, les capteurs étant moins coûteux que ceux utilisés dans l’aéronautique, l&rsquo;estimation tend à s’écarter rapidement de la trajectoire réelle.  Pour surmonter ces obstacles, l’équipe a eu recours à l’intelligence artificielle, mais de manière ciblée : l’IA est employée uniquement pour déterminer à tout instant le degré de confiance que la navigation inertielle peut avoir en les mesures des tours de roues. </span><span data-ccp-props="{&quot;335551550&quot;:6,&quot;335551620&quot;:6}"> </span></p><br /> <p style="text-align: justify;"><span data-contrast="auto">L’IA peut ainsi compenser les lacunes des méthodes traditionnelles. Plutôt que de remplacer complètement les techniques éprouvées de navigation, l’IA est utilisée pour améliorer des aspects que les techniques classiques peinent à traiter, notamment dans des conditions non modélisées ou imprévisibles (glissements des roues).</span><span data-ccp-props="{&quot;335551550&quot;:6,&quot;335551620&quot;:6}"> </span></p><br /> <p style="text-align: justify;"><span data-contrast="auto">L’un des traits les plus remarquables de ces travaux est qu&rsquo;ils parviennent à rivaliser avec les méthodes basées sur la vision par caméra. En effet, les résultats expérimentaux obtenus montrent une erreur de trajectoire inférieure à 1 %, ce qui en fait une alternative sérieuse aux systèmes utilisant des caméras. Cela ouvre de nouvelles perspectives pour les véhicules autonomes, notamment pour prendre le relai sur la vision en cas de problème (défaut de la caméra, manque de luminosité, route enneigée).</span></p><br /> <p><img decoding="async" class="wp-image-16882 aligncenter" src="https://www.minesparis.psl.eu/wp-content/uploads/2024/10/A9vn3smv_1t1ir1k_lb4-300x163.png" alt="" width="769" height="418" srcset="https://www.minesparis.psl.eu/wp-content/uploads/2024/10/A9vn3smv_1t1ir1k_lb4-300x163.png 300w, https://www.minesparis.psl.eu/wp-content/uploads/2024/10/A9vn3smv_1t1ir1k_lb4-1024x558.png 1024w, https://www.minesparis.psl.eu/wp-content/uploads/2024/10/A9vn3smv_1t1ir1k_lb4-1536x837.png 1536w, https://www.minesparis.psl.eu/wp-content/uploads/2024/10/A9vn3smv_1t1ir1k_lb4-2048x1116.png 2048w, https://www.minesparis.psl.eu/wp-content/uploads/2024/10/A9vn3smv_1t1ir1k_lb4-1300x708.png 1300w" sizes="(max-width: 769px) 100vw, 769px" /></p><br /> <p style="text-align: center;"><em><span class="TextRun SCXW233946376 BCX2" lang="FR-FR" xml:lang="FR-FR" data-contrast="auto"><span class="NormalTextRun SCXW233946376 BCX2">Ce schéma</span><span class="NormalTextRun SCXW233946376 BCX2"> issu de l’article</span><span class="NormalTextRun SCXW233946376 BCX2"> montre les différents systèmes de coordonnées utilisés dans l&rsquo;étude. </span><span class="NormalTextRun SCXW233946376 BCX2">Le but est de retrouver la trajectoire de la voiture (en bleue) à tout instant, sans utiliser la vision.</span></span></em></p><br /> <h2 style="text-align: justify;">Une collaboration stratégique avec les entreprises</h2><br /> <p style="text-align: justify;"><span data-contrast="auto">L’article primé s’inscrit dans l’orientation de Mines Paris – PSL qui favorise les partenariats entre la recherche et le monde de l’entreprise. En effet, il s’agit d’un travail conjoint avec l’entreprise Safran, spécialiste des systèmes de navigation et l’un des leaders mondiaux du secteur, qui illustre parfaitement l&rsquo;approche multidisciplinaire nécessaire pour faire progresser la navigation autonome.</span><span data-ccp-props="{&quot;335551550&quot;:6,&quot;335551620&quot;:6}"> </span></p><br /> <p style="text-align: justify;"><span data-contrast="auto">Martin Brossard, qui a rédigé cet article lors de sa thèse au CAOR, travaille aujourd&rsquo;hui chez </span><a href="https://helsing.ai/fr"><span data-contrast="none">Helsing</span></a><span data-contrast="auto">, une entreprise spécialisée dans l’intelligence artificielle. </span><span data-contrast="auto">Axel Barrau, ancien chercheur associé au CAOR, co-directeur de la thèse et ingénieur chez Safran au moment de la rédaction de l’article, est aujourd&rsquo;hui directeur technologique de la startup Offroad, dont les systèmes de cartographie automatique de haute précision permettent une nouvelle gestion de l&rsquo;espace public. </span><span data-contrast="auto">Leurs contributions, aux côtés de celles de Silvère Bonnabel, démontrent la richesse et la diversité des talents formés au sein de Mines Paris – PSL.</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}"> </span></p><br /> <p><em><img decoding="async" class="alignnone wp-image-16883 aligncenter" src="https://www.minesparis.psl.eu/wp-content/uploads/2024/10/PXL_20230428_224723536-300x169.jpg" alt="" width="673" height="379" srcset="https://www.minesparis.psl.eu/wp-content/uploads/2024/10/PXL_20230428_224723536-300x169.jpg 300w, https://www.minesparis.psl.eu/wp-content/uploads/2024/10/PXL_20230428_224723536-768x432.jpg 768w, https://www.minesparis.psl.eu/wp-content/uploads/2024/10/PXL_20230428_224723536.jpg 1024w" sizes="(max-width: 673px) 100vw, 673px" /></em></p><br /> <p style="text-align: center;"><span class="TextRun SCXW235034973 BCX2" lang="FR-FR" xml:lang="FR-FR" data-contrast="auto"><em><span class="NormalTextRun SCXW235034973 BCX2">V</span></em><span class="NormalTextRun SCXW235034973 BCX2"><em>oiture de course autonome de l’Université d’Auburn, <span class="TextRun SCXW41164600 BCX2" lang="FR-FR" xml:lang="FR-FR" data-contrast="auto"><span class="NormalTextRun SCXW41164600 BCX2">sponsorisée par Safran Electronics &amp; </span><span class="NormalTextRun SpellingErrorV2Themed SCXW41164600 BCX2">Defense</span></span></em><br /><br /> </span></span></p><br /> <p>&nbsp;</p><br /> <h2 style="text-align: justify;">Un prix international prestigieux récompensant une recherche de haut niveau</h2><br /> <p style="text-align: justify;"><span data-contrast="auto">Le CAOR, depuis sa création, a joué un rôle pionnier dans le domaine des véhicules intelligents. Cette vision avant-gardiste est en grande partie due à Claude Laurgeau, professeur, roboticien et fondateur du centre en 1988 </span><span data-contrast="none">qu&rsquo;il dirige jusqu&rsquo;en février 2008. D</span><span data-contrast="auto">ès les années 1990, Claude Laurgeau anticipait déjà les développements technologiques actuels. Son ouvrage, </span><a href="https://www.pressesdesmines.com/produit/le-siecle-de-la-voiture-intelligente/"><i><span data-contrast="none">Le siècle de la voiture intelligente</span></i></a><span data-contrast="auto">, publié aux </span><a href="https://www.pressesdesmines.com/"><span data-contrast="none">Presses des Mines</span></a><span data-contrast="auto">, témoigne de cette anticipation des évolutions à venir dans le domaine des transports autonomes.</span><span data-ccp-props="{&quot;335551550&quot;:6,&quot;335551620&quot;:6}"> </span></p><br /> <p style="text-align: justify;"><span data-contrast="auto">Le prix du meilleur article de la revue IEEE T-IV, reçu il y a quelques jours, couronne une recherche de plusieurs années, évaluée sur des critères d’originalité, de citations, d’impact et d’importance pour la communauté scientifique. La revue IEEE </span><span data-contrast="auto">T-IV, journal international à forte visibilité comme en témoigne son facteur d’impact de 14,</span><span data-contrast="auto"> publie de nombreux articles, triés par des comités de relecture. Cette reconnaissance n’est pas seulement une récompense individuelle, mais confirme également la place privilégiée du CAOR à l’international dans la recherche sur les véhicules intelligents, un axe historique du laboratoire.</span><span data-ccp-props="{&quot;335551550&quot;:6,&quot;335551620&quot;:6}"> </span></p><br /> <p style="text-align: justify;"><span data-contrast="auto">Ce n’est d’ailleurs pas la première fois que Silvère Bonnabel est distingué pour ses contributions. En 2020, il avait déjà reçu un prix similaire pour ses travaux dans le domaine de l’automatique, une branche de la robotique se trouvant au cœur des recherches menées au CAOR, ainsi que le Prix Européen de l’Automatique en 2021, et le </span><a href="https://www.academie-sciences.fr/en/Laureats/laureats-2022-des-prix-imt-academie-des-sciences-jean-louis-de-bougrenet-de-la-tocnaye-et-silvere-bonnabel.html"><span data-contrast="none">prix IMT-Académie des Sciences</span></a><span data-contrast="auto"> en 2022.</span><span data-ccp-props="{&quot;335551550&quot;:6,&quot;335551620&quot;:6}"> </span></p><br /> <p>&nbsp;</p><br /> <h2 style="text-align: justify;">Une portée au-delà de la recherche académique<span data-ccp-props="{}"> </span></h2><br /> <p style="text-align: justify;"><span data-contrast="auto">Le prix récompense ainsi non seulement l&rsquo;originalité de la recherche, mais aussi son impact potentiel dans le monde réel. À une époque où les véhicules autonomes prennent une place de plus en plus importante dans les projets de mobilité du futur, cette avancée technologique ouvre la voie à de nouvelles applications concrètes.</span><span data-ccp-props="{&quot;335551550&quot;:6,&quot;335551620&quot;:6}"> </span></p><br /> <p style="text-align: center;"><a class="button-mines btn-bleu flech lf-blanc" href="https://ieeexplore.ieee.org/document/9035481" target="_blank" rel="noopener">Lire l&rsquo;article récompensé</a></p><br /> <hr /><br /> <h1>Les auteurs</h1><br /> </div> </div> </div> <div class="container"> <div class="row mt-4"> <div class="col-md-4"> <p><img decoding="async" class=" wp-image-16886 aligncenter" src="https://www.minesparis.psl.eu/wp-content/uploads/2024/10/Bonnabel-275x300.jpg" alt="" width="240" height="262" srcset="https://www.minesparis.psl.eu/wp-content/uploads/2024/10/Bonnabel-275x300.jpg 275w, https://www.minesparis.psl.eu/wp-content/uploads/2024/10/Bonnabel-938x1024.jpg 938w, https://www.minesparis.psl.eu/wp-content/uploads/2024/10/Bonnabel-768x838.jpg 768w, https://www.minesparis.psl.eu/wp-content/uploads/2024/10/Bonnabel-1408x1536.jpg 1408w, https://www.minesparis.psl.eu/wp-content/uploads/2024/10/Bonnabel-1877x2048.jpg 1877w, https://www.minesparis.psl.eu/wp-content/uploads/2024/10/Bonnabel-1300x1419.jpg 1300w, https://www.minesparis.psl.eu/wp-content/uploads/2024/10/Bonnabel.jpg 1919w" sizes="(max-width: 240px) 100vw, 240px" /></p> <p style="text-align: center;"><em><a href="https://www.linkedin.com/in/silv%C3%A8re-bonnabel-592a083a/?originalSubdomain=fr">Silvère Bonnabel</a>, professeur au <a href="https://www.caor.minesparis.psl.eu/">Centre de Robotique (CAOR)</a> de Mines Paris – PSL </em></p> <p>&nbsp;</p> </div> <div class="col-md-4"> <p><img decoding="async" class=" wp-image-16885 aligncenter" src="https://www.minesparis.psl.eu/wp-content/uploads/2024/10/Barrau-237x300.jpg" alt="" width="225" height="284" srcset="https://www.minesparis.psl.eu/wp-content/uploads/2024/10/Barrau-237x300.jpg 237w, https://www.minesparis.psl.eu/wp-content/uploads/2024/10/Barrau-808x1024.jpg 808w, https://www.minesparis.psl.eu/wp-content/uploads/2024/10/Barrau-768x974.jpg 768w, https://www.minesparis.psl.eu/wp-content/uploads/2024/10/Barrau-1212x1536.jpg 1212w, https://www.minesparis.psl.eu/wp-content/uploads/2024/10/Barrau-1616x2048.jpg 1616w, https://www.minesparis.psl.eu/wp-content/uploads/2024/10/Barrau-1300x1648.jpg 1300w, https://www.minesparis.psl.eu/wp-content/uploads/2024/10/Barrau-scaled.jpg 2019w" sizes="(max-width: 225px) 100vw, 225px" /></p> <p style="text-align: center;"><em><a class="Hyperlink SCXW216611429 BCX2" href="https://www.linkedin.com/in/axel-barrau-0b926930/?originalSubdomain=fr" target="_blank" rel="noreferrer noopener"><span class="TextRun Underlined SCXW216611429 BCX2" lang="FR-FR" xml:lang="FR-FR" data-contrast="none"><span class="NormalTextRun SCXW216611429 BCX2" data-ccp-charstyle="Hyperlink">Axel </span><span class="NormalTextRun SCXW216611429 BCX2" data-ccp-charstyle="Hyperlink">Barrau</span></span></a><span class="TextRun SCXW216611429 BCX2" lang="FR-FR" xml:lang="FR-FR" data-contrast="auto"><span class="NormalTextRun SCXW216611429 BCX2">,</span><span class="NormalTextRun SCXW216611429 BCX2"> fondateur et</span> <span class="NormalTextRun SCXW216611429 BCX2">d</span><span class="NormalTextRun SCXW216611429 BCX2">irecteur technique chez </span></span><a class="Hyperlink SCXW216611429 BCX2" href="https://offroad.works/" target="_blank" rel="noreferrer noopener"><span class="TextRun Underlined SCXW216611429 BCX2" lang="FR-FR" xml:lang="FR-FR" data-contrast="none"><span class="NormalTextRun SCXW216611429 BCX2" data-ccp-charstyle="Hyperlink">OFFROAD</span></span></a></em></p> </div> <div class="col-md-4"> <p style="text-align: center;"><img decoding="async" class="alignnone wp-image-16895" src="https://www.minesparis.psl.eu/wp-content/uploads/2024/10/Brossard-1-243x300.jpg" alt="" width="234" height="289" srcset="https://www.minesparis.psl.eu/wp-content/uploads/2024/10/Brossard-1-243x300.jpg 243w, https://www.minesparis.psl.eu/wp-content/uploads/2024/10/Brossard-1-828x1024.jpg 828w, https://www.minesparis.psl.eu/wp-content/uploads/2024/10/Brossard-1-768x950.jpg 768w, https://www.minesparis.psl.eu/wp-content/uploads/2024/10/Brossard-1-1242x1536.jpg 1242w, https://www.minesparis.psl.eu/wp-content/uploads/2024/10/Brossard-1-1300x1608.jpg 1300w, https://www.minesparis.psl.eu/wp-content/uploads/2024/10/Brossard-1.jpg 1351w" sizes="(max-width: 234px) 100vw, 234px" /></p> <p style="text-align: center;"><em><a class="Hyperlink SCXW87929224 BCX2" href="https://www.linkedin.com/in/martin-brossard-4672a995/" target="_blank" rel="noreferrer noopener"><span class="TextRun Underlined SCXW87929224 BCX2" lang="FR-FR" xml:lang="FR-FR" data-contrast="none"><span class="NormalTextRun SCXW87929224 BCX2" data-ccp-charstyle="Hyperlink">Martin Brossard</span></span></a><span class="TextRun SCXW87929224 BCX2" lang="FR-FR" xml:lang="FR-FR" data-contrast="auto"><span class="NormalTextRun SCXW87929224 BCX2">,</span> <span class="NormalTextRun SCXW87929224 BCX2">i</span><span class="NormalTextRun SCXW87929224 BCX2">ngénieur de recherche en IA chez </span></span></em><a class="Hyperlink SCXW87929224 BCX2" href="https://helsing.ai/fr" target="_blank" rel="noreferrer noopener"><span class="TextRun Underlined SCXW87929224 BCX2" lang="FR-FR" xml:lang="FR-FR" data-contrast="none"><span class="NormalTextRun SCXW87929224 BCX2" data-ccp-charstyle="Hyperlink"><em>Helsing</em></span></span></a></p> </div> </div> </div></div> <div class="a-decouvrir-aussi"> <div class="container"> <h2>À découvrir aussi</h2> <ul class="decouvrir-list"> <li class="decouvrir-item"> <div class="img"> <img src="https://www.minesparis.psl.eu/wp-content/uploads/2024/10/Image1-360x304.jpg" class="eco" 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