{"id":68,"date":"2019-06-19T16:15:51","date_gmt":"2019-06-19T14:15:51","guid":{"rendered":"https:\/\/project.inria.fr\/seacs\/?page_id=68"},"modified":"2019-06-19T16:17:14","modified_gmt":"2019-06-19T14:17:14","slug":"ai4oceandyn","status":"publish","type":"page","link":"https:\/\/project.inria.fr\/seacs\/ai4oceandyn\/","title":{"rendered":"ai4oceandyn"},"content":{"rendered":"<p><b>Workshop on AI for Geophysical Dynamics <\/b><\/p>\n<p><strong><b>November 12-15 2018, Brest<\/b><\/strong><\/p>\n<p><b>Objectives<\/b> : the objectives of this collaborative workshop on Artificial Intelligence and Machine Learning for Geophysical Dynamics are three-fold:<\/p>\n<ul>\n<li>Review, discuss &amp; advance machine learning and deep learning for the analysis, modeling, forecasting and reconstruction of ocean dynamics<\/li>\n<li>Stimulate the cross-fertilization between AI &amp; Ocean science<\/li>\n<li><strong>Bridge model-driven and data-driven frameworks<\/strong><\/li>\n<li>Initiate the definition and evaluation of proof-of-concepts for case-studies of interest<\/li>\n<\/ul>\n<p><b>Invited speakers<\/b> : (see <a href=\"http:\/\/www.imt-atlantique.fr\/sites\/default\/files\/users\/user999\/keynote_workshop_AI4GeoDyn_201811%20-%20Google%20Docs.pdf\">keynote titles and abstrats<\/a>)<\/p>\n<ul>\n<li>Prof. Nicolas Courty, Univ. Bretagne Sud\/IRISA, France (<a href=\"http:\/\/people.irisa.fr\/Nicolas.Courty\">webpage<\/a>)<\/li>\n<li><strong>Dr<\/strong>. Philippe Naveau, CNRS\/IPSL, Francce (<a href=\"https:\/\/www.lsce.ipsl.fr\/Pisp\/philippe.naveau\">webpage<\/a>)<\/li>\n<li>Dr. Julien Le Sommer, CNRS\/IGE, France (<a href=\"https:\/\/lesommer.github.io\">webpage<\/a>)<\/li>\n<li>Prof. Fran\u00e7ois Lauze, DIKU, Denmark (<a href=\"http:\/\/image.diku.dk\/francois\/\">webpage<\/a>)<\/li>\n<li>Prof. Fran\u00e7ois Rousseau, IMT Atlantique, France<\/li>\n<li>Prof. Steve Brunton, Univ. Washington, USA (<a href=\"https:\/\/www.eigensteve.com\">webpage<\/a>)<\/li>\n<\/ul>\n<p><b><strong>Organizing committee<\/strong><\/b> :<\/p>\n<ul>\n<li>Prof. Ronan Fablet, IMT Atlantique\/Lab-STICC, France<\/li>\n<li>Prof. Fran\u00e7ois Rousseau, IMT Atlantique\/Latim, France<\/li>\n<li><strong>Prof. Lucas Drumetz, IMT Atlantique\/Lab-STICC, France<\/strong><\/li>\n<li><strong>Dr. Lionel Mathelin, CNRS\/LIMSI, France<\/strong><\/li>\n<li><strong>Dr. B\u00e9reng\u00e8re Podvin, CNRS\/LIMSI, Franc<\/strong><\/li>\n<li><strong>Prof. Eric Blayo, UGA\/INRIA AirSea, France<\/strong><\/li>\n<li><strong>Prof. Ma\u00eblle Nodet, UGA\/INRIA AirSea, France<\/strong><\/li>\n<\/ul>\n<p><b><strong>Location<\/strong><\/b>: P\u00f4le Num\u00e9rique Brest Iroise, Technop\u00f4le Brest-Iroise, 29280 Plouzan\u00e9 (<a href=\"https:\/\/goo.gl\/maps\/dm9Eovicj4k\">google map link<\/a>).<\/p>\n<p><b><strong>Preliminary program<\/strong><\/b>: The workshop will combine scientific talks and open forum sessions as detailed below.<\/p>\n<p><b><strong>Sponsors<\/strong><\/b>: The workshop is supported by IMT Atlantique, Labex Cominlabs (project SEACS), Microsoft AI EU Ocean award (AI4OceanDyn).<\/p>\n<table width=\"472\">\n<tbody>\n<tr>\n<td><b>Monday, November 12<\/b><\/p>\n<p><b>2.00pm-6.00pm<\/b><\/td>\n<td><b>Welcome word<\/b><\/p>\n<p><b>Keynote: Dr. J. Le Sommer, CNRS, IGE (45\u2019+15\u2019)<\/b><\/p>\n<p>Ocean Science &amp; Machine Learning: Challenges &amp; Opportunities<\/p>\n<p>&nbsp;<\/p>\n<p><b>Keynote: Prof. F. Rousseau, IMT Atlantique (45\u2019+15\u2019)<\/b><\/p>\n<p>Registration, Diffeomorphism, ODE &amp; ResNet<\/p>\n<p>&nbsp;<\/p>\n<p><b>Open forum session (<\/b>Propose &amp; share problem\/theme proposal)<\/p>\n<p>5&#8242; presentation for proposals of working group themes\/subjects (any participant)<\/td>\n<\/tr>\n<tr>\n<td><b>Tuesday, November 13<\/b><\/p>\n<p><b>9.00am-12.30pm<\/b><\/td>\n<td><b>Keynote: Prof. N. Courty, Univ. Bretagne Sud, IRISA (45\u2019+15\u2019)<\/b><\/p>\n<p><em>Machine learning &amp; Optimal transport<\/em><\/p>\n<p>&nbsp;<\/p>\n<p><b>In parallel :<\/b><\/p>\n<p><strong><b>Introduction to Machine learning and Deep learning for beginners<\/b><\/strong><\/p>\n<p><b>Open forum session &amp; working groups<\/b><\/td>\n<\/tr>\n<tr>\n<td><b>Tuesday, November 13<\/b><\/p>\n<p><b>2.00pm-6.00pm<\/b><\/td>\n<td><b>Keynote: Prof. S. Brunton, Univ. of Washington (45\u2019+15\u2019)<\/b><\/p>\n<p>Machine learning of interpretable nonlinear models for unsteady flow physics<\/p>\n<p>&nbsp;<\/p>\n<p><b>Open forum session &amp; working groups<\/b><\/td>\n<\/tr>\n<tr>\n<td><b>Wedsneday, Nov. 14<\/b><\/p>\n<p><b>9.00pm-12.30pm<\/b><\/td>\n<td><b>Keynote: Dr. P. Naveau, CNRS, IPSL (45\u2019+15\u2019)<\/b><\/p>\n<p><em>Learning complex spatial dependence structure among heavy rainfall or how to combine data within max-stable processes? (see <a href=\"http:\/\/www.imt-atlantique.fr\/sites\/default\/files\/users\/user999\/keynote_workshop_AI4GeoDyn_201811%20-%20Google%20Docs.pdf\">abstrat<\/a>)<\/em><\/p>\n<p>&nbsp;<\/p>\n<p><b>Open forum session &amp; working groups<\/b><\/td>\n<\/tr>\n<tr>\n<td><b>Wedsneday, Nov. 14<\/b><\/p>\n<p><b>2.00pm-6.00pm<\/b><\/td>\n<td><b>Keynote: Prof. F.. Lauze, DIKU (45\u2019+15\u2019) <\/b><\/p>\n<p>To be defined<\/p>\n<p>&nbsp;<\/p>\n<p><b>Open forum session &amp; working groups<\/b><\/td>\n<\/tr>\n<tr>\n<td><b>Thursday, November 15<\/b><\/p>\n<p><b>9.00pm-12.00pm<\/b><\/td>\n<td><b>Wrap-up session<\/b><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><b><strong>List of participants<\/strong><\/b>:<\/p>\n<ul>\n<li>C\u00e9dric Herzet, SIm-SMART, INRIA Rennes<\/li>\n<li>Etienne M\u00e9min, Fluminance, INRIA Rennes<\/li>\n<li>Lucas Drumetz, IMT Atlantique, Lab-STICC<\/li>\n<li>Pierre Tandeo, IMT Atlantique, Lab-STICC<\/li>\n<li>Fran\u00e7ois Rousseau, IMT Atlantique, Latim<\/li>\n<li>Ronan Fablet, IMT Atlantique, Lab-STICC<\/li>\n<li>Said Ouala, IMT Atlantique, Lab-STICC<\/li>\n<li>Duong Nguyen, IMT Atlantique, Lab-STICC<\/li>\n<li>Manuel Lopez Radcenco, IMT Atlantique, Lab-STICC<\/li>\n<li>Yicun Zheng, IMT Atlantique, Lab-STICC<\/li>\n<li>Paul Platzer, IMT Atlantique, Lab-STICC<\/li>\n<li>Dorian Cazau, IMT Atlantique, Lab-STICC<\/li>\n<li>Julien Le Sommer, CNRS, IGE<\/li>\n<li>Redouane Lguensat, CNRS, IGE<\/li>\n<li>Nicolas Courty, UBS, IRISA<\/li>\n<li>Cl\u00e9ment Le Goff, E-odyn<\/li>\n<li>B\u00e9regng\u00e8re Podvin, CNRS, LIMSI<\/li>\n<li>Eric Blayo, UGA, LJK<\/li>\n<li>Steven Brunton, University of Washington<\/li>\n<li>Bertrand Chapron, Ifremer, LOPS<\/li>\n<li><em>Fran\u00e7ois Lauze, DIKU<\/em><\/li>\n<li><em>Elodie Martinez, IRD, LOPS<\/em><\/li>\n<li><em>Yvain Qu\u00e9au, CNRS, Greyc<\/em><\/li>\n<li><em>Marie-No\u00eblle Bouin, CNRM<\/em><\/li>\n<li><em>Pierre Ailliot, UBO, LMBA\u00a0<\/em><\/li>\n<li><em>Thomas Corpetti, CNRS, LETG<\/em><\/li>\n<li><em>Nicolas Long\u00e9p\u00e9, CLS\u00a0<\/em><\/li>\n<li>Sammy Metref, IGE<\/li>\n<li>Jacques Verron, IGE<\/li>\n<li>Alex Ayet, Ifremer\/LOPS, ENS\/LMD<\/li>\n<li>Elise Arnaud, AirSea, LJK<\/li>\n<li>Arthur Vidard, Airsea, LJK<\/li>\n<li>Jean-Marc Delouis, LOPS<\/li>\n<li>Laurent Cordier, CNRS, PRIME<\/li>\n<li>Gilles Tissot, Fluminance, INRIA Rennes<\/li>\n<li>Fabrice Collard, ODL<\/li>\n<\/ul>\n<p>Below a first list of potential themes of interest for the working groups :<\/p>\n<ul>\n<li>Learning-based identification of geophysically-sound governing equations (R. Fablet)<\/li>\n<li>Learning Poincar\u00e9-Takens-Koopman operators (B. Chapron)<\/li>\n<li>Learning &amp; Extremes of dynamical systems (P. Naveau)<\/li>\n<li>NN-based Kalman-like assimilation (L. Drumetz)<\/li>\n<li>Diffeomorphic flows, Dynamical Systems &amp; Deep Learning (F. Rousseau)<\/li>\n<li>Learning closure representations (J. Le Sommer)<\/li>\n<li>Bulk formulation &amp; Machine Learning (E. Blayo\/M.N. Bouin)<\/li>\n<li>Learning-based modeling and denoising of satellite attitude dynamcis (F. Collard)<\/li>\n<\/ul>\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>Workshop on AI for Geophysical Dynamics November 12-15 2018, Brest Objectives : the objectives of this collaborative workshop on Artificial Intelligence and Machine Learning for\u2026<\/p>\n<p> <a class=\"continue-reading-link\" href=\"https:\/\/project.inria.fr\/seacs\/ai4oceandyn\/\"><span>Continue reading<\/span><i class=\"crycon-right-dir\"><\/i><\/a> <\/p>\n","protected":false},"author":1611,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-68","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/project.inria.fr\/seacs\/wp-json\/wp\/v2\/pages\/68","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/project.inria.fr\/seacs\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/project.inria.fr\/seacs\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/project.inria.fr\/seacs\/wp-json\/wp\/v2\/users\/1611"}],"replies":[{"embeddable":true,"href":"https:\/\/project.inria.fr\/seacs\/wp-json\/wp\/v2\/comments?post=68"}],"version-history":[{"count":2,"href":"https:\/\/project.inria.fr\/seacs\/wp-json\/wp\/v2\/pages\/68\/revisions"}],"predecessor-version":[{"id":82,"href":"https:\/\/project.inria.fr\/seacs\/wp-json\/wp\/v2\/pages\/68\/revisions\/82"}],"wp:attachment":[{"href":"https:\/\/project.inria.fr\/seacs\/wp-json\/wp\/v2\/media?parent=68"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}