{"id":5898,"date":"2021-11-15T14:18:59","date_gmt":"2021-11-15T19:18:59","guid":{"rendered":"http:\/\/mseas.mit.edu\/?page_id=5898"},"modified":"2021-11-15T14:20:43","modified_gmt":"2021-11-15T19:20:43","slug":"affordable-gigaton-scale-carbon-sequestration","status":"publish","type":"page","link":"https:\/\/mseas.mit.edu\/?page_id=5898","title":{"rendered":"Affordable Gigaton-Scale Carbon Sequestration"},"content":{"rendered":"\n<p>In this research we combine of probabilistic ocean modeling and control approaches such as reachability with machine learning for optimal path-planning algorithms in strong uncertain dynamic fields. Research tasks include: (1) Realistic Data-driven Ocean and Platform Modeling and Simulation; (2) Optimal Path Planning with High-Dimensional Reachability, Plan Adaptation and Learning; (3) Learning a Final Value Function for long-term Anticipation and Deep Reinforcement Learning Algorithms.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>In this research we combine of probabilistic ocean modeling and control approaches such as reachability with machine learning for optimal path-planning algorithms in strong uncertain dynamic fields. Research tasks include: (1) Realistic Data-driven Ocean and Platform Modeling and Simulation; (2) Optimal Path Planning with High-Dimensional Reachability, Plan Adaptation and Learning; (3) Learning a Final Value [&hellip;]<\/p>\n","protected":false},"author":8,"featured_media":0,"parent":26,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"subpage.php","meta":{"footnotes":""},"class_list":["post-5898","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/mseas.mit.edu\/index.php?rest_route=\/wp\/v2\/pages\/5898","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mseas.mit.edu\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/mseas.mit.edu\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/mseas.mit.edu\/index.php?rest_route=\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/mseas.mit.edu\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=5898"}],"version-history":[{"count":2,"href":"https:\/\/mseas.mit.edu\/index.php?rest_route=\/wp\/v2\/pages\/5898\/revisions"}],"predecessor-version":[{"id":5900,"href":"https:\/\/mseas.mit.edu\/index.php?rest_route=\/wp\/v2\/pages\/5898\/revisions\/5900"}],"up":[{"embeddable":true,"href":"https:\/\/mseas.mit.edu\/index.php?rest_route=\/wp\/v2\/pages\/26"}],"wp:attachment":[{"href":"https:\/\/mseas.mit.edu\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5898"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}