{"id":5857,"date":"2021-10-26T15:05:50","date_gmt":"2021-10-26T19:05:50","guid":{"rendered":"http:\/\/mseas.mit.edu\/?p=5857"},"modified":"2021-10-26T15:10:09","modified_gmt":"2021-10-26T19:10:09","slug":"abhinavs-closure-model-figures-featured-on-cover-of-proceedings-of-the-royal-society","status":"publish","type":"post","link":"https:\/\/mseas.mit.edu\/?p=5857","title":{"rendered":"Abhinav&#8217;s Closure Model Figures Featured on Cover of Proceedings of the Royal Society"},"content":{"rendered":"\n<p>Several figures from Abhinav&#8217;s paper &#8220;<a href=\"http:\/\/mseas.mit.edu\/?p=5497\">Neural Closure Models for Dynamical Systems<\/a>&#8221; have been featured on the cover of the August 2021 issue of the Proceedings of the Royal Society A. Congratulations to Abhinav!<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"alignleft size-large is-resized\"><a href=\"http:\/\/mseas.mit.edu\/wp-content\/uploads\/2021\/10\/prsa_cover.png\" rel=\"lightbox[5857]\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/mseas.mit.edu\/wp-content\/uploads\/2021\/10\/prsa_cover.png\" alt=\"\" class=\"wp-image-5858\" width=\"330\" height=\"326\" srcset=\"https:\/\/mseas.mit.edu\/wp-content\/uploads\/2021\/10\/prsa_cover.png 562w, https:\/\/mseas.mit.edu\/wp-content\/uploads\/2021\/10\/prsa_cover-300x296.png 300w\" sizes=\"auto, (max-width: 330px) 100vw, 330px\" \/><\/a><figcaption>The background is a spatio-temporal zooplankton field, simulated using a complex nonlinear 5-component 1-D physical-biogeochemical model. Seasonal variability is forced through the surface photosynthetically-available radiation and mixed layer depth, each of which vary in time. The 5-component model is one of the dynamical systems used to illustrate our novel neural closure modeling. Overlaid on the zooplankton field is the graphical representation of the time-discretized distributed neural delay differential equation (Distributed-nDDE). The blocks labeled DNN and the integral symbol represent any deep neural-network architecture and time-integration scheme.<\/figcaption><\/figure><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Several figures from Abhinav&#8217;s paper &#8220;Neural Closure Models for Dynamical Systems&#8221; have been featured on the cover of the August 2021 issue of the Proceedings of the Royal Society A. Congratulations to Abhinav!<\/p>\n","protected":false},"author":8,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9,3],"tags":[],"class_list":["post-5857","post","type-post","status-publish","format-standard","hentry","category-papers-submitted","category-news"],"_links":{"self":[{"href":"https:\/\/mseas.mit.edu\/index.php?rest_route=\/wp\/v2\/posts\/5857","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mseas.mit.edu\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mseas.mit.edu\/index.php?rest_route=\/wp\/v2\/types\/post"}],"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=5857"}],"version-history":[{"count":1,"href":"https:\/\/mseas.mit.edu\/index.php?rest_route=\/wp\/v2\/posts\/5857\/revisions"}],"predecessor-version":[{"id":5859,"href":"https:\/\/mseas.mit.edu\/index.php?rest_route=\/wp\/v2\/posts\/5857\/revisions\/5859"}],"wp:attachment":[{"href":"https:\/\/mseas.mit.edu\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5857"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mseas.mit.edu\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5857"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mseas.mit.edu\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5857"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}