{"id":1076,"date":"2021-06-09T12:56:25","date_gmt":"2021-06-09T03:56:25","guid":{"rendered":"https:\/\/mathematicians.korea.ac.kr\/sk23\/?p=1076"},"modified":"2021-06-09T12:56:26","modified_gmt":"2021-06-09T03:56:26","slug":"%ed%8a%b9%ea%b0%95-data-driven-modeling-for-stochastic-systems-with-machine-learning","status":"publish","type":"post","link":"https:\/\/mathematicians.korea.ac.kr\/sk23\/2021\/06\/09\/%ed%8a%b9%ea%b0%95-data-driven-modeling-for-stochastic-systems-with-machine-learning\/","title":{"rendered":"[\ud2b9\uac15] Data-driven modeling for stochastic systems with machine learning"},"content":{"rendered":"\n<p>\uc218\ud559\uacfc \uc815\uae30\ud2b9\uac15\uc785\ub2c8\ub2e4<\/p>\n\n\n\n<p>Data-driven modeling for stochastic systems with machine learning<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li>\uc77c\uc2dc : 2021\ub144 5\uc6d4 28\uc77c (\uae08) 11:00-12:00<\/li><li>\uc7a5\uc18c : \uc544\uc0b0\uc774\ud559\uad00 526\ud638 \ubc0f Zoom\uc744 \uc774\uc6a9\ud55c \uc2e4\uc2dc\uac04 \uc628\ub77c\uc778 \uac15\uc5f0 \ub3d9\uc2dc \uc9c4\ud589<\/li><li>\uc5f0\uc0ac : \ucd5c\ubbfc\uc11d \uad50\uc218 (\ud3ec\ud56d\uacf5\ub300 \uc218\ud559\uacfc)<\/li><li>\uc81c\ubaa9 : Data-driven modeling for stochastic systems with machine learning<\/li><li>\ucd08\ub85d : Models of physical systems typically involve uncertainty in the input data such as those associated with coefficients initial or boundary conditions, geometry, etc. Estimating the propagation of this uncertainty into model output predictions is crucial to provide more insight to the true physics and produce predictions with high fidelity. This often leads to solve partial differential equations with many parameters. We discuss machine learning based algorithms to solve parametric PDEs and present numerical examples to demonstrate the effectiveness of the proposed methods.<\/li><\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\uc218\ud559\uacfc \uc815\uae30\ud2b9\uac15\uc785\ub2c8\ub2e4 Data-driven modeling for stochastic systems with machine learning \uc77c\uc2dc : 2021\ub144 5\uc6d4 28\uc77c (\uae08) 11:00-12:00 \uc7a5\uc18c : \uc544\uc0b0\uc774\ud559\uad00 526\ud638 \ubc0f Zoom\uc744 \uc774\uc6a9\ud55c \uc2e4\uc2dc\uac04 \uc628\ub77c\uc778 \uac15\uc5f0 \ub3d9\uc2dc \uc9c4\ud589 \uc5f0\uc0ac : \ucd5c\ubbfc\uc11d \uad50\uc218 (\ud3ec\ud56d\uacf5\ub300 \uc218\ud559\uacfc) \uc81c\ubaa9 : Data-driven modeling for stochastic systems with machine learning \ucd08\ub85d : Models of physical systems typically involve uncertainty in &#8230; <a title=\"[\ud2b9\uac15] Data-driven modeling for stochastic systems with machine learning\" class=\"read-more\" href=\"https:\/\/mathematicians.korea.ac.kr\/sk23\/2021\/06\/09\/%ed%8a%b9%ea%b0%95-data-driven-modeling-for-stochastic-systems-with-machine-learning\/\" aria-label=\"[\ud2b9\uac15] Data-driven modeling for stochastic systems with machine learning\uc5d0 \ub300\ud574 \ub354 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uc138\uc694\">\ub354 \uc77d\uae30<\/a><\/p>\n","protected":false},"author":6,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"ngg_post_thumbnail":0,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1076","post","type-post","status-publish","format-standard","hentry","category-news-events"],"distributor_meta":false,"distributor_terms":false,"distributor_media":false,"distributor_original_site_name":"","distributor_original_site_url":"https:\/\/mathematicians.korea.ac.kr\/sk23","push-errors":false,"_links":{"self":[{"href":"https:\/\/mathematicians.korea.ac.kr\/sk23\/wp-json\/wp\/v2\/posts\/1076","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mathematicians.korea.ac.kr\/sk23\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mathematicians.korea.ac.kr\/sk23\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mathematicians.korea.ac.kr\/sk23\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/mathematicians.korea.ac.kr\/sk23\/wp-json\/wp\/v2\/comments?post=1076"}],"version-history":[{"count":1,"href":"https:\/\/mathematicians.korea.ac.kr\/sk23\/wp-json\/wp\/v2\/posts\/1076\/revisions"}],"predecessor-version":[{"id":1077,"href":"https:\/\/mathematicians.korea.ac.kr\/sk23\/wp-json\/wp\/v2\/posts\/1076\/revisions\/1077"}],"wp:attachment":[{"href":"https:\/\/mathematicians.korea.ac.kr\/sk23\/wp-json\/wp\/v2\/media?parent=1076"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mathematicians.korea.ac.kr\/sk23\/wp-json\/wp\/v2\/categories?post=1076"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mathematicians.korea.ac.kr\/sk23\/wp-json\/wp\/v2\/tags?post=1076"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}