{"id":222579,"date":"2025-09-27T08:30:22","date_gmt":"2025-09-27T13:30:22","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2025\/09\/physics-informed-ai-learns-local-rules-behind-flocking-and-collective-motion-behaviors"},"modified":"2025-09-27T08:30:22","modified_gmt":"2025-09-27T13:30:22","slug":"physics-informed-ai-learns-local-rules-behind-flocking-and-collective-motion-behaviors","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2025\/09\/physics-informed-ai-learns-local-rules-behind-flocking-and-collective-motion-behaviors","title":{"rendered":"Physics-informed AI learns local rules behind flocking and collective motion behaviors"},"content":{"rendered":"<p><a class=\"aligncenter blog-photo\" href=\"https:\/\/lifeboat.com\/blog.images\/physics-informed-ai-learns-local-rules-behind-flocking-and-collective-motion-behaviors.jpg\"><\/a><\/p>\n<p>Researchers at Seoul National University and Kyung Hee University report a framework to control collective motions, such as ring, clumps, mill, flock, by training a physics-informed AI to learn the local rules that govern interactions among individuals.<\/p>\n<p>The paper is <a href=\"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S2666386425004564\" target=\"_blank\">published<\/a> in the journal Cell Reports Physical Science.<\/p>\n<p>The approach specifies when an ordered state should appear from random initial conditions and tunes geometric features (average radius, cluster size, flock size). Furthermore, trained on published <a href=\"https:\/\/www.nature.com\/articles\/nature08891\" target=\"_blank\">GPS trajectories of real pigeons<\/a>, the model uncovers interaction mechanisms observed in real flocks.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Researchers at Seoul National University and Kyung Hee University report a framework to control collective motions, such as ring, clumps, mill, flock, by training a physics-informed AI to learn the local rules that govern interactions among individuals. The paper is published in the journal Cell Reports Physical Science. The approach specifies when an ordered state [\u2026]<\/p>\n","protected":false},"author":427,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[],"class_list":["post-222579","post","type-post","status-publish","format-standard","hentry","category-robotics-ai"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/222579","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/users\/427"}],"replies":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/comments?post=222579"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/222579\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=222579"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=222579"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=222579"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}