{"id":227312,"date":"2025-12-17T09:06:05","date_gmt":"2025-12-17T15:06:05","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2025\/12\/ai-learns-to-build-simple-equations-for-complex-systems"},"modified":"2025-12-17T09:06:05","modified_gmt":"2025-12-17T15:06:05","slug":"ai-learns-to-build-simple-equations-for-complex-systems","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2025\/12\/ai-learns-to-build-simple-equations-for-complex-systems","title":{"rendered":"AI learns to build simple equations for complex systems"},"content":{"rendered":"<p><a class=\"aligncenter blog-photo\" href=\"https:\/\/lifeboat.com\/blog.images\/ai-learns-to-build-simple-equations-for-complex-systems.jpg\"><\/a><\/p>\n<p>A research team at Duke University has developed a new AI framework that can uncover simple, understandable rules that govern some of the most complex dynamics found in nature and technology.<\/p>\n<p>The AI system works much like how history\u2019s great \u201cdynamicists\u201d\u2014those who study systems that change over time\u2014discovered many laws of physics that govern such systems\u2019 behaviors. Similar to how Newton, the first dynamicist, derived the equations that connect force and movement, the AI takes data about how complex systems evolve over time and generates equations that accurately describe them.<\/p>\n<p>The AI, however, can go even further than human minds, untangling complicated nonlinear systems with hundreds, if not thousands, of variables into simpler rules with fewer dimensions.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>A research team at Duke University has developed a new AI framework that can uncover simple, understandable rules that govern some of the most complex dynamics found in nature and technology. The AI system works much like how history\u2019s great \u201cdynamicists\u201d\u2014those who study systems that change over time\u2014discovered many laws of physics that govern such [\u2026]<\/p>\n","protected":false},"author":732,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[41,219,6],"tags":[],"class_list":["post-227312","post","type-post","status-publish","format-standard","hentry","category-information-science","category-physics","category-robotics-ai"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/227312","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\/732"}],"replies":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/comments?post=227312"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/227312\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=227312"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=227312"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=227312"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}