{"id":3921963,"date":"2025-09-16T15:03:29","date_gmt":"2025-09-16T20:03:29","guid":{"rendered":"http:\/\/mikedyess.info\/para\/machine-learning-unravels-quantum-atomic-vibrations-in-materials\/"},"modified":"2025-09-16T15:03:29","modified_gmt":"2025-09-16T20:03:29","slug":"machine-learning-unravels-quantum-atomic-vibrations-in-materials","status":"publish","type":"post","link":"http:\/\/mikedyess.info\/para\/machine-learning-unravels-quantum-atomic-vibrations-in-materials\/","title":{"rendered":"Machine learning unravels quantum atomic vibrations in materials"},"content":{"rendered":"<div>Caltech scientists have developed an artificial intelligence (AI)\u2013based method that dramatically speeds up calculations of the quantum interactions that take place in materials. In new work, the group focuses on interactions among atomic vibrations, or phonons\u2014interactions that govern a wide range of material properties, including heat transport, thermal expansion, and phase transitions. The new machine learning approach could be extended to compute all quantum interactions, potentially enabling encyclopedic knowledge about how particles and excitations behave in materials.<\/div>\n<p><a target=\"_blank\" href=\"https:\/\/phys.org\/news\/2025-09-machine-unravels-quantum-atomic-vibrations.html\" target=\"_blank\">Go to Source<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Caltech scientists have developed an artificial intelligence (AI)\u2013based method that dramatically speeds up calculations of the quantum interactions that take place in materials. In new work, the group focuses on interactions among atomic vibrations, or phonons\u2014interactions that govern a wide range of material properties, including heat transport, thermal expansion, and phase transitions. The new machine [&#8230;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[35],"tags":[],"class_list":["post-3921963","post","type-post","status-publish","format-standard","hentry","category-latest-in-physics","odd"],"_links":{"self":[{"href":"http:\/\/mikedyess.info\/para\/wp-json\/wp\/v2\/posts\/3921963","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/mikedyess.info\/para\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/mikedyess.info\/para\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/mikedyess.info\/para\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/mikedyess.info\/para\/wp-json\/wp\/v2\/comments?post=3921963"}],"version-history":[{"count":0,"href":"http:\/\/mikedyess.info\/para\/wp-json\/wp\/v2\/posts\/3921963\/revisions"}],"wp:attachment":[{"href":"http:\/\/mikedyess.info\/para\/wp-json\/wp\/v2\/media?parent=3921963"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/mikedyess.info\/para\/wp-json\/wp\/v2\/categories?post=3921963"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/mikedyess.info\/para\/wp-json\/wp\/v2\/tags?post=3921963"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}