{"id":212082,"date":"2025-04-22T14:03:31","date_gmt":"2025-04-22T19:03:31","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2025\/04\/scientists-improve-gravitational-wave-identification-with-machine-learning"},"modified":"2025-04-22T14:03:31","modified_gmt":"2025-04-22T19:03:31","slug":"scientists-improve-gravitational-wave-identification-with-machine-learning","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2025\/04\/scientists-improve-gravitational-wave-identification-with-machine-learning","title":{"rendered":"Scientists improve gravitational wave identification with machine learning"},"content":{"rendered":"<p><a class=\"aligncenter blog-photo\" href=\"https:\/\/lifeboat.com\/blog.images\/scientists-improve-gravitational-wave-identification-with-machine-learning.jpg\"><\/a><\/p>\n<p>A study <a href=\"https:\/\/doi.org\/10.1103\/PhysRevLett.134.121402\" target=\"_blank\">published<\/a> in <i>Physical Review Letters<\/i> outlines a new approach for extracting information from binary systems by looking at the entire posterior distribution instead of making decisions based on individual parameters.<\/p>\n<p>Since their detection in 2015, <a href=\"https:\/\/phys.org\/tags\/gravitational+waves\/\" rel=\"tag\" class=\"\">gravitational waves<\/a> have become a vital tool for astronomers studying the early universe, the limits of general relativity and cosmic events such as compact <a href=\"https:\/\/phys.org\/tags\/binary+systems\/\" rel=\"tag\" class=\"\">binary systems<\/a>.<\/p>\n<p>Binary systems consist of two massive objects, like neutron stars or black holes, spiraling toward each other. As they merge together, they generate ripples in spacetime\u2014gravitational waves\u2014which give us information about both objects.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>A study published in Physical Review Letters outlines a new approach for extracting information from binary systems by looking at the entire posterior distribution instead of making decisions based on individual parameters. Since their detection in 2015, gravitational waves have become a vital tool for astronomers studying the early universe, the limits of general relativity [\u2026]<\/p>\n","protected":false},"author":732,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[33,219,6],"tags":[],"class_list":["post-212082","post","type-post","status-publish","format-standard","hentry","category-cosmology","category-physics","category-robotics-ai"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/212082","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=212082"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/212082\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=212082"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=212082"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=212082"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}