{"id":205223,"date":"2025-02-02T07:05:00","date_gmt":"2025-02-02T13:05:00","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2025\/02\/sequential-closed-loop-bayesian-optimization-as-a-guide-for-organic-molecular-metallophotocatalyst-formulation-discovery"},"modified":"2025-02-02T07:05:00","modified_gmt":"2025-02-02T13:05:00","slug":"sequential-closed-loop-bayesian-optimization-as-a-guide-for-organic-molecular-metallophotocatalyst-formulation-discovery","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2025\/02\/sequential-closed-loop-bayesian-optimization-as-a-guide-for-organic-molecular-metallophotocatalyst-formulation-discovery","title":{"rendered":"Sequential closed-loop Bayesian optimization as a guide for organic molecular metallophotocatalyst formulation discovery"},"content":{"rendered":"<p><a class=\"aligncenter blog-photo\" href=\"https:\/\/lifeboat.com\/blog.images\/sequential-closed-loop-bayesian-optimization-as-a-guide-for-organic-molecular-metallophotocatalyst-formulation-discovery2.jpg\"><\/a><\/p>\n<p>Organic photoredox catalysts enable diverse chemical transformations, but predicting their activity is challenging due to complex properties. Now, a two-step data-driven approach is introduced for targeted organic photoredox catalysts synthesis and reaction optimization. Using Bayesian optimization, promising catalysts can be efficiently identified, yielding competitive results with iridium catalysts.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Organic photoredox catalysts enable diverse chemical transformations, but predicting their activity is challenging due to complex properties. Now, a two-step data-driven approach is introduced for targeted organic photoredox catalysts synthesis and reaction optimization. Using Bayesian optimization, promising catalysts can be efficiently identified, yielding competitive results with iridium catalysts.<\/p>\n","protected":false},"author":661,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[19],"tags":[],"class_list":["post-205223","post","type-post","status-publish","format-standard","hentry","category-chemistry"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/205223","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\/661"}],"replies":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/comments?post=205223"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/205223\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=205223"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=205223"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=205223"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}