{"id":224411,"date":"2025-11-03T01:07:53","date_gmt":"2025-11-03T07:07:53","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2025\/11\/ai-model-identifies-high-performing-battery-electrolytes-by-starting-from-just-58-data-points"},"modified":"2025-11-03T01:07:53","modified_gmt":"2025-11-03T07:07:53","slug":"ai-model-identifies-high-performing-battery-electrolytes-by-starting-from-just-58-data-points","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2025\/11\/ai-model-identifies-high-performing-battery-electrolytes-by-starting-from-just-58-data-points","title":{"rendered":"AI model identifies high-performing battery electrolytes by starting from just 58 data points"},"content":{"rendered":"<p><a class=\"aligncenter blog-photo\" href=\"https:\/\/lifeboat.com\/blog.images\/ai-model-identifies-high-performing-battery-electrolytes-by-starting-from-just-58-data-points2.jpg\"><\/a><\/p>\n<p>In an ideal world, an AI model looking for new materials to build better batteries would be trained on millions or even hundreds of millions of data points.<\/p>\n<p>But for emerging next-generation battery chemistries that don\u2019t have decades of research behind them, waiting for new studies takes time the world doesn\u2019t have.<\/p>\n<p>\u201cEach experiment takes up to weeks, months to get <a href=\"https:\/\/techxplore.com\/tags\/data+points\/\" rel=\"tag\" class=\"\">data points<\/a>,\u201d said University of Chicago Pritzker School of Molecular Engineering (UChicago PME) Schmidt AI in Science Postdoctoral Fellow Ritesh Kumar. \u201cIt\u2019s just infeasible to wait until we have millions of data to train these models.\u201d<\/p>\n","protected":false},"excerpt":{"rendered":"<p>In an ideal world, an AI model looking for new materials to build better batteries would be trained on millions or even hundreds of millions of data points. But for emerging next-generation battery chemistries that don\u2019t have decades of research behind them, waiting for new studies takes time the world doesn\u2019t have. \u201cEach experiment takes [\u2026]<\/p>\n","protected":false},"author":662,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1635,6],"tags":[],"class_list":["post-224411","post","type-post","status-publish","format-standard","hentry","category-materials","category-robotics-ai"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/224411","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\/662"}],"replies":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/comments?post=224411"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/224411\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=224411"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=224411"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=224411"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}