{"id":3533,"date":"2025-04-22T08:30:00","date_gmt":"2025-04-21T23:30:00","guid":{"rendered":"https:\/\/matlantis.com\/?post_type=news&#038;p=3533"},"modified":"2025-04-18T17:58:43","modified_gmt":"2025-04-18T08:58:43","slug":"a-comprehensive-review-on-universal-machine-learning-interatomic-potentials-has-been-published","status":"publish","type":"news","link":"https:\/\/matlantis.com\/ja\/news\/a-comprehensive-review-on-universal-machine-learning-interatomic-potentials-has-been-published\/","title":{"rendered":"\u6c4e\u7528\u6a5f\u68b0\u5b66\u7fd2\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u306e\u7dcf\u8aac\u8ad6\u6587\u304c\u516c\u958b\u3055\u308c\u307e\u3057\u305f"},"content":{"rendered":"\n<p>Matlantis\u306e\u30b3\u30a2\u6280\u8853\u3067\u3042\u308bAI\u30e2\u30c7\u30eb\u3001PreFerred Potential (PFP)\u306f\u3001\u6c4e\u7528\u6a5f\u68b0\u5b66\u7fd2\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb (Universal Machine Learning Interatomic Potential, U-MLIP) \u306e\u4e00\u3064\u3067\u3059\u3002U-MLIP\u306f\u539f\u5b50\u9593\u76f8\u4e92\u4f5c\u7528\u3092\u5b66\u7fd2\u3057\u3001\u5316\u5b66\u53cd\u5fdc\u3092\u8a08\u7b97\u3059\u308b\u305f\u3081\u306eAI\u30e2\u30c7\u30eb\u3068\u3057\u3066\u3001\u73fe\u5728\u69d8\u3005\u306a\u4f01\u696d\u3084\u7814\u7a76\u6a5f\u95a2\u304c\u305d\u306e\u958b\u767a\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u5ea6\u3001MLIP\u306b\u95a2\u3059\u308b\u7dcf\u8aac\u7684\u306a\u30ec\u30d3\u30e5\u30fc\u8ad6\u6587\u304c\u516c\u958b\u3055\u308c\u307e\u3057\u305f\u3002\u672c\u8ad6\u6587\u306f\u3001U-MLIP\u3092\u3053\u308c\u304b\u3089\u5229\u7528\u3057\u3088\u3046\u3068\u3057\u3066\u3044\u308b\u7814\u7a76\u8005\u5411\u3051\u306b\u5b9f\u7528\u7684\u306a\u30ac\u30a4\u30c9\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u304a\u308a\u3001MLIP\u306e\u57fa\u672c\u7684\u306a\u69cb\u6210\u306b\u95a2\u3059\u308b\u5185\u5bb9\u304b\u3089\u3001\u6709\u6a5f\u30fb\u7121\u6a5f\u4e21\u65b9\u306e\u7cfb\u3092\u5bfe\u8c61\u3068\u3057\u305fMLIP\u306e\u5fdc\u7528\u307e\u3067\u3001\u5e45\u5e83\u3044\u5185\u5bb9\u3092\u30ab\u30d0\u30fc\u3057\u3066\u3044\u307e\u3059\u3002PFP\u306e\u958b\u767a\u5143\u3067\u3042\u308bPreferred Networks\u306e\u9ad8\u672c\u6c0f\u3082\u5171\u8457\u8005\u306b\u540d\u3092\u9023\u306d\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u672c\u8ad6\u6587\u306e\u8a73\u7d30\u306f\u4ee5\u4e0b\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<br><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S1359028625000014\" rel=\"nofollow noopener\" target=\"_blank\">A practical guide to machine learning interatomic potentials \u2013 Status and future<\/a><\/p>\n\n\n\n<p>Matlantis\u306b\u95a2\u3059\u308b\u8ad6\u6587\u4e00\u89a7\u306f\u4ee5\u4e0b\u3088\u308a\u3054\u89a7\u3044\u305f\u3060\u3051\u307e\u3059\u3002<br><a href=\"https:\/\/matlantis.com\/ja\/publications#on-matlantis\">Matlantis\u306b\u95a2\u3059\u308b\u8ad6\u6587<\/a><\/p>\n","protected":false},"featured_media":0,"template":"","meta":{"_acf_changed":false},"news_category":[5],"class_list":["post-3533","news","type-news","status-publish","hentry","news_category-research-articles-and-use-cases"],"acf":[],"_links":{"self":[{"href":"https:\/\/matlantis.com\/ja\/wp-json\/wp\/v2\/news\/3533","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/matlantis.com\/ja\/wp-json\/wp\/v2\/news"}],"about":[{"href":"https:\/\/matlantis.com\/ja\/wp-json\/wp\/v2\/types\/news"}],"wp:attachment":[{"href":"https:\/\/matlantis.com\/ja\/wp-json\/wp\/v2\/media?parent=3533"}],"wp:term":[{"taxonomy":"news_category","embeddable":true,"href":"https:\/\/matlantis.com\/ja\/wp-json\/wp\/v2\/news_category?post=3533"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}