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class=\"wp-block-paragraph\">\u3053\u3046\u3057\u305f\u77e5\u898b\u306f\u3001\u6027\u80fd\u3068\u74b0\u5883\u5f71\u97ff\u306e\u4e21\u7acb\u3092\u76ee\u6307\u3059\u51b7\u5a92\u8a2d\u8a08\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong><strong>\u5b9f\u7528\u7684\u306a\u30a6\u30a7\u30d6\u30c4\u30fc\u30eb\u306e\u958b\u767a<\/strong><\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u3005\u306f\u3001\u3053\u306e\u30e2\u30c7\u30eb\u3092\u3088\u308a\u591a\u304f\u306e\u4eba\u306b\u6d3b\u7528\u3057\u3066\u3082\u3089\u3046\u305f\u3081\u3001RDKit\u3067\u7b97\u51fa\u3055\u308c\u305f\u8a18\u8ff0\u5b50\u3092\u7528\u3044\u3066GWP\u3092\u4e88\u6e2c\u3067\u304d\u308b\u30a6\u30a7\u30d6\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u958b\u767a\u3057\u307e\u3057\u305f\u3002\u65b0\u3057\u3044\u51b7\u5a92\u306e\u6c17\u5019\u5f71\u97ff\u3092\u7c21\u5358\u306b\u898b\u7a4d\u3082\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u30c7\u30fc\u30bf\u99c6\u52d5\u306b\u3088\u308b\u8fc5\u901f\u306a\u8a2d\u8a08\u3068\u30c6\u30b9\u30c8\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u51b7\u5a92\u306eGWP\u3092\u77e5\u308a\u305f\u3044\u5834\u5408\u306f\u3001\u305c\u3072\u5f53\u793e\u306e Web \u30c4\u30fc\u30eb\u3067\u30c6\u30b9\u30c8\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br><a href=\"https:\/\/multi-sigma-app-v2-dev-jst3cplrqq-an.a.run.app\/public_app\/i07MbDalAR6xZhJ3lFAb\">https:\/\/multi-sigma-app-v2-dev-jst3cplrqq-an.a.run.app\/public_app\/i07MbDalAR6xZhJ3lFAb<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong><strong>\u3088\u308a\u5927\u304d\u306a\u8996\u70b9: \u4e16\u754c\u7684\u306a\u76ee\u6a19\u3068\u306e\u8abf\u548c<\/strong><\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u7814\u7a76\u306f\u3001\u30ad\u30ac\u30ea\u6539\u6b63\u306a\u3069\u306e\u56fd\u969b\u7684\u306a\u6c17\u5019\u5909\u52d5\u5bfe\u7b56\u3092\u652f\u63f4\u3057\u307e\u3059\u3002AI\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u4f4eGWP\u51b7\u5a92\u306e\u8fc5\u901f\u304b\u3064\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u540c\u5b9a\u3092\u53ef\u80fd\u306b\u3057\u3001\u6c17\u5019\u76ee\u6a19\u306e\u9054\u6210\u3068\u6301\u7d9a\u53ef\u80fd\u306a\u672a\u6765\u306b\u8ca2\u732e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong><strong>\u51b7\u5a92\u4ee5\u5916\u3078\u306e\u5fdc\u7528: \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u62e1\u5f35\u53ef\u80fd\u6027<\/strong><\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u7814\u7a76\u306e\u5bfe\u8c61\u306f\u5358\u4e00\u6210\u5206\u51b7\u5a92\u3067\u3059\u304c\u3001\u540c\u69d8\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3088\u308a\u8907\u96d1\u306a\u6df7\u5408\u51b7\u5a92\u306b\u3082\u9069\u7528\u53ef\u80fd\u3067\u3059\u3002\u307e\u305f\u3001\u6bd2\u6027\u3084\u5927\u6c17\u4e2d\u5bff\u547d\u3068\u3044\u3063\u305f\u4ed6\u306e\u74b0\u5883\u7279\u6027\u306e\u4e88\u6e2c\u306b\u3082\u5fdc\u7528\u3067\u304d\u3001\u51b7\u5a92\u3092\u542b\u3080\u7523\u696d\u7528\u5316\u5b66\u7269\u8cea\u5168\u4f53\u306e\u5305\u62ec\u7684\u8a55\u4fa1\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong><strong>\u7d50\u8ad6<\/strong><\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u3005\u306e\u7814\u7a76\u306f\u3001\u6df1\u5c64\u5b66\u7fd2\u3068\u30b9\u30de\u30fc\u30c8\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30b7\u30f3\u30d7\u30eb\u306a\u5206\u5b50\u8a18\u8ff0\u5b50\u304b\u3089\u3067\u3082\u4fe1\u983c\u6027\u306e\u9ad8\u3044GWP\u4e88\u6e2c\u304c\u53ef\u80fd\u3067\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u7cbe\u5ea6\u3068\u6c4e\u5316\u6027\u3092\u4e21\u7acb\u3057\u3001\u51b7\u5a92\u8a2d\u8a08\u521d\u671f\u6bb5\u968e\u3067\u306e\u5b9f\u7528\u7684\u306a\u30c4\u30fc\u30eb\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u306f\u5358\u306a\u308b\u6570\u5024\u4e88\u6e2c\u3067\u306f\u306a\u304f\u3001\u5316\u5b66\u8a2d\u8a08\u306b\u304a\u3051\u308b\u3088\u308a\u8fc5\u901f\u3067\u7684\u78ba\u306a\u610f\u601d\u6c7a\u5b9a\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u3068\u74b0\u5883\u8cac\u4efb\u306e\u9593\u306b\u3042\u308b\u30ae\u30e3\u30c3\u30d7\u3092\u57cb\u3081\u308b\u3053\u3068\u3067\u3001\u6301\u7d9a\u53ef\u80fd\u6027\u306e\u5b9f\u73fe\u3092\u5f37\u529b\u306b\u652f\u63f4\u3059\u308b\u30c4\u30fc\u30eb\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u30d6\u30ed\u30b0\u306f\u3001NEDO\uff08\u56fd\u7acb\u7814\u7a76\u958b\u767a\u6cd5\u4eba\u65b0\u30a8\u30cd\u30eb\u30ae\u30fc\u30fb\u7523\u696d\u6280\u8853\u7dcf\u5408\u958b\u767a\u6a5f\u69cb\uff09\u306e\u59d4\u8a17\u696d\u52d9\uff08JPNP23001\uff09\u306e\u4e00\u90e8\u306e\u7d50\u679c\u3092\u8981\u7d04\u3057\u305f\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u53c2\u8003\u6587\u732e<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Rajapriya, Navin, and Kotaro Kawajiri. \u201cDeep Learning for GWP Prediction: A Framework Using PCA, Quantile Transformation, and Ensemble Modeling.\u201d&nbsp;<em>arXiv preprint arXiv:2411.19124<\/em>&nbsp;(2024).<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u30a8\u30a4\u30be\u30b9\u3067\u306f\u591a\u6570\u306e\u5171\u540c\u7814\u7a76\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u672c\u30d6\u30ed\u30b0\u53d6\u308a\u4e0a\u3052\u305f\u3088\u3046\u306a\u5206\u5b50\u306e\u69cb\u9020\u3084\u7279\u6027\u3092\u6570\u5024\u5316\u3059\u308b\u5206\u5b50\u8a18\u8ff0\u5b50\u3092\u7528\u3044\u305f\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u305f\u3044\u3001AI\u3092\u7528\u3044\u3066\u5316\u5b66\u7269\u8cea\u306e\u7279\u6027\u3092\u5206\u6790\u3057\u305f\u3044\u3001\u3068\u3044\u3063\u305f\u753b\u671f\u7684\u306a\u5206\u6790\u306e\u5171\u540c\u7814\u7a76\u3092\u5e0c\u671b\u3055\u308c\u308b\u5834\u5408\u306f\u3001\u307e\u305a\u306f\u3053\u3061\u3089\u306e\u30ea\u30f3\u30af\u304b\u3089\u5171\u540c\u7814\u7a76\u306b\u3064\u3044\u3066\u3054\u76f8\u8ac7\u3044\u305f\u3060\u3051\u308c\u3070\u3068\u601d\u3044\u307e\u3059\u3002<br>\n<span style=\"color:#2637BD; font-weight:700; text-decoration:underline; \"> <a href=\"\/collaborative_research\/\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:inherit\">\uff1e\u5171\u540c\u7814\u7a76\u3092\u3054\u76f8\u8ac7\u3055\u308c\u305f\u3044\u65b9\u306f\u3053\u3061\u3089<\/a><\/span><\/p>\n\n\n\n<p>\u307e\u305f\u3001\u30a8\u30a4\u30be\u30b9\u3067\u306f\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u3082\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u672c\u30d6\u30ed\u30b0\u3067\u53d6\u308a\u4e0a\u3052\u305f\u3088\u3046\u306a\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u52b9\u679c\u7684\u306b\u5229\u7528\u3059\u308b\u305f\u3081\u306e\u6b21\u5143\u524a\u6e1b\u3084\u5206\u4f4d\u70b9\u5909\u63db\u306b\u3088\u308b\u6570\u5024\u51e6\u7406\u3092\u77e5\u308a\u305f\u3044\u3001\u4e00\u9023\u306eAI\u5206\u6790\u3092\u30a2\u30d7\u30ea\u5316\u3057\u305f\u3044\u3001\u3068\u3044\u3063\u305f\u3054\u8981\u671b\u304c\u3054\u3056\u3044\u307e\u3057\u305f\u3089\u3001\u30a8\u30a4\u30be\u30b9\u306e\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u3092\u3054\u5229\u7528\u3044\u305f\u3060\u3051\u308c\u3070\u3068\u601d\u3044\u307e\u3059\u3002\u307e\u305a\u306f\u3053\u3061\u3089\u306e\u30ea\u30f3\u30af\u304b\u3089\u30a8\u30a4\u30be\u30b9\u306e\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u306b\u3064\u3044\u3066\u3054\u76f8\u8ac7\u3044\u305f\u3060\u3051\u308c\u3070\u3068\u601d\u3044\u307e\u3059\u3002<br>\n<span style=\"color:#2637BD; font-weight:700; text-decoration:underline; \"> <a href=\"\/consulting\/\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:inherit\">\uff1e\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u306b\u3064\u3044\u3066\u3054\u8cea\u554f\u306e\u3042\u308b\u65b9\u306f\u3053\u3061\u3089<\/a><\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"\u6c17\u5019\u5909\u52d5\u306f\u73fe\u4ee3\u793e\u4f1a\u304c\u76f4\u9762\u3059\u308b\u6700\u3082\u6df1\u523b\u306a\u8ab2\u984c\u306e\u4e00\u3064\u3067\u3059\u3002\u51b7\u623f\u3084\u51b7\u8535\u30b7\u30b9\u30c6\u30e0\u306b\u4f7f\u308f\u308c\u308b\u5408\u6210\u51b7\u5a92\u306f\u3001\u6e29\u5ba4\u52b9\u679c\u30ac\u30b9\u6392\u51fa\u306b\u5927\u304d\u304f\u5bc4\u4e0e\u3057\u3066\u3044\u307e\u3059\u3002\u591a\u304f\u306e\u51b7\u5a92\u3001\u4f8b\u3048\u3070R134a\u306f\u3001\u4e8c\u9178\u5316\u70ad\u7d20\u3068\u6bd4\u3079\u3066\u6570\u5343\u500d\u3082\u306e\u5730\u7403\u6e29\u6696\u5316\u4fc2\u6570\uff08GWP\uff09\u3092 <a href=\"https:\/\/aizoth.com\/blog\/multi-sigma_2025_06_18\/\" class=\"more-link\">&#8230;<span class=\"screen-reader-text\">  AI\u3092\u6d3b\u7528\u3057\u305f\u6301\u7d9a\u53ef\u80fd\u306a\u51b7\u5a92\u8a2d\u8a08\u306b\u304a\u3051\u308b\u5730\u7403\u6e29\u6696\u5316\u4fc2\u6570\uff08GWP\uff09\u306e\u4e88\u6e2c<\/span><\/a>","protected":false},"author":8,"featured_media":7811,"parent":0,"menu_order":8,"comment_status":"closed","ping_status":"closed","template":"","format":"standard","meta":{"_acf_changed":false,"_locale":"ja","_original_post":"","footnotes":""},"blog_category":[99,102,103,105],"class_list":["post-5580","blog","type-blog","status-publish","format-standard","has-post-thumbnail","hentry","blog_category-principal-component-analysis","blog_category-dimensionality-reduction","blog_category-deep-learning","blog_category-contribution-analysis","ja"],"acf":[],"_links":{"self":[{"href":"https:\/\/aizoth.com\/?rest_route=\/wp\/v2\/blog\/5580","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aizoth.com\/?rest_route=\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/aizoth.com\/?rest_route=\/wp\/v2\/types\/blog"}],"author":[{"embeddable":true,"href":"https:\/\/aizoth.com\/?rest_route=\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/aizoth.com\/?rest_route=%2Fwp%2Fv2%2Fcomments&post=5580"}],"version-history":[{"count":4,"href":"https:\/\/aizoth.com\/?rest_route=\/wp\/v2\/blog\/5580\/revisions"}],"predecessor-version":[{"id":7384,"href":"https:\/\/aizoth.com\/?rest_route=\/wp\/v2\/blog\/5580\/revisions\/7384"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aizoth.com\/?rest_route=\/wp\/v2\/media\/7811"}],"wp:attachment":[{"href":"https:\/\/aizoth.com\/?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5580"}],"wp:term":[{"taxonomy":"blog_category","embeddable":true,"href":"https:\/\/aizoth.com\/?rest_route=%2Fwp%2Fv2%2Fblog_category&post=5580"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}