{"id":5638,"date":"2021-12-07T22:01:59","date_gmt":"2021-12-07T22:01:59","guid":{"rendered":"https:\/\/ja.modelondev.com\/reinforcement-learning-develop-ai-based-controllers\/"},"modified":"2023-05-09T13:17:57","modified_gmt":"2023-05-09T13:17:57","slug":"reinforcement-learning-develop-ai-based-controllers","status":"publish","type":"post","link":"https:\/\/modelon.com\/ja\/blog\/reinforcement-learning-develop-ai-based-controllers\/","title":{"rendered":"\u5f37\u5316\u5b66\u7fd2\uff1a\u6392\u71b1\u56de\u53ce\u30dc\u30a4\u30e9\u30b7\u30b9\u30c6\u30e0\u306e\u305f\u3081\u306eAI\u30d9\u30fc\u30b9\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u306e\u958b\u767a"},"content":{"rendered":"<p><\/p>\n<p><em><a href=\"https:\/\/www.minds.ai\/\"><img loading=\"lazy\" decoding=\"async\" class=\"alignright wp-image-9180\" src=\"https:\/\/modelon.com\/ja\/wp-content\/uploads\/sites\/3\/2022\/06\/mindsai_logo_stacked_forwhitebkg_transparent_square-002-150x150.png\" alt=\"minds.AI\" width=\"123\" height=\"123\" \/><\/a><\/em><\/p>\n<p><em>\u672c\u30d6\u30ed\u30b0\u3067\u306f\u3001\u71b1\u56de\u53ce\u84b8\u6c17\u767a\u96fb\u6a5f\u30b7\u30b9\u30c6\u30e0\u306eAI\u30d9\u30fc\u30b9\u306e\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u3092\u958b\u767a\u3059\u308b\u305f\u3081\u306b\u5f37\u5316\u5b66\u7fd2(reinforcement learning: RL)\u3092\u5fdc\u7528\u3057\u305f\u753b\u671f\u7684\u306a\u4e8b\u4f8b\u3092\u8a73\u3057\u304f\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<a href=\"https:\/\/modelon.com\/ja\/modelon-impact-platform\/\">Modelon Impact<\/a>\u3068<a href=\"https:\/\/minds.ai\/\">minds.ai<\/a>\u306eDeepSim\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u73fe\u5728\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u5909\u66f4\u3057\u305f\u308a\u3001\u65b0\u3057\u3044\u6280\u8853\u3092\u7fd2\u5f97\u3057\u305f\u308a\u3001\u65b0\u3057\u3044\u30e2\u30c7\u30eb\u3092\u8a2d\u8a08\u3059\u308b\u3053\u3068\u306a\u304f\u3001AI\u306e\u6700\u65b0\u6280\u8853\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/em><\/p>\n<h3><strong>Modelon Impact<\/strong><strong>\u3068<\/strong><strong>DeepSim<\/strong><strong>\u306e\u6a5f\u80fd\u3092\u5229\u7528\u3057\u305f\u5f37\u5316\u5b66\u7fd2<\/strong><\/h3>\n<p><strong>\u5f37\u5316\u5b66\u7fd2\u3068\u306f\uff1f<\/strong>\u5f37\u5316\u5b66\u7fd2(RL)\u306f\u6a5f\u68b0\u5b66\u7fd2\u306e\u4e00\u5206\u91ce\u3067\u3042\u308a\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\uff08\u77e5\u7684\u306a\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u3053\u306e\u5834\u5408\u306f\u30b7\u30b9\u30c6\u30e0\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\uff09\u306e\u76ee\u6a19\u3068\u3057\u3066\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u73fe\u5728\u306e\u74b0\u5883\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u9023\u7d9a\u3057\u305f\u6c7a\u5b9a\u307e\u305f\u306f\u884c\u52d5\u3092\u884c\u3046\u3053\u3068\u306b\u3088\u3063\u3066\u5831\u916c\u95a2\u6570\u306e\u6700\u5927\u5316\u3092\u72d9\u3046\u3082\u306e\u3067\u3059\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u74b0\u5883\uff08\u3053\u306e\u5834\u5408\u306f\u6a5f\u68b0\u30b7\u30b9\u30c6\u30e0\uff09\u306f\u3001\u30b7\u30df\u30e5\u30ec\u30fc\u30bf\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u30a4\u30f3\u30b6\u30eb\u30fc\u30d7\u30b7\u30b9\u30c6\u30e0\u3001\u307e\u305f\u306f\u904e\u53bb\u306b\u8a18\u9332\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30e2\u30c7\u30eb\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>minds.ai \u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3001DeepSim\u3067\u77e5\u7684\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u5834\u5408\u3001\u5236\u5fa1\u3055\u308c\u308b\u30b7\u30b9\u30c6\u30e0\u306e\u30ed\u30d0\u30b9\u30c8\u3067\u8a73\u7d30\u306a\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u304c\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002\u30e2\u30c7\u30ed\u30f3\u3068minds.ai\u306f\u3001Modelon Impact\u306b\u4ed8\u5c5e\u3059\u308b\u30bd\u30eb\u30d0\u30fc\u3068DeepSim\u3092\u7d71\u5408\u3057\u3001\u3053\u306e\u91cd\u8981\u306a\u8981\u4ef6\u306b\u7b54\u3048\u308b\u305f\u3081\u306b\u30d1\u30fc\u30c8\u30ca\u30fc\u30b7\u30c3\u30d7\u3092\u7d44\u3080\u3053\u3068\u3067\u3001\u5f53\u793e\u306e\u3059\u3079\u3066\u306e\u304a\u5ba2\u69d8\u304cRL\u3092\u4f7f\u7528\u3057\u3066\u6700\u3082\u7dca\u6025\u306e\u5236\u5fa1\u8ab2\u984c\u3092\u5bb9\u6613\u306b\u89e3\u6c7a\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><a href=\"https:\/\/modelon.com\/ja\/modelon-impact-platform\/\">Modelon Impact<\/a>\u306f\u3001\u72ec\u81ea\u306e\u4f7f\u3044\u3084\u3059\u3044Web\u30d9\u30fc\u30b9\u306e\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3092\u7279\u5fb4\u3068\u3059\u308b\u3001\u30af\u30e9\u30a6\u30c9\u5229\u7528\u306b\u5bfe\u5fdc\u3057\u305f\u30b7\u30b9\u30c6\u30e0\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u3001\u30b5\u30d6\u30b7\u30b9\u30c6\u30e0\u306e\u968e\u5c64\u3092\u79fb\u52d5\u3057\u306a\u304c\u3089\u30e2\u30c7\u30eb\u3001\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3001\u30b3\u30fc\u30c9\u306e\u69cb\u7bc9\u3084\u89e3\u6790\u306a\u3069\u304c\u53ef\u80fd\u3067\u3059\u3002\u30e2\u30c7\u30ed\u30f3\u306e\u5305\u62ec\u7684\u3067\u5b9f\u7e3e\u306e\u3042\u308b\u8907\u6570\u306e\u7269\u7406\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u5185\u8535\u3057\u3066\u304a\u308a\u3001\u7c21\u5358\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u958b\u767a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u7269\u7406\u30d9\u30fc\u30b9\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u306e\u5229\u70b9\u306f\u3001\u4eee\u60f3\u74b0\u5883\u3067\u3059\u3079\u3066\u3092\u958b\u767a\u304a\u3088\u3073\u30c6\u30b9\u30c8\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002\u3044\u304f\u3064\u304b\u5229\u70b9\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u62e1\u5f35\u6027 &#8211; \u8a08\u7b97\u80fd\u529b\u3092\u8ffd\u52a0\u3059\u308b\u3053\u3068\u3067\u3001\u7c21\u5358\u306b\u958b\u767a\u901f\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>\u5b89\u5168\u6027 &#8211; \u958b\u767a\u6bb5\u968e\u3067\u5b9f\u969b\u306e\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306f\u5fc5\u8981\u3042\u308a\u307e\u305b\u3093\u3002<\/li>\n<li>\u69d8\u3005\u306a\u30e2\u30c7\u30eb\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u8a2d\u8a08\u3092\u7c21\u5358\u306b\u691c\u8a3c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>\u30b7\u30b9\u30c6\u30e0\u306e\u4ed6\u306e\u90e8\u5206\u3068\u306e\u95a2\u4fc2\u6027\u3092\u691c\u8a3c\u3059\u308b\u80fd\u529b\uff08\u30c7\u30b8\u30bf\u30eb\u30c4\u30a4\u30f3\u306f\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3092\u5bb9\u6613\u306b\u691c\u51fa\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\uff09\u3002<\/li>\n<li>\u4f4e\u30b3\u30b9\u30c8 -\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u4e0a\u3067\u5b8c\u5168\u306a\u8a2d\u8a08\u89e3\u6790\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u7269\u7406\u7684\u306a\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u5fc5\u8981\u6027\u304c\u3042\u308a\u307e\u305b\u3093\u3002<\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.minds.ai\/\">minds.ai<\/a>\u00a0\u306f\u3001\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u3084\u8a2d\u8a08\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u81ea\u52d5\u5316\u3057\u3001\u304a\u5ba2\u69d8\u306e\u6210\u529f\u3092\u4fdd\u8a3c\u3059\u308b\u305f\u3081\u306b\u3001\u30b0\u30ed\u30fc\u30d0\u30eb\u306a\u5c02\u7528\u30b5\u30dd\u30fc\u30c8\u3092\u63d0\u4f9b\u3059\u308b\u4eba\u5de5\u77e5\u80fd\u88fd\u54c1\u306e\u4f1a\u793e\u3067\u3059\u3002<a href=\"https:\/\/www.minds.ai\/\">minds.ai<\/a>\u00a0\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u300cDeepSim\u300d\u306f\u3001RL\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u8907\u96d1\u306a\u90e8\u5206\u3092\u610f\u8b58\u305b\u305a\u306b\u4f7f\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u304a\u308a\u3001\u5831\u916c\u95a2\u6570\u8a2d\u8a08\u3092\u901a\u3058\u3066\u3001\u30c9\u30e1\u30a4\u30f3\u5c02\u9580\u5bb6\u304c\u305d\u306e\u5c02\u9580\u6027\u3092DeepSim\u306b\u7d44\u307f\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u308b\u6df1\u5c64\u5f37\u5316\u5b66\u7fd2\u7528\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002\u8907\u6570\u306e\u30d7\u30ed\u30bb\u30b9\u3067RL\u5b66\u7fd2\u3092\u4e26\u5217\u5316\u3059\u308b\u3053\u3068\u3067\u3001DeepSim\u306f\u5272\u308a\u5f53\u3066\u3089\u308c\u305f\u30ea\u30bd\u30fc\u30b9\u3092\u6700\u9069\u306b\u6d3b\u7528\u3057\u306a\u304c\u3089\u3001\u958b\u767a\u3068\u5e02\u5834\u6295\u5165\u307e\u3067\u306e\u6642\u9593\u3092\u77ed\u7e2e\u3057\u307e\u3059\u3002<\/p>\n<figure id=\"attachment_9160\" aria-describedby=\"caption-attachment-9160\" style=\"width: 447px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-9160 size-full\" src=\"https:\/\/modelon.com\/ja\/wp-content\/uploads\/sites\/3\/2022\/06\/Figure-1-4.jpg\" alt=\"DeepSim platform working with a user\u2019s system with artificial intelligence\" width=\"447\" height=\"360\" \/><figcaption id=\"caption-attachment-9160\" class=\"wp-caption-text\">\u56f3\uff11: \u30e6\u30fc\u30b6\u30fc\u306e\u30b7\u30b9\u30c6\u30e0\u3068\u9023\u52d5\u3059\u308bDeepSim\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/figcaption><\/figure>\n<h3><strong>\u71b1\u56de\u53ce\u84b8\u6c17\u767a\u96fb\u6a5f<\/strong><\/h3>\n<p>\u71b1\u56de\u53ce\u84b8\u6c17\u767a\u96fb\u6a5f(HRSG\uff09\u306f\u3001\u706b\u529b\u767a\u96fb\u6240\u304b\u3089\u6392\u51fa\u3055\u308c\u308b\u6392\u30ac\u30b9\u306e\u71b1\u3092\u5229\u7528\u3057\u3066\u767a\u96fb\u3092\u884c\u3044\u3001\u9ad8\u6e29\u306e\u30ac\u30b9\u3092\u51b7\u5374\u3057\u306a\u304c\u3089\u5931\u308f\u308c\u308b\u71b1\u30a8\u30cd\u30eb\u30ae\u30fc\u306e\u5927\u90e8\u5206\u3092\u56de\u53ce\u3059\u308b\u88c5\u7f6e\u3067\u3059\u3002\u4ee5\u4e0b\u306e\u56f32\u306b\u793a\u3059\u30e2\u30c7\u30eb\u306f\u3001<a href=\"https:\/\/modelon.com\/ja\/modelon-impact-platform\/\">Modelon Impact<\/a>\u3092\u4f7f\u7528\u3057\u3066\u958b\u767a\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<figure id=\"attachment_9182\" aria-describedby=\"caption-attachment-9182\" style=\"width: 428px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-9182 size-full\" src=\"https:\/\/modelon.com\/ja\/wp-content\/uploads\/sites\/3\/2022\/06\/Figure-2-1-1.jpg\" alt=\"A heat recovery steam generator model with three PI controllers\" width=\"428\" height=\"353\" \/><figcaption id=\"caption-attachment-9182\" class=\"wp-caption-text\">\u56f32: 3\u3064\u306ePI\u5236\u5fa1\u5668\uff08tempPI, pPI, levelPI\uff09\u3092\u6301\u3064\u71b1\u56de\u53ce\u84b8\u6c17\u767a\u96fb\u6a5f\u30e2\u30c7\u30eb<\/figcaption><\/figure>\n<p>\u71b1\u56de\u53ce\u84b8\u6c17\u767a\u96fb\u6a5f\u306b\u306f\u3001\u56f32\u4e0b\u90e8\u306e\u30aa\u30ec\u30f3\u30b8\u8272\u306e\u30dc\u30c3\u30af\u30b9\u3067\u8868\u3055\u308c\u305f\u3001\u7570\u306a\u308b\u76f8\u306e\u6c34\u3092\u904b\u30763\u3064\u306e\u71b1\u4ea4\u63db\u5668\u304c\u3042\u308a\u307e\u3059\uff08\u8d64\u4e38\u306e\u6570\u5b57\u306f\u4e0b\u306e\u6570\u5b57\u3068\u5bfe\u5fdc\u3057\u307e\u3059\uff09\u3002<\/p>\n<ol>\n<li>\u6c34\u306f\u30a8\u30b3\u30ce\u30de\u30a4\u30b6\u30fc\uff08\u53f3\u4e0b\u306e\u71b1\u4ea4\u63db\u5668\uff09\u3092\u901a\u3063\u3066\u5165\u3063\u3066\u304d\u307e\u3059\u3002\u4ed6\u306e\u71b1\u4ea4\u63db\u5668\u3067\u71b1\u30a8\u30cd\u30eb\u30ae\u30fc\u306e\u5927\u534a\u3092\u5931\u3063\u305f\u6392\u30ac\u30b9\u3068\u63a5\u89e6\u3057\u3066\u6e29\u5ea6\u304c\u4e0a\u6607\u3057\u307e\u3059\u3002<\/li>\n<li>\u52a0\u71b1\u3055\u308c\u305f\u6c34\u306f\u30dc\u30a4\u30e9\u30fc\u306b\u5165\u308a\u3001\u305d\u306e\u4e00\u90e8\u306f\u6bd4\u8f03\u7684\u9ad8\u6e29\u306e\u6392\u30ac\u30b9\u306b\u3088\u3063\u3066\u52a0\u71b1\u3055\u308c\u3001\u30ac\u30b9\u306b\u5909\u63db\u3055\u308c\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306b\u3001\u30dc\u30a4\u30e9\u30fc\u5185\u3067\u306f\u3001\u6c34\u306f\u6db2\u4f53\u3068\u6c17\u4f53\u306e2\u3064\u306e\u76f8\u3067\u5b58\u5728\u3057\u307e\u3059\u3002<\/li>\n<li>\u6700\u5f8c\u306b\u84b8\u6c17\u306f\u30b9\u30fc\u30d1\u30fc\u30d2\u30fc\u30bf\u30fc\u306b\u5165\u308a\u3001\u305d\u3053\u3067\u3055\u3089\u306b\u6392\u30ac\u30b9\u306b\u3088\u3063\u3066\u52a0\u71b1\u3055\u308c\u307e\u3059\u3002\u6392\u30ac\u30b9\u306f\u540c\u3058\u30b9\u30fc\u30d1\u30fc\u30d2\u30fc\u30bf\u30fc\u3092\u901a\u3063\u3066\u71b1\u56de\u53ce\u30dc\u30a4\u30e9\u30fc\u306b\u5165\u308b\u305f\u3081\u3001\u6700\u9ad8\u6e29\u5ea6\u3068\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ol>\n<p>\u6c34\u3068\u84b8\u6c17\u306e\u6d41\u5165\u306f\u3001PI\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u3067\u4f5c\u52d5\u3059\u308b\u4ee5\u4e0b\u306e3\u3064\u306e\u30d0\u30eb\u30d6\u3067\u8abf\u6574\u3055\u308c\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u7d66\u6c34\u5f01\uff1a\u30a8\u30b3\u30ce\u30de\u30a4\u30b6\u3067\u52a0\u71b1\u3055\u308c\u305f\u6c34\u304c\u30dc\u30a4\u30e9\u30c9\u30e9\u30e0\u306b\u5165\u308a\u3001\u84b8\u6c17\u3068\u6db2\u6c34\u304c\u5171\u5b58\u3059\u308b\u72b6\u614b\u3092\u5236\u5fa1\u3057\u307e\u3059\u3002\u5236\u5fa1\u88c5\u7f6e\u306f\u3001\u30c9\u30e9\u30e0\u5185\u306e\u6db2\u6c34\u4f4d\u3092\u4e00\u5b9a\u306b\u4fdd\u3061\u307e\u3059\uff08\u5186A\uff09\u3002<\/li>\n<li>\u84b8\u6c17\u5f01\uff1a\u30dc\u30a4\u30e9\u30c9\u30e9\u30e0\u304b\u3089\u30b9\u30fc\u30d1\u30fc\u30d2\u30fc\u30bf\u30fc\u3078\u306e\u84b8\u6c17\u306e\u6d41\u5165\u3092\u5236\u5fa1\u3057\u307e\u3059\u3002PI\u5236\u5fa1\u88c5\u7f6e\u306b\u3088\u308a\u3001\u30c9\u30e9\u30e0\u5185\u306e\u84b8\u6c17\u5727\u3092\u4e00\u5b9a\u306b\u4fdd\u3061\u307e\u3059\uff08\u4e38B\uff09\u3002<\/li>\n<li>\u5674\u5c04\u5f01\uff1a\u904e\u71b1\u84b8\u6c17\u3092\u51b7\u5374\u3059\u308b\u6c34\u5674\u9727\u5668\u306e\u958b\u5ea6\u3092\u8abf\u6574\u3057\u307e\u3059\u3002PI\u5236\u5fa1\u88c5\u7f6e\u306b\u3088\u308a\u3001\u6392\u51fa\u3055\u308c\u308b\u84b8\u6c17\u306e\u6e29\u5ea6\u306f\u6240\u5b9a\u306e\u6e29\u5ea6\u306b\u4fdd\u305f\u308c\u307e\u3059(C\u5186)\u3002<\/li>\n<\/ul>\n<p><\/p>\n<h3><strong>\u5f37\u5316\u5b66\u7fd2\u3092\u7528\u3044\u305f\u71b1\u56de\u53ce\u767a\u96fb\u6a5f\u5411\u3051<\/strong><strong>AI<\/strong><strong>\u30d9\u30fc\u30b9\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u306e\u8a2d\u8a08<\/strong><\/h3>\n<p>\u672c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f\u3001\u7d66\u6c34\u5f01\u3001\u84b8\u6c17\u5f01\u3001\u5674\u5c04\u5f01\u306e\u4f5c\u52d5\u306b\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b3\u3064\u306ePI\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u3092\u3001DeepSim\u3092\u7528\u3044\u3066\u5b66\u7fd2\u3055\u305b\u305f\u5f37\u5316\u5b66\u7fd2\uff08RL\uff09\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u7f6e\u304d\u63db\u3048\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u84b8\u6c17\u5727\u529b\u3001\u84b8\u6c17\u6e29\u5ea6\u3001\u30c9\u30e9\u30e0\u7f36\u5185\u306e\u6c34\u4f4d\u3068\u3044\u30463\u3064\u306e\u30bb\u30f3\u30b5\u30fc\u306e\u6e2c\u5b9a\u5024\u3092\u3001\u30d7\u30e9\u30f3\u30c8\u8a2d\u8a08\u8005\u304c\u8a2d\u5b9a\u3057\u305f\u898f\u5b9a\u5024\u306b\u3067\u304d\u308b\u3060\u3051\u8fd1\u3065\u3051\u308b\u305f\u3081\u306b\u3001\u6a19\u6e96\u306ePI\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u306e\u6027\u80fd\u3092\u51cc\u99d5\u3059\u308b\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u3092\u958b\u767a\u3059\u308b\u3053\u3068\u304c\u72d9\u3044\u3067\u3059\u3002<\/p>\n<p>DeepSim\u304c\u30b7\u30df\u30e5\u30ec\u30fc\u30bf\u30e2\u30c7\u30eb\u3068\u9023\u52d5\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u306bPI\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u3092\u5916\u90e8\u5165\u529b\u306b\u7f6e\u304d\u63db\u3048\u3001DeepSim\u304c\u51e6\u7406\u3059\u3079\u304d\u64cd\u4f5c\u3092\u6307\u793a\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u3001Modelon Impact\u3067\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u5de5\u7a0b\u3067\u3057\u305f\u3002\u3053\u306e\u5de5\u7a0b\u306e\u5f8c\u3001\u30e2\u30c7\u30eb\u306fFMU\u30e2\u30c7\u30eb\u306b\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3055\u308c\u3001\u305d\u308c\u304cDeepSim\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u8aad\u307f\u8fbc\u307e\u308c\u307e\u3057\u305f\u3002\u3053\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306f\u6c4e\u7528\u6027\u304c\u3042\u308a\u3001Modelon Impact\u3067\u8a2d\u8a08\u304a\u3088\u3073\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u308b\u3059\u3079\u3066\u306e\u30e2\u30c7\u30eb\u306b\u9069\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>HRSG\u5236\u5fa1\u306e\u554f\u984c\u306f\u3001RL\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u30e2\u30c7\u30eb\u306b\u5bfe\u3057\u3066\u3001\u5b9f\u884c\u306e\u5404\u30bf\u30a4\u30e0\u30b9\u30c6\u30c3\u30d7\u6bce\u306b\u9001\u4fe1\u3055\u308c\u308b3\u3064\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4e0e\u3048\u308b\u3088\u3046\u306b\u8a2d\u5b9a\u3055\u308c\u307e\u3057\u305f\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3053\u308c\u3089\u306e\u30b3\u30de\u30f3\u30c9\u306b\u5bfe\u3057\u3066\u7570\u306a\u308b\u5024\u3092\u63a2\u7d22\u3059\u308b\u305f\u3081\u3001\u30b7\u30b9\u30c6\u30e0\u304c\u56de\u5fa9\u4e0d\u53ef\u80fd\u306a\u72b6\u614b\u306b\u306a\u308b\u306e\u3092\u9632\u3050\u305f\u3081\u306b\u305d\u306e\u30b3\u30de\u30f3\u30c9\u9078\u629e\u7bc4\u56f2\u306f\u5236\u7d04\u3055\u308c\u307e\u3057\u305f\u3002\u7d4c\u9a13\u7684\u306b\u30013\u3064\u306e\u30b3\u30de\u30f3\u30c9\u306f\u3001\u4ee5\u4e0b\u306e\u7bc4\u56f2\u3067\u6027\u80fd\u304c\u826f\u3044\u3068\u5224\u65ad\u3055\u308c\u307e\u3057\u305f\uff1a<\/p>\n<ul>\n<li>steamValveCommand\uff1a033\uff5e0.67<\/li>\n<li>sprayValveCommand\uff1a004\u301c0.083<\/li>\n<li>feedValveCommand\uff1a033\u301c0.67<\/li>\n<\/ul>\n<p>\u540c\u6642\u306b\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u6b21\u306e\u30bb\u30f3\u30b5\u30fc\u306e\u6e2c\u5b9a\u5024\u3092\u89b3\u6e2c\u3057\u307e\u3059\uff1a\u84b8\u6c17\u5727\u529b\u3001\u84b8\u6c17\u6e29\u5ea6\u3001\u304a\u3088\u3073\u30c9\u30e9\u30e0\u30ec\u30d9\u30eb\u3002<\/p>\n<p>RL\u554f\u984c\u3067\u6700\u3082\u91cd\u8981\u306a\u306e\u306f\u5831\u916c\u95a2\u6570\u306e\u5b9a\u7fa9\u3067\u3042\u308a\u3001\u3053\u306e\u95a2\u6570\u306f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u6700\u7d42\u7684\u306b\u4f55\u3092\u6700\u9069\u5316\u3059\u308b\u305f\u3081\u306b\u5b66\u7fd2\u3059\u308b\u306e\u304b\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<p>RL\u5236\u5fa1\u306f\u3001\u5f93\u6765\u306e\u30e2\u30c7\u30eb\u4e88\u6e2c\u5236\u5fa1(MPC)\u3068\u6bd4\u8f03\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30e2\u30c7\u30eb\u4e88\u6e2c\u5236\u5fa1\u3067\u306f\u3001\u5236\u5fa1\u52d5\u4f5c\u306f\u5404\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u6642\u306b\u304a\u3051\u308b\u6709\u9650\u306e\u5236\u5fa1\u5bfe\u8c61\u6642\u9593\u533a\u9593\u3067\u306e\u958b\u30eb\u30fc\u30d7\u6700\u9069\u5236\u5fa1\u554f\u984c\u3092\u89e3\u304f\u3053\u3068\u306b\u3088\u3063\u3066\u5f97\u3089\u308c\u307e\u3059\u3002RL\u306e\u5831\u916c\u95a2\u6570\u306fMPC\u3067\u7528\u3044\u3089\u308c\u308b\u76ee\u7684\u95a2\u6570\u3068\u985e\u4f3c\u3057\u3066\u304a\u308a\u3001MPC\u5236\u5fa1\u5668\u3068\u540c\u69d8\u306b\u3001RL\u5236\u5fa1\u5668\u306f\u6b21\u306e\u5236\u5fa1\u6642\u523b\u3067\u306e\u74b0\u5883\u72b6\u614b\u3068\u3044\u3046\u5f62\u3067\u3057\u304b\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u53d7\u3051\u306a\u3044\u958b\u30eb\u30fc\u30d7\u5236\u5fa1\u5668\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u3053\u306e2\u3064\u306e\u65b9\u6cd5\u306f\u540c\u3058\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002MPC\u306f\u5236\u5fa1\u5909\u6570\u306e\u30aa\u30f3\u30e9\u30a4\u30f3\u8a08\u7b97\u3092\u5fc5\u8981\u3068\u3059\u308b\u304c\u3001RL\u306f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6bb5\u968e\u3067\u306e\u307f\u5fc5\u8981\u3067\u3001\u5c55\u958b\u6642\u306b\u306f\u5358\u7d14\u306a\u884c\u5217\u306e\u639b\u3051\u7b97\u3067\u5341\u5206\u3067\u3059\u3002\u3082\u3046\u4e00\u3064\u306e\u9055\u3044\u306f\u3001RL\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u304c\u30b7\u30b9\u30c6\u30e0\u30e2\u30c7\u30eb\u3092\u7528\u3044\u3066\u30d1\u30e9\u30e1\u30fc\u30bf\u7a7a\u9593\u3092\u63a2\u7d22\u3057\u3001\u5831\u916c\u3092\u6700\u5927\u5316\u3059\u308b\u306e\u306b\u5bfe\u3057\u3001MPC\u6cd5\u306f\u30b7\u30b9\u30c6\u30e0\u30e2\u30c7\u30eb\u3068\u5236\u7d04\u6761\u4ef6\u3092\u7528\u3044\u3066\u76ee\u7684\u95a2\u6570\u3092\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u3064\u307e\u308a\u3001\u30e2\u30c7\u30eb\u306e\u8907\u96d1\u3055\u304c\u5897\u5927\u3057\u3066\u3082\u3001RL\u3067\u306f\u30bf\u30b9\u30af\u304c\u96e3\u3057\u304f\u306a\u308b\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001MPC\u3067\u306f\u305d\u3046\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3><strong>AI\u30d9\u30fc\u30b9\u306e\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u306e\u52d5\u4f5c\u304b\u3089\u5f97\u3089\u308c\u308b\u71b1\u56de\u53ce\u84b8\u6c17\u767a\u96fb\u6a5f\u30b7\u30b9\u30c6\u30e0\u306e\u7d50\u679c<\/strong><\/h3>\n<p>\u3053\u306e\u4f8b\u3067\u306f\uff0cModelon Impact \u306e\u3088\u3046\u306a\u9ad8\u5ea6\u306a\u30b7\u30df\u30e5\u30ec\u30fc \u30b7\u30e7\u30f3\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3046\u307e\u304f\u6a5f\u80fd\u3059\u308b\u8fd1\u63a5\u578b\u30dd\u30ea\u30b7\u30fc \u6700\u9069\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u307e\u3057\u305f\u3002\u5f37\u5316\u5b66\u7fd2\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u8abf\u6574\u3059\u308b\u305f\u3081\u306b32 CPU \u30b3\u30a2\u3092\u4f7f\u7528\u3057\u305f\u8907\u6570\u306e DeepSim \u5b9f\u9a13\u3092\u4e26\u884c\u3057\u3066\u884c\u3044\u3001\u305d\u308c\u305e\u308c\u306e\u5b9f\u884c\u306b\u304a\u3044\u3066\u3001\u308f\u305a\u304b\u306b\u7570\u306a\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u56f33\u306f\u3001\u6700\u5c0f\u5831\u916c\u5024\u3068\u5e73\u5747\u5831\u916c\u5024\u304c\u30d7\u30e9\u30c8\u30fc\uff08\u9ad8\u3044\u307b\u3069\u826f\u3044\uff09\u306b\u9054\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u304a\u308a\u3001\u3053\u308c\u306f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u898b\u305f\u3059\u3079\u3066\u306e\u5b66\u7fd2\u4f8b\uff08\u30b7\u30ca\u30ea\u30aa\uff09\u3067\u6e80\u8db3\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002x\u8ef8\u306f\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c350\u4e07\u56de\u4ee5\u4e0a\u306e\u8a66\u884c\u3092\u7e70\u308a\u8fd4\u3057\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30e2\u30c7\u30eb\u306e\u66f4\u65b0\u72b6\u614b\u306b\u95a2\u3059\u308b\u60c5\u5831\u3092\u5f97\u308b\u305f\u3081\u306b\u3001350\u4e07\u56de\u306e\u30b7\u30df\u30e5\u30ec\u30fc\u30bf\u3068\u306e\u901a\u4fe1\u304c\u3042\u3063\u305f\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<figure id=\"attachment_9164\" aria-describedby=\"caption-attachment-9164\" style=\"width: 793px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-9164\" src=\"https:\/\/modelon.com\/ja\/wp-content\/uploads\/sites\/3\/2022\/06\/Figure-3-4.jpg\" alt=\"\" width=\"793\" height=\"261\" \/><figcaption id=\"caption-attachment-9164\" class=\"wp-caption-text\">\u56f33\uff1a\u6642\u9593\u7d4c\u904e\u306b\u4f34\u3046\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30b9\u30ad\u30eb\u30ec\u30d9\u30eb\u306e\u5411\u4e0a\u3092\u3001\u5831\u916c\u306e\u5897\u52a0\u306b\u3088\u3063\u3066\u53ef\u8996\u5316\u3057\u305f\u3082\u306e\u3067\u3059\u3002<br \/>\u00a0X\u8ef8\u306f\u8a13\u7df4\u30b9\u30c6\u30c3\u30d7\u6570\u3092\u3001Y\u8ef8\u306f\u7121\u6b21\u5143\u5831\u916c\u5024\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/figcaption><\/figure>\n<p>RL\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u3068\u5f93\u6765\u306ePI\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u306e\u6027\u80fd\u3092\u691c\u8a3c\u30fb\u6bd4\u8f03\u3059\u308b\u305f\u3081\u306b\u3001\u4e00\u9023\u306e\u8a55\u4fa1\u30b7\u30ca\u30ea\u30aa\u3092\u4f7f\u7528\u3057\u3001\u3053\u308c\u3089\u306e\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u306e\u52d5\u4f5c\u306b\u5bfe\u3057\u3066HRSG\u30b7\u30b9\u30c6\u30e0\u304c\u3069\u306e\u3088\u3046\u306b\u53cd\u5fdc\u3059\u308b\u304b\u3092\u8a55\u4fa1\u3057\u307e\u3057\u305f\u3002\u56f34\u306f\u3001\u8a55\u4fa1\u30b7\u30ca\u30ea\u30aa\u306e1\u3064\u3092\u7528\u3044\u3066\u30012\u7a2e\u985e\u306e\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u3092\u6bd4\u8f03\u3057\u305f\u3082\u306e\u3067\u3059\u3002\u53c2\u8003\u307e\u3067\u306b\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u5bfe\u5fdc\u3059\u308bPI\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u3068\u6bd4\u8f03\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30d7\u30ed\u30c3\u30c8\u3067\u306f\u30011\u884c\u76ee\u306f\u89b3\u6e2c\u5024\u3068\u305d\u306e\u8a2d\u5b9a\u5024\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u30022\u884c\u76ee\u306f\u3001\u5b9f\u884c\u3055\u308c\u305f\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u793a\u3057\u307e\u3059\u3002\u6700\u5f8c\u306b\u30013\u884c\u76ee\u306f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5831\u916c\u6210\u5206\u3068\u8a55\u4fa1\u30a8\u30d4\u30bd\u30fc\u30c9\u306e\u30ac\u30b9\u6d41\u91cf\u3092\u793a\u3057\u3066\u304a\u308a\u3001\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u306e\u9069\u5fdc\u6027\u3092\u30c6\u30b9\u30c8\u3059\u308b\u305f\u3081\u306b\u30ac\u30b9\u6d41\u91cf\u3092\u30e9\u30f3\u30c0\u30e0\u306b\u5909\u5316\u3055\u305b\u3066\u3044\u307e\u3059\u3002\u56f34\u306f\u307e\u305f\u3001RL\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5f93\u6765\u306ePI\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u3088\u308a\u3082\u8a2d\u5b9a\u5024\u306b\u8fd1\u3065\u304d\u3001\u3055\u3089\u306b\u91cd\u8981\u306a\u3053\u3068\u306b\u3001\u3088\u308a\u901f\u304f\u53cd\u5fdc\u3059\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3001RL\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u30fc\u304c\u72b6\u6cc1\u306e\u5909\u5316\u306b\u7d20\u65e9\u304f\u9069\u5fdc\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u304a\u308a\u3001\u3053\u306e\u3088\u3046\u306a\u9ad8\u5ea6\u306b\u52d5\u7684\u306a\u30b7\u30b9\u30c6\u30e0\u306b\u3068\u3063\u3066\u91cd\u8981\u306a\u3053\u3068\u3067\u3059\u3002<\/p>\n<figure id=\"attachment_9166\" aria-describedby=\"caption-attachment-9166\" style=\"width: 577px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-9166\" src=\"https:\/\/modelon.com\/ja\/wp-content\/uploads\/sites\/3\/2022\/06\/Figure-4-2.jpg\" alt=\"Comparison between RL based controllers and the original PI controllers\" width=\"577\" height=\"423\" \/><figcaption id=\"caption-attachment-9166\" class=\"wp-caption-text\">\u56f34\uff1aRL\u30d9\u30fc\u30b9\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\uff08&#8217;RL&#8217;\uff09\u3068\u30aa\u30ea\u30b8\u30ca\u30eb\u306ePI\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\uff08&#8217;PI&#8217;\uff09\u3068\u306e\u6bd4\u8f03\u3002<\/figcaption><\/figure>\n<p>\u6700\u7d42\u7684\u306b\u3001RL\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068PI\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u306e\u8a2d\u5b9a\u5024\u304b\u3089\u306e\u5e73\u5747\u504f\u5dee\u3092\u8a55\u4fa1\u3059\u308b\u3068\u3001\u56f35\u306b\u793a\u3059\u3088\u3046\u306b\u3001RL\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u65b9\u304c\u5168\u4f53\u7684\u306b\u512a\u308c\u305f\u6027\u80fd\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u5165\u529b\u306e\u5916\u4e71\u306e\u632f\u5e45\u304c\u5927\u304d\u304f\u306a\u308b\u3068RL\u306e\u504f\u5dee\u3082\u5927\u304d\u304f\u306a\u308a\u307e\u3059\u304c\u3001RL\u306e\u504f\u5dee\u306f\u57fa\u672c\u7684\u306b\u306fPI\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u306e\u504f\u5dee\u3092\u4e0b\u56de\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\n<figure id=\"attachment_9168\" aria-describedby=\"caption-attachment-9168\" style=\"width: 769px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-9168\" src=\"https:\/\/modelon.com\/ja\/wp-content\/uploads\/sites\/3\/2022\/06\/Figure-5-3.jpg\" alt=\"Mean deviation from set points for varying load levels when using the RL agent &amp; the PI controllers\" width=\"769\" height=\"174\" \/><figcaption id=\"caption-attachment-9168\" class=\"wp-caption-text\">\u56f35\uff1aRL\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068PI\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u3092\u4f7f\u7528\u3057\u3001\u8ca0\u8377\u30ec\u30d9\u30eb\u3092\u5909\u5316\u3055\u305b\u305f\u5834\u5408\u306e\u8a2d\u5b9a\u5024\u304b\u3089\u306e\u5e73\u5747\u504f\u5dee\u3002<\/figcaption><\/figure>\n<p><\/p>\n<h3>\u7d50\u8ad6<\/h3>\n<p><a href=\"https:\/\/modelon.com\/ja\/modelon-impact-platform\/\">Modelon Impact<\/a>\u3068<a href=\"https:\/\/www.minds.ai\/deepsim\">DeepSim<\/a>\u306e\uff12\u3064\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u73fe\u5728\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u5909\u3048\u305f\u308a\u3001\u65b0\u3057\u3044\u6280\u8853\u3092\u5b66\u3093\u3060\u308a\u3001\u65b0\u3057\u3044\u30e2\u30c7\u30eb\u3092\u8a2d\u8a08\u3057\u305f\u308a\u305b\u305a\u306b\u3001AI\u306e\u6700\u65b0\u306e\u958b\u767a\u6210\u679c\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u5f37\u5316\u5b66\u7fd2\u3092\u4f7f\u7528\u3057\u3066\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u3067\u3001\u69d8\u3005\u306a\u9769\u65b0\u7684\u306a\u8a2d\u8a08\u3092\u8fc5\u901f\u306b\u7e70\u308a\u8fd4\u3057\u3001RL\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u306f\u5927\u91cf\u306e\u5165\u51fa\u529b\u4fe1\u53f7\u306b\u5bfe\u3057\u3066\u554f\u984c\u304c\u306a\u3044\u305f\u3081\u3001\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u3092\u3088\u308a\u9811\u5f37\u306a\u3082\u306e\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3001\u30d2\u30e5\u30fc\u30ea\u30b9\u30c6\u30a3\u30c3\u30af\u3092\u4f7f\u3063\u3066\u7d30\u304b\u304f\u6027\u80fd\u3092\u5b9f\u88c5\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30b7\u30b9\u30c6\u30e0\u304c\u3069\u306e\u3088\u3046\u306b\u52d5\u4f5c\u3059\u3079\u304d\u304b\u3092\u8a2d\u8a08\u3059\u308b\u3053\u3068\u306b\u30a8\u30cd\u30eb\u30ae\u30fc\u3092\u96c6\u4e2d\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002Modelon Impact\u3068DeepSim\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u512a\u308c\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u5e02\u5834\u6295\u5165\u307e\u3067\u306e\u6642\u9593\u77ed\u7e2e\u306e\u5b9f\u73fe\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<a href=\"https:\/\/modelon.com\/ja\/\">\u30e2\u30c7\u30ed\u30f3<\/a>\u3068<a href=\"https:\/\/www.minds.ai\/\">minds.ai<\/a>\u306f\u3001\u5c06\u6765\u7684\u306b\u3053\u306e\u6280\u8853\u3092\u3055\u3089\u306b\u6539\u5584\u3057\u3001\u4ed6\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u62e1\u5927\u3059\u308b\u305f\u3081\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n\n    <div class=\"prop-button prop-button__shortcode\">\n\t    \n\t\t<a class=\"button button--solid-primary\" href=\"https:\/\/modelon.com\/ja\/contact-us\/\" >\u8a73\u3057\u304f\u306f\u5f0a\u793e\u306e\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u307e\u3067<\/a>\n\n\t\t\t<\/div>\n\n\t\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u30d6\u30ed\u30b0\u3067\u306f\u3001\u71b1\u56de\u53ce\u84b8\u6c17\u767a\u96fb\u6a5f\u30b7\u30b9\u30c6\u30e0\u306eAI\u30d9\u30fc\u30b9\u306e\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u3092\u958b\u767a\u3059\u308b\u305f\u3081\u306b\u5f37\u5316\u5b66\u7fd2(reinforcement learning: RL)\u3092\u5fdc\u7528\u3057\u305f\u753b\u671f\u7684\u306a\u4e8b\u4f8b\u3092\u8a73\u3057\u304f\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002Modelon Impact\u3068minds.ai\u306eDeepSim\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u73fe\u5728\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u5909\u66f4\u3057\u305f\u308a\u3001\u65b0\u3057\u3044\u6280\u8853\u3092\u7fd2\u5f97\u3057\u305f\u308a\u3001\u65b0\u3057\u3044\u30e2\u30c7\u30eb\u3092\u8a2d\u8a08\u3059\u308b\u3053\u3068\u306a\u304f\u3001AI\u306e\u6700\u65b0\u6280\u8853\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n","protected":false},"author":64,"featured_media":5646,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_relevanssi_hide_post":"","_relevanssi_hide_content":"","_relevanssi_pin_for_all":"","_relevanssi_pin_keywords":"","_relevanssi_unpin_keywords":"","_relevanssi_related_keywords":"","_relevanssi_related_include_ids":"","_relevanssi_related_exclude_ids":"","_relevanssi_related_no_append":"","_relevanssi_related_not_related":"","_relevanssi_related_posts":"4773,4778,4782,4783,4786,4787","_relevanssi_noindex_reason":"","inline_featured_image":false,"editor_notices":[],"footnotes":""},"categories":[12,96],"tags":[41,98,13],"class_list":["post-5638","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","category-modelica","tag-energy-and-process","tag-industrial-equipment","tag-modelica","blog_news_type-energy-process","blog_news_type-industrial-equipment","blog_news_type-modelica"],"acf":[],"yoast_head":"<!-- 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