{"id":5276,"date":"2025-05-08T11:07:48","date_gmt":"2025-05-08T02:07:48","guid":{"rendered":"https:\/\/aizoth.com\/?post_type=blog&#038;p=5276"},"modified":"2026-01-06T10:24:49","modified_gmt":"2026-01-06T01:24:49","slug":"multi-sigma_2025_05_08","status":"publish","type":"blog","link":"https:\/\/aizoth.com\/blog\/multi-sigma_2025_05_08\/","title":{"rendered":"AI\u00d7CAE\u3067\u5b9f\u73fe\u3059\u308b\u6b21\u4e16\u4ee3\u8a2d\u8a08\uff5e\u30b5\u30ed\u30b2\u30fc\u30c8\u30e2\u30c7\u30eb\u306b\u3088\u308b\u6700\u9069\u5316\u3068\u305d\u306e\u4e8b\u4f8b\u7d39\u4ecb\uff5e"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u306f\u3058\u3081\u306b\uff1a\u3082\u306e\u3065\u304f\u308a\u306b\u304a\u3051\u308bCAE\u6d3b\u7528\u3068\u305d\u306e\u8ab2\u984c<\/h2>\n\n\n\n<p 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class=\"wp-block-paragraph\">\u3053\u3046\u3057\u305f\u8ab2\u984c\u306e\u89e3\u6c7a\u7b56\u3068\u3057\u3066\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u306e\u304c\u3001AI\u306b\u3088\u308b\u300c\u30b5\u30ed\u30b2\u30fc\u30c8\u30e2\u30c7\u30eb\uff08Surrogate Model\uff09\u300d\u306e\u6d3b\u7528\u3067\u3059\u3002CAE\u306e\u8a08\u7b97\u7d50\u679c\u3092AI\u304c\u5b66\u7fd2\u3057\u3001\u9ad8\u901f\u304b\u3064\u9ad8\u7cbe\u5ea6\u306a\u4ee3\u66ff\u30e2\u30c7\u30eb\u3068\u3057\u3066\u8a2d\u8a08\u63a2\u7d22\u306b\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001CAE\u5358\u72ec\u3067\u306f\u96e3\u3057\u304b\u3063\u305f\u6700\u9069\u5316\u306e\u5b9f\u73fe\u53ef\u80fd\u6027\u3092\u5e83\u3052\u308b\u624b\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u8a18\u4e8b\u3067\u306f\u3001CAE\u306e\u9650\u754c\u3092AI\u306e\u529b\u3067\u88dc\u3044\u306a\u304c\u3089\u8a2d\u8a08\u3092\u9032\u5316\u3055\u305b\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3068\u3001\u30ce\u30fc\u30b3\u30fc\u30c9AI\u89e3\u6790\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u300cMulti-Sigma\u300d\u3092\u6d3b\u7528\u3057\u305f\u5177\u4f53\u7684\u306a\u4e8b\u4f8b\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">2. \u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u9650\u754c\u3068\u6700\u9069\u5316\u306e\u58c1<\/h2>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">\u30fb<strong>CAE\u6d3b\u7528\u306e\u5e83\u304c\u308a\u3068\u3068\u3082\u306b\u898b\u3048\u3066\u304d\u305f\u5236\u7d04<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">CAE\u306e\u9ad8\u7cbe\u5ea6\u5316\u306b\u3088\u308a\u3001\u975e\u7dda\u5f62\u3084\u975e\u5b9a\u5e38\u306a\u3069\u306e\u8907\u96d1\u306a\u7269\u7406\u73fe\u8c61\u3082\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3067\u518d\u73fe\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u305d\u306e\u9069\u7528\u7bc4\u56f2\u306f\u62e1\u5927\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u65b9\u3067\u3001\u3053\u3046\u3057\u305f\u89e3\u6790\u306b\u306f\u76f8\u5fdc\u306e\u8a08\u7b97\u8ca0\u8377\u3084\u5b9f\u884c\u74b0\u5883\u306e\u78ba\u4fdd\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3068\u3048\u3070\u3001\u822a\u7a7a\u6a5f\u306e\u7ffc\u3084\u81ea\u52d5\u8eca\u306e\u5468\u56f2\u306b\u767a\u751f\u3059\u308b\u5e83\u7bc4\u56f2\u30fb\u975e\u5b9a\u5e38\u306a\u5916\u90e8\u6d41\u308c\u3084\u3001\u81ea\u52d5\u8eca\u885d\u7a81\u6642\u306e\u8907\u96d1\u306a\u69cb\u9020\u5fdc\u7b54\u306a\u3069\u3092\u5bfe\u8c61\u3068\u3057\u305f\u89e3\u6790\u3067\u306f\u30011\u4ef6\u306e\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306b\u6570\u6642\u9593\u301c\u6570\u65e5\u3092\u8981\u3059\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u591a\u304f\u306e\u30b1\u30fc\u30b9\u3067\u306f\u9ad8\u6027\u80fd\u306a\u8a08\u7b97\u74b0\u5883\u3092\u524d\u63d0\u3068\u3059\u308b\u305f\u3081\u3001\u8ab0\u3067\u3082\u7c21\u5358\u306b\u5927\u91cf\u306e\u89e3\u6790\u3092\u884c\u3048\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u30fb\u6700\u9069\u5316\u3068\u306e\u76f8\u6027\u306e\u96e3\u3057\u3055<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8a2d\u8a08\u958b\u767a\u306b\u304a\u3044\u3066\u3001\u7279\u5b9a\u306e\u6027\u80fd\u3092\u6700\u5927\u5316\u30fb\u6700\u5c0f\u5316\u3059\u308b\u300c\u6700\u9069\u5316\u300d\u306f\u91cd\u8981\u306a\u624b\u6cd5\u3067\u3059\u304c\u3001\u591a\u304f\u306e\u8a2d\u8a08\u5909\u6570\u3092\u6271\u3044\u306a\u304c\u3089\u7cbe\u5ea6\u3068\u52b9\u7387\u3092\u4e21\u7acb\u3059\u308b\u3053\u3068\u306f\u4f9d\u7136\u3068\u3057\u3066\u56f0\u96e3\u3067\u3059\u3002<\/p>\n\n\n\n<p 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wp-block-paragraph\"><strong>\u30fb\u8907\u96d1\u5316\u3059\u308b\u8a2d\u8a08\u63a2\u7d22\u306b\u306f\u3001\u65b0\u305f\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u5fc5\u8981<\/strong><\/p>\n\n\n\n<p 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class=\"wp-block-paragraph\">\u3053\u3046\u3057\u305f\u5834\u5408\u3001\u5358\u7d14\u306a\u5168\u63a2\u7d22\u3067\u306f\u5bfe\u5fdc\u3067\u304d\u305a\u3001\u591a\u76ee\u7684\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\uff08Multi-Objective Genetic Algorithms\uff1aMOGA\uff09\u306a\u3069\u306e\u9ad8\u5ea6\u306a\u6700\u9069\u5316\u624b\u6cd5\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u3067\u3059\u304c\u3001\u89e3\u6790\u56de\u6570\u304c\u6025\u5897\u3059\u308b\u305f\u3081\u3001\u8a08\u7b97\u8cc7\u6e90\u306e\u89b3\u70b9\u304b\u3089\u3082\u5b9f\u884c\u7d99\u7d9a\u304c\u56f0\u96e3\u306b\u306a\u308b\u5834\u9762\u304c\u51fa\u3066\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3064\u307e\u308a\u3001CAE\u306e\u6027\u80fd\u304c\u5411\u4e0a\u3059\u308b\u4e00\u65b9\u3067\u3001\u305d\u306e\u80fd\u529b\u3092\u5341\u5206\u6d3b\u304b\u3059\u306b\u306f\u3001\u4f55\u3089\u304b\u306e\u88dc\u5b8c\u7684\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u9762\u304c\u5897\u3048\u3066\u3044\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3046\u3057\u305f\u80cc\u666f\u306e\u4e2d\u3067\u3001AI\u306b\u3088\u308b\u30b5\u30ed\u30b2\u30fc\u30c8\u30e2\u30c7\u30eb\u306e\u6d3b\u7528\u304c\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u307e\u3059\u3002\u6b21\u7ae0\u3067\u306f\u3001\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u6982\u8981\u3068\u3001\u305d\u308c\u304c\u8a2d\u8a08\u30d7\u30ed\u30bb\u30b9\u306b\u3082\u305f\u3089\u3059\u5909\u5316\u306b\u3064\u3044\u3066\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">3. \u89e3\u6c7a\u7b56\u3068\u3057\u3066\u306e\u300cAI\u30b5\u30ed\u30b2\u30fc\u30c8\u30e2\u30c7\u30eb\u300d<\/h2>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u30fbCAE\u306e\u8a08\u7b97\u7d50\u679c\u3092\u5b66\u7fd2\u3059\u308bAI\u30e2\u30c7\u30eb\u3068\u306f\uff1f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u524d\u7ae0\u3067\u8ff0\u3079\u305f\u901a\u308a\u3001\u9ad8\u7cbe\u5ea6CAE\u3092\u7528\u3044\u305f\u8a2d\u8a08\u63a2\u7d22\u306f\u8a08\u7b97\u30b3\u30b9\u30c8\u304c\u9ad8\u304f\u3001\u5b9f\u52d9\u3067\u306e\u6d3b\u7528\u306b\u306f\u5236\u7d04\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u8ab2\u984c\u306b\u5bfe\u3059\u308b\u89e3\u6c7a\u7b56\u3068\u3057\u3066\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u306e\u304c\u3001AI\u306b\u3088\u308b\u300c\u30b5\u30ed\u30b2\u30fc\u30c8\u30e2\u30c7\u30eb\uff08Surrogate Model\uff09\u300d\u306e\u6d3b\u7528\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u306f\u3001\u904e\u53bb\u306eCAE\u7d50\u679c\u304b\u3089\u5165\u529b\u3068\u51fa\u529b\u306e\u95a2\u4fc2\u3092\u6a5f\u68b0\u5b66\u7fd2\u3067\u8fd1\u4f3c\u3059\u308b\u30e2\u30c7\u30eb\u3067\u3042\u308a\u3001\u89e3\u6790\u306e\u4ee3\u66ff\u624b\u6bb5\u3068\u3057\u3066\u9ad8\u901f\u4e88\u6e2c\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002\u6587\u732e\u3084\u5206\u91ce\u306b\u3088\u3063\u3066\u306f\u300cReduced Order Model\uff1aROM\u300d\u3084\u300c\u30e1\u30bf\u30e2\u30c7\u30eb\uff08Meta-model\uff09\u300d\u306a\u3069\u3068\u3082\u547c\u3070\u308c\u3001\u8a2d\u8a08\u30fb\u6700\u9069\u5316\u306e\u52b9\u7387\u5316\u3092\u652f\u3048\u308b\u6280\u8853\u3068\u3057\u3066\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u30fb\u8a2d\u8a08\u63a2\u7d22\u3092\u52a0\u901f\u3059\u308b\u9ad8\u901f\u6027\u3068\u67d4\u8edf\u6027<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30b5\u30ed\u30b2\u30fc\u30c8\u30e2\u30c7\u30eb\u306e\u6700\u5927\u306e\u5229\u70b9\u306f\u3001CAE\u306b\u6bd4\u3079\u5727\u5012\u7684\u306b\u9ad8\u901f\u306a\u51fa\u529b\u4e88\u6e2c\u304c\u53ef\u80fd\u306a\u70b9\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u8a2d\u8a08\u7a7a\u9593\u306e\u5e83\u7bc4\u306a\u63a2\u7d22\u304c\u73fe\u5b9f\u7684\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3068\u3048\u3070\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5834\u9762\u3067\u52b9\u679c\u3092\u767a\u63ee\u3057\u307e\u3059\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u591a\u6570\u306e\u8a55\u4fa1\u30b7\u30ca\u30ea\u30aa\u306b\u5bfe\u3059\u308b\u4e00\u62ec\u4e88\u6e2c<\/li>\n\n\n\n<li>\u5fdc\u7b54\u306b\u5bfe\u3059\u308b\u8a2d\u8a08\u5909\u6570\u306e\u611f\u5ea6\u5206\u6790<\/li>\n\n\n\n<li>\u6700\u9069\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u306e\u9023\u643a<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001\u30b5\u30ed\u30b2\u30fc\u30c8\u30e2\u30c7\u30eb\u306f\u30e2\u30c7\u30eb\u30d9\u30fc\u30b9\u958b\u767a\uff08MBD\uff09\u3068\u306e\u76f8\u6027\u3082\u826f\u597d\u3067\u3042\u308a\u3001\u30b7\u30b9\u30c6\u30e0\u30ba\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u53ef\u80fd\u6027\u3082\u5e83\u3052\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u30fb\u30ce\u30fc\u30b3\u30fc\u30c9AI\u306b\u3088\u308b\u30b5\u30ed\u30b2\u30fc\u30c8\u30e2\u30c7\u30eb\u69cb\u7bc9\u306e\u81ea\u52d5\u5316<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u3092\u7528\u3044\u305f\u30b5\u30ed\u30b2\u30fc\u30c8\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u306b\u306f\u3001\u901a\u5e38\u3001\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u95a2\u3059\u308b\u77e5\u8b58\u3084\u3001\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u9069\u5207\u306a\u8a2d\u5b9a\u3068\u3044\u3063\u305f\u5c02\u9580\u7684\u30b9\u30ad\u30eb\u304c\u5fc5\u8981\u3068\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u304c\u3001AI\u6280\u8853\u3092\u8a2d\u8a08\u30fb\u958b\u767a\u73fe\u5834\u3078\u5c0e\u5165\u3059\u308b\u969b\u306e\u4e00\u3064\u306e\u969c\u58c1\u3068\u306a\u3063\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u8ab2\u984c\u306b\u5bfe\u3057\u3001\u6211\u3005\u306fMulti-Sigma\u306b\u3088\u308b\u30b5\u30ed\u30b2\u30fc\u30c8\u30e2\u30c7\u30eb\u69cb\u7bc9\u30d7\u30ed\u30bb\u30b9\u3092\u81ea\u52d5\u5316\u3059\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63d0\u6848\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u4ed5\u7d44\u307f\u306b\u3088\u308a\u3001CAE\u306e\u77e5\u8b58\u3092\u6709\u3059\u308b\u6280\u8853\u8005\u304c\u3001AI\u306e\u5c02\u9580\u7684\u306a\u77e5\u898b\u304c\u306a\u304f\u3066\u3082\u3001\u8a2d\u8a08\u652f\u63f4\u306b\u6709\u52b9\u306a\u30b5\u30ed\u30b2\u30fc\u30c8\u30e2\u30c7\u30eb\u3092\u81ea\u3089\u69cb\u7bc9\u30fb\u904b\u7528\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b21\u7ae0\u3067\u306f\u3001\u5f0a\u793e\u304c\u958b\u767a\u3057\u305fAI\u89e3\u6790\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u300cMulti-Sigma\u300d\u3092\u53d6\u308a\u4e0a\u3052\u3001\u305d\u306e\u5177\u4f53\u7684\u306a\u6a5f\u80fd\u3084\u6280\u8853\u7684\u7279\u5fb4\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">4. AI\u89e3\u6790\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u300cMulti-Sigma\u300d\u306e\u7279\u9577<\/h2>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u30fb\u30ce\u30fc\u30b3\u30fc\u30c9\u306b\u3088\u308b\u5b9f\u7528\u7684\u306aAI\u6d3b\u7528\u74b0\u5883\u306e\u63d0\u4f9b<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u524d\u7ae0\u3067\u8ff0\u3079\u305f\u3068\u304a\u308a\u3001AI\u30b5\u30ed\u30b2\u30fc\u30c8\u30e2\u30c7\u30eb\u306fCAE\u306e\u8a08\u7b97\u30b3\u30b9\u30c8\u3084\u53cd\u5fa9\u56de\u6570\u306e\u5236\u9650\u3092\u514b\u670d\u3057\u3001\u5b9f\u7528\u7684\u306a\u8a2d\u8a08\u6700\u9069\u5316\u3092\u5b9f\u73fe\u3059\u308b\u624b\u6bb5\u3068\u3057\u3066\u6709\u52b9\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u3053\u3046\u3057\u305fAI\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u306b\u306f\u3001\u672c\u6765\u3001\u6a5f\u68b0\u5b66\u7fd2\u306b\u95a2\u3059\u308b\u5c02\u9580\u7684\u306a\u77e5\u8b58\u3068\u3001\u5404\u7a2e\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8abf\u6574\u30b9\u30ad\u30eb\u304c\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u304c\u3001\u73fe\u5834\u3078\u306eAI\u6280\u8853\u306e\u5c55\u958b\u3092\u59a8\u3052\u308b\u4e00\u56e0\u3068\u306a\u3063\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u8ab2\u984c\u306b\u5bfe\u3057\u3001\u5f0a\u793e\u304c\u63d0\u4f9b\u3059\u308bAI\u89e3\u6790\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u300cMulti-Sigma\u300d\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304cAI\u306e\u5185\u90e8\u69cb\u9020\u3084\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u95a2\u3059\u308b\u77e5\u8b58\u3092\u6301\u305f\u305a\u3068\u3082\u3001\u30e2\u30c7\u30eb\u69cb\u7bc9\u30fb\u8a55\u4fa1\u30fb\u6d3b\u7528\u3092\u4e00\u8cab\u3057\u3066\u5b9f\u65bd\u53ef\u80fd\u306a\u74b0\u5883\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002GUI\u30d9\u30fc\u30b9\u306e\u76f4\u611f\u7684\u306a\u64cd\u4f5c\u6027\u306b\u3088\u308a\u3001CAE\u306b\u643a\u308f\u308b\u8a2d\u8a08\u6280\u8853\u8005\u304c\u81ea\u3089AI\u3092\u6271\u3048\u308b\u4f53\u5236\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u30fb\u5c11\u91cf\u30c7\u30fc\u30bf\u3067\u3082\u9ad8\u7cbe\u5ea6\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3067\u304d\u308b\u7406\u7531<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Multi-Sigma\u306e\u5b9f\u7528\u6027\u3092\u652f\u3048\u3066\u3044\u308b\u306e\u304c\u3001\u300c\u81ea\u52d5\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u6a5f\u80fd\u300d\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u901a\u5e38\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u69cb\u7bc9\u306b\u306f\u3001\u96a0\u308c\u5c64\u306e\u30ec\u30a4\u30e4\u30fc\u6570\u3084\u6d3b\u6027\u5316\u95a2\u6570\u306a\u3069\u3001\u591a\u304f\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u8abf\u6574\u304c\u5fc5\u8981\u3067\u3059\u304c\u3001Multi-Sigma\u3067\u306f\u3053\u308c\u3089\u3092\u5168\u81ea\u52d5\u3067\u6700\u9069\u5316\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u306e\u305f\u3081\u3001\u30e6\u30fc\u30b6\u30fc\u306fAI\u306e\u4ed5\u7d44\u307f\u3092\u610f\u8b58\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u5c11\u91cf\u306e\u30c7\u30fc\u30bf\uff08\u3044\u308f\u3086\u308b\u201d\u30b9\u30e2\u30fc\u30eb\u30c7\u30fc\u30bf\u201d\uff09\u304b\u3089\u3067\u3082\u9ad8\u7cbe\u5ea6\u306a\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u4ed5\u7d44\u307f\u306b\u3088\u308a\u3001\u8a66\u4f5c\u3084\u5b9f\u9a13\u304c\u9650\u3089\u308c\u308b\u958b\u767a\u521d\u671f\u6bb5\u968e\u3067\u3082\u3001\u30b5\u30ed\u30b2\u30fc\u30c8\u30e2\u30c7\u30eb\u306e\u6d3b\u7528\u304c\u73fe\u5b9f\u7684\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">\u30fb<strong>\u591a\u76ee\u7684\u6700\u9069\u5316\u306b\u3082\u5bfe\u5fdc\uff1a\u8a2d\u8a08\u7a7a\u9593\u306e\u53ef\u8996\u5316\u3068\u89e3\u306e\u63a2\u7d22<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Multi-Sigma\u306f\u3001\u591a\u76ee\u7684\u6700\u9069\u5316\uff08Multi-objective Optimization\uff09\u306b\u5bfe\u5fdc\u3057\u3066\u304a\u308a\u3001<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u591a\u76ee\u7684\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7528\u3044\u3066\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u63a2\u7d22\u304c\u53ef\u80fd\u3067\u3059\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8907\u6570\u306e\u6027\u80fd\u6307\u6a19\uff08\u4f8b\uff1a\u5f37\u5ea6\u3068\u91cd\u91cf\u3001\u30b3\u30b9\u30c8\u3068\u5b89\u5168\u6027\u306a\u3069\uff09\u306e\u30d0\u30e9\u30f3\u30b9\u6700\u9069\u5316<\/li>\n\n\n\n<li>\u76f8\u53cd\u3059\u308b\u8981\u4ef6\u9593\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u63a2\u7d22<\/li>\n\n\n\n<li>\u30d1\u30ec\u30fc\u30c8\u6700\u9069\u89e3\u306e\u5c0e\u51fa\u3068\u53ef\u8996\u5316<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">CAE\u306e\u307f\u3067\u306f\u73fe\u5b9f\u7684\u306b\u8a55\u4fa1\u304c\u96e3\u3057\u304b\u3063\u305f\u3001\u81a8\u5927\u306a\u8a2d\u8a08\u5909\u6570\u306e\u7d44\u307f\u5408\u308f\u305b\u306b\u5bfe\u3057\u3066\u3082\u3001\u30b5\u30ed\u30b2\u30fc\u30c8\u30e2\u30c7\u30eb\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u9ad8\u901f\u304b\u3064\u7db2\u7f85\u7684\u306a\u89e3\u6790\u304c\u53ef\u80fd\u3068\u306a\u308a\u3001\u8a2d\u8a08\u8005\u306e\u610f\u601d\u6c7a\u5b9a\u3092\u5f37\u529b\u306b\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u304c\u3001Multi-Sigma\u304c\u3082\u305f\u3089\u3059\u8a2d\u8a08\u30d7\u30ed\u30bb\u30b9\u306e\u9769\u65b0\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0e\u5165\u30e1\u30ea\u30c3\u30c8\u306e\u307e\u3068\u3081<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>GUI\u30d9\u30fc\u30b9\u306e\u76f4\u611f\u7684\u64cd\u4f5c\u3067AI\u30e2\u30c7\u30eb\u304c\u69cb\u7bc9\u3067\u304d\u308b<\/li>\n\n\n\n<li>\u5c11\u91cf\u30c7\u30fc\u30bf\u3067\u3082\u9ad8\u7cbe\u5ea6\u306a\u4e88\u6e2c\u304c\u53ef\u80fd<\/li>\n\n\n\n<li>\u591a\u76ee\u7684\u6700\u9069\u5316\u307e\u3067\u4e00\u8cab\u3057\u3066\u5b9f\u65bd\u53ef\u80fd<\/li>\n\n\n\n<li>\u7d50\u679c\u306e\u6bd4\u8f03\u30fb\u53ef\u8996\u5316\u3067\u8a2d\u8a08\u5224\u65ad\u3092\u652f\u63f4<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b21\u7ae0\u3067\u306f\u3001\u3053\u308c\u3089\u306e\u6a5f\u80fd\u3092\u5b9f\u969b\u306b\u6d3b\u7528\u3057\u3001\u300c\u591a\u69d8\u306a\u4e57\u54e1\u4f53\u683c\u3092\u8003\u616e\u3057\u305f\u81ea\u52d5\u8eca\u5b89\u5168\u88c5\u7f6e\u8a2d\u8a08\u300d\u306e\u6700\u9069\u5316\u3092\u884c\u3063\u305f\u4e8b\u4f8b\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">5. \u4e8b\u4f8b\u7d39\u4ecb \u2014 \u81ea\u52d5\u8eca\u5b89\u5168\u88c5\u7f6e\u306e\u6700\u9069\u5316\u306b\u304a\u3051\u308bAI\u306e\u6d3b\u7528<\/h2>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">\u30fb<strong>\u80cc\u666f\uff1a\u591a\u69d8\u306a\u6761\u4ef6\u3092\u8003\u616e\u3057\u305f\u5b89\u5168\u8a2d\u8a08\u306e\u91cd\u8981\u6027<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u81ea\u52d5\u8eca\u306e\u5b89\u5168\u6027\u80fd\u8a2d\u8a08\u306b\u304a\u3044\u3066\u3001\u8fd1\u5e74\u306f\u4e57\u54e1\u306e\u4f53\u683c\u3084\u59ff\u52e2\u306e\u591a\u69d8\u6027\u306b\u5bfe\u5fdc\u3059\u308b\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u73fe\u5728\u3067\u306f\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9ad8\u9f62\u8005\u3001\u598a\u5a66\u3001\u5c0f\u67c4\u306a\u6210\u4eba\u5973\u6027\u3084\u5b50\u3069\u3082<\/li>\n\n\n\n<li>\u5ea7\u4f4d\u59ff\u52e2\u3084\u30b7\u30fc\u30c8\u30dd\u30b8\u30b7\u30e7\u30f3\u306e\u9055\u3044<\/li>\n\n\n\n<li>\u8907\u6570\u306e\u885d\u7a81\u6761\u4ef6\uff08\u6b63\u9762\u30fb\u5074\u9762\u30fb\u659c\u3081\uff09<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3068\u3044\u3063\u305f\u8907\u96d1\u306a\u6761\u4ef6\u3092\u7dcf\u5408\u7684\u306b\u8003\u616e\u3057\u305f\u5168\u4f53\u6700\u9069\u306a\u8a2d\u8a08\u304c\u6c42\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3057\u304b\u3057\u3001\u3053\u306e\u3088\u3046\u306a\u8907\u96d1\u306a\u6761\u4ef6\u3092\u8003\u616e\u3057\u305f\u8a2d\u8a08\u306fCAE\u3060\u3051\u3067\u7db2\u7f85\u7684\u306b\u691c\u8a0e\u3059\u308b\u306e\u306f\u96e3\u3057\u304f\u3001\u5de5\u6570\u3082\u81a8\u5927\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u30fbAI\u306b\u3088\u308b\u89e3\u6c7a\uff1aMulti-Sigma\u3067\u306e\u30b5\u30ed\u30b2\u30fc\u30c8\u30e2\u30c7\u30eb\u69cb\u7bc9\u3068\u6700\u9069\u5316<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u8ab2\u984c\u306b\u5bfe\u3057\u3001Multi-Sigma\u3092\u7528\u3044\u3066\u3001\u9650\u3089\u308c\u305fCAE\u89e3\u6790\u7d50\u679c\u30c7\u30fc\u30bf\uff0814\u30b1\u30fc\u30b9\uff09\u3092\u5143\u306b\u9ad8\u7cbe\u5ea6\u306aAI\u30b5\u30ed\u30b2\u30fc\u30c8\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u3001\u5b89\u5168\u8a2d\u8a08\u306e\u6700\u9069\u5316\u306b\u53d6\u308a\u7d44\u307f\u307e\u3057\u305f[1]\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u885d\u7a81\u4e8b\u6545\u6642\u306b\u8179\u90e8\u50b7\u5bb3\u306b\u5bfe\u3057\u3066\u4e0d\u5229\u306a\u30ea\u30af\u30e9\u30a4\u30cb\u30f3\u30b0\u59ff\u52e2\u3067\u4e57\u8eca\u3057\u3066\u3044\u305f\u5c0f\u67c4\u306a\u6210\u4eba\u5973\u6027\u304a\u3088\u3073\u6210\u4eba\u7537\u6027\u306e\u4e57\u54e1\u3092\u5bfe\u8c61\u3068\u3057\u305f\u885d\u7a81\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u7d50\u679c\u3092\u5b66\u7fd2\u3055\u305b\u3001\u30b7\u30fc\u30c8\u30d9\u30eb\u30c8\u53d6\u4ed8\u4f4d\u7f6e\u306e\u8a2d\u8a08\u89e3\u3092\u5c0e\u51fa\u3059\u308b\u4e8b\u3092\u76ee\u6307\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u30fb\u89e3\u6790\u6761\u4ef6<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5165\u529b\u30c7\u30fc\u30bf\uff1a\u4e57\u54e1\u4f53\u683c\uff08\u5c0f\u67c4\u306a\u6210\u4eba\u5973\u6027\uff0f\u6210\u4eba\u7537\u6027\uff09\u3001\u30b7\u30fc\u30c8\u30d9\u30eb\u30c8\u53d6\u4ed8\u4f4d\u7f6e X \u304a\u3088\u3073 Y<br>\u51fa\u529b\u30c7\u30fc\u30bf\uff1a\u885d\u7a81\u6642\u306e\u30b7\u30fc\u30c8\u30d9\u30eb\u30c8\u306b\u3088\u308b\u5de6\u53f3\u306e\u8179\u90e8\u4fb5\u5165\u91cf<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"571\" src=\"https:\/\/aizoth.com\/wp-content\/uploads\/2025\/05\/3bc9ddec4a1834775493a14616f6bb41-1024x571.png\" alt=\"\" class=\"wp-image-5270\" style=\"width:542px;height:auto\" srcset=\"https:\/\/aizoth.com\/wp-content\/uploads\/2025\/05\/3bc9ddec4a1834775493a14616f6bb41-1024x571.png 1024w, https:\/\/aizoth.com\/wp-content\/uploads\/2025\/05\/3bc9ddec4a1834775493a14616f6bb41-300x167.png 300w, https:\/\/aizoth.com\/wp-content\/uploads\/2025\/05\/3bc9ddec4a1834775493a14616f6bb41.png 1222w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"225\" src=\"https:\/\/aizoth.com\/wp-content\/uploads\/2025\/05\/5a1754e48eef168adb6d2af224611fa9.png\" alt=\"\" class=\"wp-image-5271\" style=\"width:190px;height:auto\" srcset=\"https:\/\/aizoth.com\/wp-content\/uploads\/2025\/05\/5a1754e48eef168adb6d2af224611fa9.png 450w, https:\/\/aizoth.com\/wp-content\/uploads\/2025\/05\/5a1754e48eef168adb6d2af224611fa9-300x150.png 300w\" sizes=\"auto, (max-width: 450px) 100vw, 450px\" \/><\/figure>\n<\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"740\" height=\"731\" src=\"https:\/\/aizoth.com\/wp-content\/uploads\/2025\/05\/d306bae3db8c50a746734de023f13a92.png\" alt=\"\" class=\"wp-image-5272\" style=\"width:361px;height:auto\" srcset=\"https:\/\/aizoth.com\/wp-content\/uploads\/2025\/05\/d306bae3db8c50a746734de023f13a92.png 740w, https:\/\/aizoth.com\/wp-content\/uploads\/2025\/05\/d306bae3db8c50a746734de023f13a92-300x296.png 300w\" sizes=\"auto, (max-width: 740px) 100vw, 740px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u56de\u306e\u30e2\u30c7\u30eb\u69cb\u7bc9\u306b\u306f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08Deep Neural Network\uff1aDNN\uff09\u3092\u4f7f\u7528\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u306a\u304a\u3001\u3088\u308a\u5c11\u91cf\u306e\u30c7\u30fc\u30bf\u3057\u304b\u5f97\u3089\u308c\u306a\u3044\u5834\u5408\u306b\u306f\u3001\u30ac\u30a6\u30b9\u904e\u7a0b\u56de\u5e30\uff08Gaussian Process Regression\uff1aGPR\uff09\u306b\u3088\u308b\u30e2\u30c7\u30eb\u5316\u3082\u6709\u52b9\u3067\u3059\u3002Multi-Sigma\u3067\u306f\u3001\u89e3\u6790\u7a2e\u5225\u3068\u3057\u3066\u300c\u30d9\u30a4\u30ba\u89e3\u6790\u300d\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u3067\u3001GPR\u3092\u7528\u3044\u305f\u30e2\u30c7\u30eb\u5316\u304c\u53ef\u80fd\u3068\u306a\u3063\u3066\u304a\u308a\u3001\u7279\u306b\u5b9f\u9a13\u30c7\u30fc\u30bf\u3084\u8a66\u4f5c\u6bb5\u968e\u3067\u306e\u9069\u7528\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">14\u30b1\u30fc\u30b9\u3068\u3044\u3046\u6bd4\u8f03\u7684\u5c11\u91cf\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001Multi-Sigma\u306e\u30aa\u30fc\u30c8\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u6a5f\u80fd\u306b\u3088\u308a\u3001\u9ad8\u3044\u4e88\u6e2c\u7cbe\u5ea6\u306e\u30b5\u30ed\u30b2\u30fc\u30c8\u30e2\u30c7\u30eb\u3092\u5b9f\u73fe\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u30fb\u8981\u56e0\u5206\u6790\u3068\u6700\u9069\u8a2d\u8a08\u306e\u5c0e\u51fa<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Multi-Sigma\u306e\u8981\u56e0\u5206\u6790\u6a5f\u80fd\u306b\u3088\u308a\u3001\u4e8b\u6545\u6642\u306e\u50b7\u5bb3\u30ea\u30b9\u30af\u306b\u6700\u3082\u5f71\u97ff\u3092\u53ca\u307c\u3059\u8981\u7d20\u3092\u7279\u5b9a\u3059\u308b\u4e8b\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"733\" height=\"273\" src=\"https:\/\/aizoth.com\/wp-content\/uploads\/2025\/05\/b65e2e406ec7c330013e15dea89d1f5f.png\" alt=\"\" class=\"wp-image-5273\" srcset=\"https:\/\/aizoth.com\/wp-content\/uploads\/2025\/05\/b65e2e406ec7c330013e15dea89d1f5f.png 733w, https:\/\/aizoth.com\/wp-content\/uploads\/2025\/05\/b65e2e406ec7c330013e15dea89d1f5f-300x112.png 300w\" sizes=\"auto, (max-width: 733px) 100vw, 733px\" \/><figcaption class=\"wp-element-caption\">\u53f3\u8179\u90e8\u4fb5\u5165\u91cf\u306e\u8981\u56e0\u5206\u6790<\/figcaption><\/figure>\n<\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"733\" height=\"254\" src=\"https:\/\/aizoth.com\/wp-content\/uploads\/2025\/05\/0ac16ee94660727faddebe5d604d5f2b.png\" alt=\"\" class=\"wp-image-5274\" srcset=\"https:\/\/aizoth.com\/wp-content\/uploads\/2025\/05\/0ac16ee94660727faddebe5d604d5f2b.png 733w, https:\/\/aizoth.com\/wp-content\/uploads\/2025\/05\/0ac16ee94660727faddebe5d604d5f2b-300x104.png 300w\" sizes=\"auto, (max-width: 733px) 100vw, 733px\" \/><figcaption class=\"wp-element-caption\">\u5de6\u8179\u90e8\u4fb5\u5165\u91cf\u306e\u8981\u56e0\u5206\u6790<\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u305d\u306e\u7d50\u679c\u3001(i)\u5c0f\u67c4\u306a\u6210\u4eba\u5973\u6027\u306f\u6210\u4eba\u7537\u6027\u3088\u308a\u3082\u50b7\u5bb3\u30ea\u30b9\u30af\u304c\u9ad8\u3044\u50be\u5411\u306b\u3042\u308b\u4e8b\u3001(ii)\u8179\u90e8\u3078\u306e\u904e\u5ea6\u306a\u4fb5\u5165\u3092\u9632\u3052\u308b\u3088\u3046\u306a\u30b7\u30fc\u30c8\u30d9\u30eb\u30c8\u53d6\u4ed8\u4f4d\u7f6e\u306e\u30ec\u30a4\u30a2\u30a6\u30c8\u3001\u3068\u3044\u3063\u305f\u91cd\u8981\u306a\u77e5\u898b\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3055\u3089\u306b\u3001Multi-Sigma\u306e\u591a\u76ee\u7684\u6700\u9069\u5316\u6a5f\u80fd\u3067\u3042\u308b\u591a\u76ee\u7684\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7528\u3044\u3066\u3001\u6b21\u306e\u6761\u4ef6\u3092\u8a2d\u5b9a\u3057\u305f\u4e0a\u3067\u3001\u5de6\u53f3\u306e\u8179\u90e8\u50b7\u5bb3\u30ea\u30b9\u30af\u3092\u6700\u5c0f\u5316\u3055\u305b\u308b\u3088\u3046\u306a\u8a2d\u8a08\u89e3\u3092\u5c0e\u51fa\u3057\u307e\u3057\u305f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53d7\u50b7\u30ea\u30b9\u30af\u306e\u9ad8\u3044\u5c0f\u67c4\u6210\u4eba\u5973\u6027\u306b\u4f53\u683c\u6761\u4ef6\u3092\u56fa\u5b9a<\/li>\n\n\n\n<li>\u53d6\u4ed8\u4f4d\u7f6e\u306e\u5236\u7d04\u6761\u4ef6\uff08X, Y\u65b9\u5411 0\u301c40mm\uff09\u3092\u8a2d\u5b9a<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"496\" src=\"https:\/\/aizoth.com\/wp-content\/uploads\/2025\/05\/J017_3-1024x496.png\" alt=\"\" class=\"wp-image-5275\" srcset=\"https:\/\/aizoth.com\/wp-content\/uploads\/2025\/05\/J017_3-1024x496.png 1024w, https:\/\/aizoth.com\/wp-content\/uploads\/2025\/05\/J017_3-300x145.png 300w, https:\/\/aizoth.com\/wp-content\/uploads\/2025\/05\/J017_3.png 1368w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u53d6\u308a\u7d44\u307f\u306b\u3088\u308a\u3001GUI\u30d9\u30fc\u30b9\u306e\u64cd\u4f5c\u306e\u307f\u306b\u3088\u308a\u300114\u30b1\u30fc\u30b9\u3068\u3044\u3046\u6700\u5c0f\u9650\u306eCAE\u30c7\u30fc\u30bf\u304b\u3089\u9ad8\u7cbe\u5ea6\u306eAI\u30b5\u30ed\u30b2\u30fc\u30c8\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u3001\u6700\u9069\u8a2d\u8a08\u89e3\u306e\u5c0e\u51fa\u3092\u884c\u3046\u4e8b\u304c\u3067\u304d\u307e\u3057\u305f\u3002CAE\u3068AI\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u8907\u96d1\u306a\u8a2d\u8a08\u8ab2\u984c\u306b\u5bfe\u3057\u3066\u3082\u9ad8\u5ea6\u306a\u5206\u6790\u3068\u6700\u9069\u5316\u3092\u5b9f\u73fe\u3067\u304d\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u4e8b\u4f8b\u306f\u3001AI\u30b5\u30ed\u30b2\u30fc\u30c8\u30e2\u30c7\u30eb\u306e\u6709\u52b9\u6027\u3092\u793a\u3059\u4e00\u4f8b\u306b\u904e\u304e\u307e\u305b\u3093\u3002\u6700\u7d42\u7ae0\u3067\u306f\u3001\u8a2d\u8a08\u73fe\u5834\u306b\u304a\u3051\u308bAI\u6d3b\u7528\u306e\u4eca\u5f8c\u306e\u5c55\u671b\u3068\u53ef\u80fd\u6027\u306b\u3064\u3044\u3066\u8003\u5bdf\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">6. \u4eca\u5f8c\u306e\u5c55\u671b\u3068\u307e\u3068\u3081<\/h2>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u30fb\u30b5\u30ed\u30b2\u30fc\u30c8\u30e2\u30c7\u30eb\u304c\u5207\u308a\u62d3\u304f\u3001CAE\u3068AI\u306e\u878d\u5408\u8a2d\u8a08<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u8a18\u4e8b\u3067\u306f\u3001CAE\u306e\u9650\u754c\u3092\u88dc\u3046\u624b\u6bb5\u3068\u3057\u3066\u6ce8\u76ee\u3055\u308c\u308bAI\u30b5\u30ed\u30b2\u30fc\u30c8\u30e2\u30c7\u30eb\u3068\u3001\u305d\u306e\u6d3b\u7528\u4e8b\u4f8b\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7279\u306b\u3001\u8a08\u7b97\u8ca0\u8377\u306e\u5927\u304d\u306a\u89e3\u6790\u306b\u5bfe\u3057\u3066\u3082\u3001AI\u30b5\u30ed\u30b2\u30fc\u30c8\u30e2\u30c7\u30eb\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u9ad8\u901f\u306a\u6700\u9069\u5316\u304c\u73fe\u5b9f\u7684\u306b\u53ef\u80fd\u3068\u306a\u308a\u3001\u3055\u3089\u306bMulti-Sigma\u306e\u3088\u3046\u306a\u30ce\u30fc\u30b3\u30fc\u30c9AI\u89e3\u6790\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u3088\u308a\u3001\u5c02\u9580\u77e5\u8b58\u306a\u3057\u3067\u3082\u624b\u8efd\u306bAI\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u30fb\u6d3b\u7528\u3067\u304d\u308b\u74b0\u5883\u304c\u6574\u3044\u3064\u3064\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">CAE\u3068AI\u306e\u5f37\u307f\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8907\u96d1\u306a\u591a\u76ee\u7684\u8a2d\u8a08\u8ab2\u984c\u306e\u52b9\u7387\u7684\u306a\u89e3\u6c7a<\/li>\n\n\n\n<li>\u9650\u3089\u308c\u305f\u30ea\u30bd\u30fc\u30b9\u4e0b\u3067\u306e\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u306e\u6700\u9069\u5316<\/li>\n\n\n\n<li>\u8a66\u4f5c\u524d\u6bb5\u968e\u3067\u306e\u6027\u80fd\u8a55\u4fa1\u306b\u3088\u308b\u30d5\u30ed\u30f3\u30c8\u30ed\u30fc\u30c7\u30a3\u30f3\u30b0\u5316\u306e\u4fc3\u9032<\/li>\n\n\n\n<li>\u8a66\u4f5c\u56de\u6570\u306e\u524a\u6e1b\u3068\u3001\u305d\u308c\u306b\u4f34\u3046\u958b\u767a\u671f\u9593\u30fb\u30b3\u30b9\u30c8\u306e\u5927\u5e45\u306a\u4f4e\u6e1b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3068\u3044\u3063\u305f\u3001\u5f93\u6765\u56f0\u96e3\u3060\u3063\u305f\u8a2d\u8a08\u76ee\u6a19\u306e\u9054\u6210\u304c\u3088\u308a\u73fe\u5b9f\u7684\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u30fb\u4eca\u5f8c\u306e\u5c55\u671b\uff1a\u5b9f\u7528AI\u306e\u7740\u5b9f\u306a\u73fe\u5834\u6d78\u900f\u3078<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u5f8c\u3001\u30b5\u30ed\u30b2\u30fc\u30c8\u30e2\u30c7\u30eb\u3084\u95a2\u9023AI\u6280\u8853\u306e\u9032\u5c55\u306b\u3088\u308a\u3001\u8a2d\u8a08\u73fe\u5834\u306f\u5f93\u6765\u306e\u53cd\u5fa9\u7684\u306a\u30c8\u30e9\u30a4\uff06\u30a8\u30e9\u30fc\u304b\u3089\u3001\u30c7\u30fc\u30bf\u3084AI\u3092\u6d3b\u7528\u3057\u305f\u77e5\u7684\u306a\u8a2d\u8a08\u30d7\u30ed\u30bb\u30b9\u3078\u3068\u79fb\u884c\u3057\u3066\u3044\u304f\u3068\u671f\u5f85\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3055\u3089\u306b\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5fdc\u7528\u62e1\u5927\u3082\u898b\u8fbc\u307e\u308c\u307e\u3059\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30de\u30eb\u30c1\u30d5\u30a3\u30b8\u30c3\u30af\u30b9\u306b\u6e21\u308b\u6700\u9069\u5316\u3078\u306e\u5fdc\u7528<\/li>\n\n\n\n<li>\u30c7\u30b8\u30bf\u30eb\u30c4\u30a4\u30f3\u74b0\u5883\u3067\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u6700\u9069\u5316<\/li>\n\n\n\n<li>\u88fd\u54c1\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u5168\u4f53\u3067\u306eAI\u6d3b\u7528\uff08\u958b\u767a\u301c\u904b\u7528\uff09<\/li>\n\n\n\n<li>\u8a2d\u8a08\u77e5\u306e\u518d\u5229\u7528\u30fb\u5171\u6709\u306b\u3088\u308b\u30b5\u30d7\u30e9\u30a4\u30c1\u30a7\u30fc\u30f3\u9023\u643a<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u304b\u3089\u306eAI\u306f\u3001\u4e00\u90e8\u306e\u5c02\u9580\u5bb6\u3060\u3051\u306e\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u73fe\u5834\u306e\u6280\u8853\u8005\u304c\u81ea\u3089\u6d3b\u7528\u3067\u304d\u308b\u5b9f\u7528\u7684\u306a\u30c4\u30fc\u30eb\u3068\u3057\u3066\u6839\u4ed8\u3044\u3066\u3044\u304f\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u30fb\u8a2d\u8a08\u8005\u306e\u5c02\u9580\u77e5\u3068AI\u306e\u5171\u5275\u306b\u3088\u308b\u672a\u6765\u306e\u3082\u306e\u3065\u304f\u308a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u306f\u8a2d\u8a08\u8005\u306e\u5275\u9020\u6027\u3084\u76f4\u611f\u306b\u4ee3\u308f\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3080\u3057\u308d\u3001\u6280\u8853\u8005\u306e\u5de5\u5b66\u7684\u77e5\u898b\u3092AI\u3067\u88dc\u5b8c\u30fb\u62e1\u5f35\u3057\u3001\u8a2d\u8a08\u958b\u767a\u3092\u3088\u308a\u5275\u9020\u7684\u304b\u3064\u52b9\u7387\u7684\u306b\u9032\u5316\u3055\u305b\u308b\u624b\u6bb5\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">CAE\u306e\u5c02\u9580\u6027\u3092\u6301\u3064\u6280\u8853\u8005\u304c\u3001AI\u3092\u30c4\u30fc\u30eb\u3068\u3057\u3066\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u8a2d\u8a08\u306e\u81ea\u7531\u5ea6\u3068\u63a2\u7a76\u529b\u306f\u3053\u308c\u307e\u3067\u306b\u306a\u3044\u6b21\u5143\u3078\u3068\u9ad8\u307e\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Multi-Sigma\u306e\u3088\u3046\u306a\u30ce\u30fc\u30b3\u30fc\u30c9AI\u89e3\u6790\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u305d\u306e\u7b2c\u4e00\u6b69\u3092\u8ab0\u3067\u3082\u8e0f\u307f\u51fa\u305b\u308b\u300c\u73fe\u5834\u306e\u305f\u3081\u306e\u6280\u8853\u57fa\u76e4\u300d\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u682a\u5f0f\u4f1a\u793e\u30a8\u30a4\u30be\u30b9\u3067\u306f\u3001\u3053\u306e\u5206\u91ce\u306b\u95a2\u3059\u308b\u8c4a\u5bcc\u306a\u7d4c\u9a13\u3068\u77e5\u898b\u3092\u6709\u3057\u3066\u304a\u308a\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u7d39\u4ecb\u3057\u305f\u5c11\u91cf\u30c7\u30fc\u30bf\uff08\u30b9\u30e2\u30fc\u30eb\u30c7\u30fc\u30bf\uff09\u304b\u3089\u306eAI\u30b5\u30ed\u30b2\u30fc\u30c8\u30e2\u30c7\u30eb\u5316\uff08ROM\u5316\uff09\u306e\u8a73\u7d30\u306b\u95a2\u3057\u3066\u3054\u8208\u5473\u306e\u3042\u308b\u65b9\u306f\u3001\u682a\u5f0f\u4f1a\u793e\u30a8\u30a4\u30be\u30b9\u307e\u3067\u305c\u3072\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\">[1] \u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\uff1aSaito, H. et al. &#8220;Understanding the Influence of Seat Belt Geometries on Belt-to-Pelvis Angle Can Help Prevent Submarining,&#8221; SAE Int. J. Trans. Safety 10(2):463-481, 2022, https:\/\/doi.org\/10.4271\/09-10-02-0017.<\/p>\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\u3001CAE\u3068AI\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u30b5\u30ed\u30b2\u30fc\u30c8\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3092\u884c\u3044\u305f\u3044\u3001\u81ea\u52d5\u8eca\u5b89\u5168\u88c5\u7f6e\u306eAI\u5206\u6790\u3092\u884c\u3044\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\u3001\u4f53\u683c\u306b\u5fdc\u3058\u305f\u640d\u50b7\u30ea\u30b9\u30af\u306e\u898b\u7a4d\u3082\u308a\u3092\u884c\u3044\u305f\u3044\u3001\u30ce\u30fc\u30b3\u30fc\u30c9\u3067AI\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u4ee3\u66ff\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":"\u306f\u3058\u3081\u306b\uff1a\u3082\u306e\u3065\u304f\u308a\u306b\u304a\u3051\u308bCAE\u6d3b\u7528\u3068\u305d\u306e\u8ab2\u984c \u8fd1\u5e74\u306e\u3082\u306e\u3065\u304f\u308a\u5206\u91ce\u3067\u306f\u3001\u88fd\u54c1\u958b\u767a\u306e\u300c\u30d5\u30ed\u30f3\u30c8\u30ed\u30fc\u30c7\u30a3\u30f3\u30b0\u5316\uff08\uff1d\u521d\u671f\u6bb5\u968e\u3067\u8a2d\u8a08\u691c\u8a0e\u3092\u524d\u5012\u3057\u3067\u884c\u3046\u624b\u6cd5\uff09\u300d\u304c\u3088\u308a\u4e00\u5c64\u6c42\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u8a66\u4f5c\u3084\u5b9f\u9a13\u306e\u524d\u306b\u3001\u6b63\u78ba\u306a\u8a2d\u8a08\u5224\u65ad\u3092\u884c\u3048 <a href=\"https:\/\/aizoth.com\/blog\/multi-sigma_2025_05_08\/\" class=\"more-link\">&#8230;<span class=\"screen-reader-text\">  AI\u00d7CAE\u3067\u5b9f\u73fe\u3059\u308b\u6b21\u4e16\u4ee3\u8a2d\u8a08\uff5e\u30b5\u30ed\u30b2\u30fc\u30c8\u30e2\u30c7\u30eb\u306b\u3088\u308b\u6700\u9069\u5316\u3068\u305d\u306e\u4e8b\u4f8b\u7d39\u4ecb\uff5e<\/span><\/a>","protected":false},"author":8,"featured_media":7809,"parent":0,"menu_order":18,"comment_status":"closed","ping_status":"closed","template":"","format":"standard","meta":{"_acf_changed":false,"_locale":"ja","_original_post":"","footnotes":""},"blog_category":[94,108],"class_list":["post-5276","blog","type-blog","status-publish","format-standard","has-post-thumbnail","hentry","blog_category-ai-driven-design-of-experiments","blog_category-surrogate-model","ja"],"acf":[],"_links":{"self":[{"href":"https:\/\/aizoth.com\/index.php?rest_route=\/wp\/v2\/blog\/5276","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aizoth.com\/index.php?rest_route=\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/aizoth.com\/index.php?rest_route=\/wp\/v2\/types\/blog"}],"author":[{"embeddable":true,"href":"https:\/\/aizoth.com\/index.php?rest_route=\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/aizoth.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=5276"}],"version-history":[{"count":3,"href":"https:\/\/aizoth.com\/index.php?rest_route=\/wp\/v2\/blog\/5276\/revisions"}],"predecessor-version":[{"id":7306,"href":"https:\/\/aizoth.com\/index.php?rest_route=\/wp\/v2\/blog\/5276\/revisions\/7306"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aizoth.com\/index.php?rest_route=\/wp\/v2\/media\/7809"}],"wp:attachment":[{"href":"https:\/\/aizoth.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5276"}],"wp:term":[{"taxonomy":"blog_category","embeddable":true,"href":"https:\/\/aizoth.com\/index.php?rest_route=%2Fwp%2Fv2%2Fblog_category&post=5276"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}