\u30b9\u30de\u30fc\u30c8\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\u3068\u7570\u5e38\u30c7\u30fc\u30bf\u751f\u6210AI\u306e\u6700\u524d\u7dda<\/title>\n<style>\nbody {font-family: 'Yu Gothic', 'Arial', sans-serif; line-height:1.7; margin:30px; max-width:950px;}\nh1, h2, h3 {color:#215089;}\na {color:#0068b7;}\ncode, pre {background:#f6f6f6; border-radius:5px; padding:3px;}\nblockquote {background:#eef6fb; border-left:4px solid #7bb6ea; margin:15px 0; padding:8px 16px;}\nul {margin-bottom:16px;}\n<\/style>\n<\/head>\n<body>\n\n\n\n<p>\u88fd\u9020\u73fe\u5834\u306eDX\uff08\u30c7\u30b8\u30bf\u30eb\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30e1\u30fc\u30b7\u30e7\u30f3\uff09\u306b\u304a\u3044\u3066\u300c\u672a\u767a\u751f\u306e\u6545\u969c\u300d\u306b\u5099\u3048\u308b\u7570\u5e38\u30c7\u30fc\u30bf\u306e\u751f\u6210\u6280\u8853\u306f\u30012024\u5e74\u4ee5\u964d\u3001\u4e16\u754c\u306e\u81ea\u52d5\u8eca\u30fb\u534a\u5c0e\u4f53\u30fb\u30a8\u30cd\u30eb\u30ae\u30fc\u696d\u754c\u306a\u3069\u6700\u5148\u7aef\u306e\u751f\u7523\u73fe\u5834\u3067\u201c\u5b9f\u7528\u5316\u30d5\u30a7\u30fc\u30ba\u201d\u306b\u5165\u3063\u3066\u3044\u307e\u3059\u3002\u672c\u7a3f\u3067\u306f\u3001<b>\u672c\u5f53\u306b\u73fe\u5834\u3067\u4f7f\u308f\u308c\u3066\u3044\u308bAI\u7570\u5e38\u30c7\u30fc\u30bf\u751f\u6210\u306e\u65b9\u5f0f<\/b>\u3068\u3001\u793e\u4f1a\u7684\u306a\u5f71\u97ff\u3001\u4e8b\u4f8b\u3092\u8ad6\u6587\u30fb\u4f01\u696d\u60c5\u5831\u3068\u3068\u3082\u306b\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n<h2>\u306a\u305c\u300c\u672a\u767a\u751f\u6545\u969c\u306e\u7570\u5e38\u30c7\u30fc\u30bf\u300d\u304c\u73fe\u5834\u3067\u6c42\u3081\u3089\u308c\u3066\u3044\u308b\u306e\u304b\uff1f<\/h2>\n<ul>\n<li><b>\u5e0c\u5c11\u4e8b\u8c61\u554f\u984c\uff08Rare Event Problem\uff09<\/b>\uff1a\u751f\u7523\u30e9\u30a4\u30f3\u3067\u306f\u3001\u91cd\u5927\u306a\u6545\u969c\u3084\u7570\u5e38\u306f\u300c\u307b\u307c\u767a\u751f\u3057\u306a\u3044\u300d\u305f\u3081\u3001\u6559\u5e2b\u30c7\u30fc\u30bf\u3068\u3057\u3066\u73fe\u5b9f\u306e\u7570\u5e38\u753b\u50cf\u30fb\u7570\u5e38\u6ce2\u5f62\u304c\u96c6\u3081\u3089\u308c\u306a\u3044\u3002<\/li>\n<li>AI\u306b\u3088\u308b\u6545\u969c\u4e88\u5146\u30fb\u691c\u51fa\u306b\u306f\u300c\u6b63\u5e38\u30c7\u30fc\u30bf\u3060\u3051\u300d\u3067\u306f\u4e0d\u5341\u5206\u3002\u672a\u77e5\u306e\u7570\u5e38\u30fb\u65b0\u7a2e\u306e\u6545\u969c\u306b\u3082\u5f37\u3044AI\u304c\u5fc5\u9808\u3002<\/li>\n<li>\u4f8b\uff1a<b>\u30c8\u30e8\u30bf\u81ea\u52d5\u8eca<\/b>\u3084<b>Foxconn<\/b>\u306e\u5de5\u5834\u3067\u306f\u3001\u6b63\u5e38\u7a3c\u50cd\u4e2d\u306b\u7570\u5e38\u30c7\u30fc\u30bf\u3092\u751f\u6210\u3057\u3066AI\u8a13\u7df4\u306b\u6d3b\u7528\u3059\u308b\u4e8b\u4f8b\u304c\u5897\u52a0(<a href=\"https:\/\/monoist.itmedia.co.jp\/mn\/articles\/2310\/13\/news008.html\" target=\"_blank\">\u51fa\u5178<\/a>)\u3002<\/li>\n<\/ul>\n\n<h2>\u7570\u5e38\u30c7\u30fc\u30bf\u751f\u6210AI\u306e\u4e3b\u306a\u624b\u6cd5\u3068\u5b9f\u7528\u4f8b<\/h2>\n<h3>1. GAN\uff08\u6575\u5bfe\u7684\u751f\u6210\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09<\/h3>\n<ul>\n<li>\u6b63\u5e38\u753b\u50cf\u3084\u6b63\u5e38\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306b\u3001\u7570\u5e38\u306e\u30d1\u30bf\u30fc\u30f3\uff08\u3072\u3073\u5272\u308c\u30fb\u6469\u8017\u30fb\u713c\u640d\u30fb\u30ce\u30a4\u30ba\u7b49\uff09\u3092<b>AI\u304c\u81ea\u52d5\u751f\u6210<\/b>\u3002<\/li>\n<li><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S0019057821006169\" target=\"_blank\">Generative Adversarial Networks for Fault Data Generation in Manufacturing<\/a>\u5c0f\u898f\u6a21\u30b5\u30f3\u30d7\u30eb\u3067\u306e\u6a5f\u68b0\u6545\u969c\u8a3a\u65ad\u306b\u304a\u3051\u308b\u751f\u6210\u7684\u6575\u5bfe\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff1a\u5fdc\u7528\u3068\u5c06\u6765\u5c55\u671b\u306b\u95a2\u3059\u308b\u4f53\u7cfb\u7684\u30ec\u30d3\u30e5\u30fc<\/li>\n<\/ul>\n\n<h3>2. \u7269\u7406\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\uff0bAI\u751f\u6210<\/h3>\n<ul>\n<li><b>\u30c7\u30b8\u30bf\u30eb\u30c4\u30a4\u30f3<\/b>\uff08\u5de5\u5834\u306e\u4eee\u60f3\u518d\u73fe\uff09\u3068AI\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u300c\u8ca0\u8377\u5897\u5927\u6642\u300d\u3084\u300c\u7570\u5e38\u74b0\u5883\u4e0b\u300d\u306e\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u3092\u5927\u91cf\u306b\u751f\u6210\u3002<\/li>\n<\/ul>\n\n<h3>3. Diffusion\u30e2\u30c7\u30eb\u5fdc\u7528\uff082023\u5e74\u4ee5\u964d\u306e\u6700\u65b0\u4f8b\uff09<\/h3>\n<ul>\n<li>\u753b\u50cf\u751f\u6210AI\uff08Stable Diffusion\uff09\u6280\u8853\u3092\u8ee2\u7528\u3057\u3001\u6b63\u5e38\u753b\u50cf\u304b\u3089\u201c\u6bb5\u968e\u7684\u306b\u201d\u7570\u5e38\u753b\u50cf\u3078\u5909\u63db\uff08\u3055\u3073\u3001\u30af\u30e9\u30c3\u30af\u3001\u5857\u88c5\u30cf\u30b2\u306a\u3069\uff09\u3002<\/li>\n<\/ul>\n\n<h3>4. \u30bb\u30f3\u30b5\u6ce2\u5f62\u306e\u6642\u7cfb\u5217\u7570\u5e38\u751f\u6210\uff08TimeGAN, LSTM-VAE\uff09<\/h3>\n<ul>\n<li>\u5b9f\u969b\u306e\u30e9\u30a4\u30f3\u306e\u52a0\u901f\u5ea6\u30bb\u30f3\u30b5\u30fb\u6e29\u5ea6\u30fb\u97f3\u97ff\u30c7\u30fc\u30bf\u306a\u3069\u201c\u6b63\u5e38\u6642\u7cfb\u5217\u201d\u306b\u5bfe\u3057\u3066\u3001\u30b9\u30d1\u30a4\u30af\u30fb\u5909\u8abf\u30fb\u30c9\u30ea\u30d5\u30c8\u306a\u3069\u69d8\u3005\u306a\u7570\u5e38\u30d1\u30bf\u30fc\u30f3\u3092\u5408\u6210\u3002<\/li>\n<\/ul>\n\n<h2>\u793e\u4f1a\u7684\u30e1\u30ea\u30c3\u30c8\u3068\u7523\u696d\u754c\u3078\u306e\u30a4\u30f3\u30d1\u30af\u30c8<\/h2>\n<ul>\n<li><b>\u4e8b\u6545\u30bc\u30ed\u793e\u4f1a\u3078\u306e\u9032\u5316<\/b>\uff1a\u767a\u751f\u78ba\u7387\u304c\u6975\u3081\u3066\u4f4e\u3044\u201c\u30d6\u30e9\u30c3\u30af\u30b9\u30ef\u30f3\u201d\u7d1a\u306e\u7570\u5e38\u306b\u3082AI\u304c\u4e8b\u524d\u306b\u5bfe\u5fdc\u53ef\u80fd\u3002\u539f\u767a\u30fb\u6c34\u9053\u30fb\u9244\u9053\u30fb\u767a\u96fb\u6240\u306a\u3069\u57fa\u5e79\u30a4\u30f3\u30d5\u30e9\u306b\u3082\u5c55\u958b\u4e2d\u3002<\/li>\n<li><b>\u30b3\u30b9\u30c8\u3068\u54c1\u8cea<\/b>\uff1a\u6545\u969c\u30fb\u505c\u6b62\u6642\u306e\u640d\u5931\uff08\u30e9\u30a4\u30f3\u30c0\u30a6\u30f3\u3001\u8ce0\u511f\u3001\u30d6\u30e9\u30f3\u30c9\u5931\u589c\uff09\u3092\u201c\u767a\u751f\u524d\u306b\u56de\u907f\u201d\u3067\u304d\u308b\u3002KLA\u306e\u4e8b\u4f8b\u3067\u306f\u5e74\u9593100\u4e07\u30c9\u30eb\u8d85\u306e\u640d\u5931\u9632\u6b62\u52b9\u679c\u3068\u516c\u8868(<a href=\"https:\/\/www.kla.com\/innovation\/ai-in-semiconductor-manufacturing\" 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{"id":1544,"date":"2025-07-19T08:17:07","date_gmt":"2025-07-18T23:17:07","guid":{"rendered":"https:\/\/beeknowledge.co.jp\/?p=1544"},"modified":"2025-07-19T08:17:09","modified_gmt":"2025-07-18T23:17:09","slug":"%e3%82%b9%e3%83%9e%e3%83%bc%e3%83%88%e3%83%95%e3%82%a1%e3%82%af%e3%83%88%e3%83%aa%e3%83%bcxai%ef%bc%9a%e6%9c%aa%e7%99%ba%e7%94%9f%e6%95%85%e9%9a%9c%e3%82%92ai%e3%81%8c%e3%80%8c%e4%bd%9c%e3%82%8a","status":"publish","type":"post","link":"https:\/\/beeknowledge.co.jp\/?p=1544","title":{"rendered":"\u30b9\u30de\u30fc\u30c8\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\u00d7AI\uff1a\u672a\u767a\u751f\u6545\u969c\u3092AI\u304c\u300c\u4f5c\u308a\u51fa\u3059\u300d\u7570\u5e38\u30c7\u30fc\u30bf\u751f\u6210\u6280\u8853\u3068\u305d\u306e\u793e\u4f1a\u7684\u610f\u7fa9"},"content":{"rendered":"\n\n\n\n\n\u30b9\u30de\u30fc\u30c8\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\u3068\u7570\u5e38\u30c7\u30fc\u30bf\u751f\u6210AI\u306e\u6700\u524d\u7dda<\/title>\n<style>\nbody {font-family: 'Yu Gothic', 'Arial', sans-serif; line-height:1.7; margin:30px; max-width:950px;}\nh1, h2, h3 {color:#215089;}\na {color:#0068b7;}\ncode, pre {background:#f6f6f6; border-radius:5px; padding:3px;}\nblockquote {background:#eef6fb; border-left:4px solid #7bb6ea; margin:15px 0; padding:8px 16px;}\nul {margin-bottom:16px;}\n<\/style>\n<\/head>\n<body>\n\n\n\n<p>\u88fd\u9020\u73fe\u5834\u306eDX\uff08\u30c7\u30b8\u30bf\u30eb\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30e1\u30fc\u30b7\u30e7\u30f3\uff09\u306b\u304a\u3044\u3066\u300c\u672a\u767a\u751f\u306e\u6545\u969c\u300d\u306b\u5099\u3048\u308b\u7570\u5e38\u30c7\u30fc\u30bf\u306e\u751f\u6210\u6280\u8853\u306f\u30012024\u5e74\u4ee5\u964d\u3001\u4e16\u754c\u306e\u81ea\u52d5\u8eca\u30fb\u534a\u5c0e\u4f53\u30fb\u30a8\u30cd\u30eb\u30ae\u30fc\u696d\u754c\u306a\u3069\u6700\u5148\u7aef\u306e\u751f\u7523\u73fe\u5834\u3067\u201c\u5b9f\u7528\u5316\u30d5\u30a7\u30fc\u30ba\u201d\u306b\u5165\u3063\u3066\u3044\u307e\u3059\u3002\u672c\u7a3f\u3067\u306f\u3001<b>\u672c\u5f53\u306b\u73fe\u5834\u3067\u4f7f\u308f\u308c\u3066\u3044\u308bAI\u7570\u5e38\u30c7\u30fc\u30bf\u751f\u6210\u306e\u65b9\u5f0f<\/b>\u3068\u3001\u793e\u4f1a\u7684\u306a\u5f71\u97ff\u3001\u4e8b\u4f8b\u3092\u8ad6\u6587\u30fb\u4f01\u696d\u60c5\u5831\u3068\u3068\u3082\u306b\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n<h2>\u306a\u305c\u300c\u672a\u767a\u751f\u6545\u969c\u306e\u7570\u5e38\u30c7\u30fc\u30bf\u300d\u304c\u73fe\u5834\u3067\u6c42\u3081\u3089\u308c\u3066\u3044\u308b\u306e\u304b\uff1f<\/h2>\n<ul>\n<li><b>\u5e0c\u5c11\u4e8b\u8c61\u554f\u984c\uff08Rare Event Problem\uff09<\/b>\uff1a\u751f\u7523\u30e9\u30a4\u30f3\u3067\u306f\u3001\u91cd\u5927\u306a\u6545\u969c\u3084\u7570\u5e38\u306f\u300c\u307b\u307c\u767a\u751f\u3057\u306a\u3044\u300d\u305f\u3081\u3001\u6559\u5e2b\u30c7\u30fc\u30bf\u3068\u3057\u3066\u73fe\u5b9f\u306e\u7570\u5e38\u753b\u50cf\u30fb\u7570\u5e38\u6ce2\u5f62\u304c\u96c6\u3081\u3089\u308c\u306a\u3044\u3002<\/li>\n<li>AI\u306b\u3088\u308b\u6545\u969c\u4e88\u5146\u30fb\u691c\u51fa\u306b\u306f\u300c\u6b63\u5e38\u30c7\u30fc\u30bf\u3060\u3051\u300d\u3067\u306f\u4e0d\u5341\u5206\u3002\u672a\u77e5\u306e\u7570\u5e38\u30fb\u65b0\u7a2e\u306e\u6545\u969c\u306b\u3082\u5f37\u3044AI\u304c\u5fc5\u9808\u3002<\/li>\n<li>\u4f8b\uff1a<b>\u30c8\u30e8\u30bf\u81ea\u52d5\u8eca<\/b>\u3084<b>Foxconn<\/b>\u306e\u5de5\u5834\u3067\u306f\u3001\u6b63\u5e38\u7a3c\u50cd\u4e2d\u306b\u7570\u5e38\u30c7\u30fc\u30bf\u3092\u751f\u6210\u3057\u3066AI\u8a13\u7df4\u306b\u6d3b\u7528\u3059\u308b\u4e8b\u4f8b\u304c\u5897\u52a0(<a href=\"https:\/\/monoist.itmedia.co.jp\/mn\/articles\/2310\/13\/news008.html\" target=\"_blank\">\u51fa\u5178<\/a>)\u3002<\/li>\n<\/ul>\n\n<h2>\u7570\u5e38\u30c7\u30fc\u30bf\u751f\u6210AI\u306e\u4e3b\u306a\u624b\u6cd5\u3068\u5b9f\u7528\u4f8b<\/h2>\n<h3>1. GAN\uff08\u6575\u5bfe\u7684\u751f\u6210\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09<\/h3>\n<ul>\n<li>\u6b63\u5e38\u753b\u50cf\u3084\u6b63\u5e38\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306b\u3001\u7570\u5e38\u306e\u30d1\u30bf\u30fc\u30f3\uff08\u3072\u3073\u5272\u308c\u30fb\u6469\u8017\u30fb\u713c\u640d\u30fb\u30ce\u30a4\u30ba\u7b49\uff09\u3092<b>AI\u304c\u81ea\u52d5\u751f\u6210<\/b>\u3002<\/li>\n<li><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S0019057821006169\" target=\"_blank\">Generative Adversarial Networks for Fault Data Generation in Manufacturing<\/a>\u5c0f\u898f\u6a21\u30b5\u30f3\u30d7\u30eb\u3067\u306e\u6a5f\u68b0\u6545\u969c\u8a3a\u65ad\u306b\u304a\u3051\u308b\u751f\u6210\u7684\u6575\u5bfe\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff1a\u5fdc\u7528\u3068\u5c06\u6765\u5c55\u671b\u306b\u95a2\u3059\u308b\u4f53\u7cfb\u7684\u30ec\u30d3\u30e5\u30fc<\/li>\n<\/ul>\n\n<h3>2. \u7269\u7406\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\uff0bAI\u751f\u6210<\/h3>\n<ul>\n<li><b>\u30c7\u30b8\u30bf\u30eb\u30c4\u30a4\u30f3<\/b>\uff08\u5de5\u5834\u306e\u4eee\u60f3\u518d\u73fe\uff09\u3068AI\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u300c\u8ca0\u8377\u5897\u5927\u6642\u300d\u3084\u300c\u7570\u5e38\u74b0\u5883\u4e0b\u300d\u306e\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u3092\u5927\u91cf\u306b\u751f\u6210\u3002<\/li>\n<\/ul>\n\n<h3>3. Diffusion\u30e2\u30c7\u30eb\u5fdc\u7528\uff082023\u5e74\u4ee5\u964d\u306e\u6700\u65b0\u4f8b\uff09<\/h3>\n<ul>\n<li>\u753b\u50cf\u751f\u6210AI\uff08Stable Diffusion\uff09\u6280\u8853\u3092\u8ee2\u7528\u3057\u3001\u6b63\u5e38\u753b\u50cf\u304b\u3089\u201c\u6bb5\u968e\u7684\u306b\u201d\u7570\u5e38\u753b\u50cf\u3078\u5909\u63db\uff08\u3055\u3073\u3001\u30af\u30e9\u30c3\u30af\u3001\u5857\u88c5\u30cf\u30b2\u306a\u3069\uff09\u3002<\/li>\n<\/ul>\n\n<h3>4. \u30bb\u30f3\u30b5\u6ce2\u5f62\u306e\u6642\u7cfb\u5217\u7570\u5e38\u751f\u6210\uff08TimeGAN, LSTM-VAE\uff09<\/h3>\n<ul>\n<li>\u5b9f\u969b\u306e\u30e9\u30a4\u30f3\u306e\u52a0\u901f\u5ea6\u30bb\u30f3\u30b5\u30fb\u6e29\u5ea6\u30fb\u97f3\u97ff\u30c7\u30fc\u30bf\u306a\u3069\u201c\u6b63\u5e38\u6642\u7cfb\u5217\u201d\u306b\u5bfe\u3057\u3066\u3001\u30b9\u30d1\u30a4\u30af\u30fb\u5909\u8abf\u30fb\u30c9\u30ea\u30d5\u30c8\u306a\u3069\u69d8\u3005\u306a\u7570\u5e38\u30d1\u30bf\u30fc\u30f3\u3092\u5408\u6210\u3002<\/li>\n<\/ul>\n\n<h2>\u793e\u4f1a\u7684\u30e1\u30ea\u30c3\u30c8\u3068\u7523\u696d\u754c\u3078\u306e\u30a4\u30f3\u30d1\u30af\u30c8<\/h2>\n<ul>\n<li><b>\u4e8b\u6545\u30bc\u30ed\u793e\u4f1a\u3078\u306e\u9032\u5316<\/b>\uff1a\u767a\u751f\u78ba\u7387\u304c\u6975\u3081\u3066\u4f4e\u3044\u201c\u30d6\u30e9\u30c3\u30af\u30b9\u30ef\u30f3\u201d\u7d1a\u306e\u7570\u5e38\u306b\u3082AI\u304c\u4e8b\u524d\u306b\u5bfe\u5fdc\u53ef\u80fd\u3002\u539f\u767a\u30fb\u6c34\u9053\u30fb\u9244\u9053\u30fb\u767a\u96fb\u6240\u306a\u3069\u57fa\u5e79\u30a4\u30f3\u30d5\u30e9\u306b\u3082\u5c55\u958b\u4e2d\u3002<\/li>\n<li><b>\u30b3\u30b9\u30c8\u3068\u54c1\u8cea<\/b>\uff1a\u6545\u969c\u30fb\u505c\u6b62\u6642\u306e\u640d\u5931\uff08\u30e9\u30a4\u30f3\u30c0\u30a6\u30f3\u3001\u8ce0\u511f\u3001\u30d6\u30e9\u30f3\u30c9\u5931\u589c\uff09\u3092\u201c\u767a\u751f\u524d\u306b\u56de\u907f\u201d\u3067\u304d\u308b\u3002KLA\u306e\u4e8b\u4f8b\u3067\u306f\u5e74\u9593100\u4e07\u30c9\u30eb\u8d85\u306e\u640d\u5931\u9632\u6b62\u52b9\u679c\u3068\u516c\u8868(<a href=\"https:\/\/www.kla.com\/innovation\/ai-in-semiconductor-manufacturing\" 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