{"id":28553,"date":"2022-02-22T12:25:58","date_gmt":"2022-02-22T17:25:58","guid":{"rendered":"https:\/\/www.sri.com\/?p=28553"},"modified":"2024-04-18T22:20:50","modified_gmt":"2024-04-19T02:20:50","slug":"%e7%94%a3%e6%a5%ad%e5%88%86%e9%87%8e%e5%90%91%e3%81%91iot%ef%bc%88industrial-iot%ef%bc%89%e3%81%ae%e4%ba%88%e7%9f%a5%e4%bf%9d%e5%85%a8","status":"publish","type":"post","link":"https:\/\/www.sri.com\/ja\/press\/story\/%e7%94%a3%e6%a5%ad%e5%88%86%e9%87%8e%e5%90%91%e3%81%91iot%ef%bc%88industrial-iot%ef%bc%89%e3%81%ae%e4%ba%88%e7%9f%a5%e4%bf%9d%e5%85%a8\/","title":{"rendered":"\u7523\u696d\u5206\u91ce\u5411\u3051IoT\uff08Industrial IoT\uff09\u306e\u4e88\u77e5\u4fdd\u5168"},"content":{"rendered":"\n<div class=\"wp-block-group has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"720\" height=\"405\" 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class=\"wp-block-heading\">DASL\u304c\u305d\u306e\u5f79\u5272\u3092\u679c\u305f\u3059<\/h2>\n\n\n\n<p>SRI\u30a4\u30f3\u30bf\u30fc\u30ca\u30b7\u30e7\u30ca\u30eb\u306e\u7814\u7a76\u8005\u306f\u3001\u77e5\u8b58\u30d9\u30fc\u30b9\u306eAI\u3068\u6a5f\u68b0\u5b66\u7fd2\uff08ML\uff1aMachine Learning\uff09[<a href=\"https:\/\/medium.com\/dish\/predictive-maintenance-for-industrial-internet-of-things-a22299f6a30d#_msocom_1\" target=\"_blank\" rel=\"noreferrer noopener\">JJB1<\/a>]\u3092\u7d44\u307f\u5408\u308f\u305b\u3066<a href=\"https:\/\/dasl.sri.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Deep Adaptive Semantic Logic\uff08DASL\uff09<\/a>\u3068\u3044\u3046\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3057\u3001\u3053\u306e\u554f\u984c\u306e\u89e3\u6c7a\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u3002ML\u306f\u4e00\u822c\u7684\u306b\u3001\u63a8\u8ad6\u3092\u5c55\u958b\u3059\u308b\u305f\u3081\u306b\u614e\u91cd\u306b\u30ad\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3055\u308c\u69cb\u9020\u5316\u3055\u308c\u305f\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u5fc5\u8981\u3068\u3057\u307e\u3059\u304c\u3001IIoT\u30b7\u30b9\u30c6\u30e0\u306f\u6b63\u78ba\u306aML\u4e88\u6e2c\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u30b7\u30b9\u30c6\u30e0\u3092\u78ba\u7acb\u3059\u308b\u306b\u3042\u305f\u308a\u3001\u5341\u5206\u306a\u30c7\u30fc\u30bf\u304c\u307e\u3060\u751f\u6210\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002SRI\u306f\u9650\u3089\u308c\u305f\u30c7\u30fc\u30bf\u3068\u5c02\u9580\u5bb6\u306e\u77e5\u8b58\u3092DASL\u3092\u7528\u3044\u3066\u7d44\u307f\u5408\u308f\u305b\u3001IIoT\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3051\u308b\u7a00\u306a\u4e8b\u8c61\u3092\u691c\u51fa\u3057\u3066\u4eba\u9593\u306e\u30aa\u30da\u30ec\u30fc\u30bf\u30fc\u3084\u6280\u8853\u8005\u306b\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306b\u4f1d\u3048\u3001\u305d\u306e\u60c5\u5831\u3092\u7528\u3044\u3066\u88fd\u9020\u30b7\u30b9\u30c6\u30e0\u3084\u30d7\u30ed\u30bb\u30b9\u306e\u4fdd\u5b88\u30fb\u6539\u5584\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3067\u306f\u3001DASL\u306e\u7279\u5fb4\u306f\u4f55\u3067\u3057\u3087\u3046\u304b\u3002DASL\u306f\u69cb\u9020\u5316\u3055\u308c\u3066\u3044\u306a\u3044\u5b9f\u4e16\u754c\u306e\u30c7\u30fc\u30bf\u3068\u69cb\u9020\u5316\u3055\u308c\u305f\u4eba\u9593\u306e\u77e5\u8b58\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u5b66\u7fd2\u3059\u308b\u3001\u6b21\u4e16\u4ee3\u306e\u77e5\u80fd\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002DASL\u306f\u6587\u8108\u306b\u5fdc\u3058\u305f\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u3001\u3055\u3089\u306b\u305d\u306e\u30e2\u30c7\u30eb\u304b\u3089\u63a8\u8ad6\u3057\u3066\u610f\u601d\u6c7a\u5b9a\u306b\u3064\u3044\u3066\u3092\u8aac\u660e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002SRI\u306eSenior Computer Scientist\u3067\u3042\u308bAndrew Silberfarb\u306fDASL\u3092\u300c\u6a19\u6e96\u7684\u306a\u6df1\u5c64\u5b66\u7fd2(Deep Lerning)\u3084\u6a5f\u68b0\u5b66\u7fd2(Machine Learning)\u306a\u3069\u306e\u7d71\u8a08\u7684\u5b66\u7fd2\u3068\u3001\u4eba\u9593\u304c\u7406\u89e3\u3067\u304d\u308b\u30eb\u30fc\u30eb\u306b\u57fa\u3065\u304f\u5f93\u6765\u306e\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u5c90\u8def\u306b\u7acb\u3063\u3066\u3044\u308b\u300d\u3068\u8868\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5de5\u5834\u4ee5\u5916\u3067\u3082\u5e45\u5e83\u304fDASL\u3092\u6d3b\u7528<\/h2>\n\n\n\n<p>DASL\u306f\u5c02\u9580\u5bb6\u306e\u77e5\u8b58\u3068\u30c7\u30fc\u30bf\u306eML\u5206\u6790\u3092\u7d44\u307f\u5408\u308f\u305b\u3001IIoT\u30b7\u30b9\u30c6\u30e0\u306e\u4e88\u77e5\u4fdd\u5168\u306b\u5f79\u7acb\u3066\u3066\u3044\u307e\u3059\u3002DASL\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u30a8\u30f3\u30b8\u30cb\u30a2\u3084\u30aa\u30da\u30ec\u30fc\u30bf\u30fc\u306e\u77e5\u8b58\u306b\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u901a\u5e38\u904b\u7528\u6642\u306b\u751f\u6210\u3055\u308c\u308b\u30c7\u30fc\u30bf\u3092\u5408\u308f\u305b\u3066\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002DASL\u306e\u5404\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306f\u7279\u5b9a\u306e\u30b7\u30b9\u30c6\u30e0\u904b\u7528\u3084\u76ee\u6a19\u3001\u8981\u4ef6\u306b\u5408\u308f\u305b\u3066\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3067\u304d\u307e\u3059\u3002\u30b7\u30b9\u30c6\u30e0\u306e\u30c7\u30fc\u30bf\u304c\u7570\u5e38\u3092\u793a\u3059\u3068\u3001AI\u306e\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u30b7\u30b9\u30c6\u30e0\u306f\u305d\u306e\u77e5\u8b58\u3068\u30eb\u30fc\u30eb\u3092\u53c2\u7167\u3057\u3001\u8003\u3048\u3089\u308c\u308b\u539f\u56e0\u3068\u89e3\u6c7a\u7b56\u3092\u4eba\u9593\u306e\u30aa\u30da\u30ec\u30fc\u30bf\u30fc\u306b\u901a\u77e5\u3057\u307e\u3059\u3002\u305d\u3057\u3066\u3001\u30aa\u30da\u30ec\u30fc\u30bf\u30fc\u306fDASL\u306e\u4e88\u6e2c\u306e\u7cbe\u5ea6\u3092\u5224\u5225\u3057\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30b7\u30b9\u30c6\u30e0\u5185\u306e\u30eb\u30fc\u30eb\u3092\u66f4\u65b0\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u7d99\u7d9a\u7684\u306a\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306e\u30eb\u30fc\u30d7\u306b\u3088\u3063\u3066\u3001\u6642\u9593\u306e\u7d4c\u904e\u3068\u3068\u3082\u306b\u30b7\u30b9\u30c6\u30e0\u306e\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>SRI\u3067\u306fIIoT\u30b7\u30b9\u30c6\u30e0\u306e\u4e88\u77e5\u4fdd\u5168\u306bDASL\u3092\u6d3b\u7528\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u4ed6\u306e\u7528\u9014\u3082\u691c\u8a0e\u3057\u3066\u3044\u307e\u3059\u3002DASL\u306f\u8907\u96d1\u3067\u96e3\u3057\u3044\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u3001\u30dc\u30c8\u30e0\u30a2\u30c3\u30d7\u306e\u30c7\u30fc\u30bf\u3068\u30c8\u30c3\u30d7\u30c0\u30a6\u30f3\u306e\u5c02\u9580\u5bb6\u306e\u77e5\u8b58\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u5fc5\u8981\u304c\u3042\u308b\u3001\u3055\u307e\u3056\u307e\u306a\u72b6\u6cc1\u3067\u3082\u6d3b\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002SRI\u306f\u3001\u5275\u85ac\u3084\u30d8\u30eb\u30b9\u30b1\u30a2\u5206\u91ce\u3067\u306f\u3044\u3065\u308c\u3082\u30dc\u30c8\u30e0\u30a2\u30c3\u30d7\u306e\u30c7\u30fc\u30bf\u3068\u30c8\u30c3\u30d7\u30c0\u30a6\u30f3\u306e\u5c02\u9580\u77e5\u8b58\u3092\u5f37\u56fa\u306b\u7d44\u307f\u5408\u308f\u305b\u308b\u5fc5\u8981\u304c\u3042\u308b\u306e\u3067\u3001DASL\u306e\u6d3b\u7528\u3082\u691c\u8a0e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u53c2\u8003\u8cc7\u6599:<\/strong><\/p>\n\n\n\n<p>SRI International. \u201cDASL: Machine Learning using small data and human knowledge.\u201d <a href=\"https:\/\/dasl.sri.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/dasl.sri.com\\<\/a><\/p>\n\n\n\n<p>Go beyond machine learning to optimize manufacturing operations\uff08<a href=\"https:\/\/www.sri.com\/ja\/press\/story\/%e6%a9%9f%e6%a2%b0%e5%ad%a6%e7%bf%92%e3%81%ae%e3%80%8c%e4%b8%80%e6%ad%a9%e5%85%88%e3%80%8d%e3%81%b8%e9%80%b2%e3%81%bf%e3%80%81%e8%a3%bd%e9%80%a0%e6%a5%ad%e5%8b%99%e3%82%92%e6%9c%80%e9%81%a9%e5%8c%96\/\">\u65e5\u672c\u8a9e\u30d6\u30ed\u30b0\uff1a\u6a5f\u68b0\u5b66\u7fd2\u306e\u300c\u4e00\u6b69\u5148\u300d\u3078\u9032\u307f\u3001\u88fd\u9020\u696d\u52d9\u3092\u6700\u9069\u5316<\/a> \uff09<\/p>\n\n\n\n<p>Karan Sikka, Andrew Silberfarb, John Byrnes, Indranil Sur, Ed Chow, Ajay Divakaran, and Richard Rohwer: Deep Adaptive Semantic Logic (DASL): Compiling Declarative Knowledge into Deep Neural Networks. (2020) 2003.07344.<br><a href=\"https:\/\/www.sri.com\/publication\/deep-adaptive-semantic-logic-dasl-compiling-declarative-knowledge-into-deep-neural-networks\/\" target=\"_blank\" rel=\"noreferrer 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