{"id":14383,"date":"2026-01-26T10:31:59","date_gmt":"2026-01-26T01:31:59","guid":{"rendered":"https:\/\/blogs.mathworks.com\/japan-community\/?p=14383"},"modified":"2026-03-11T12:29:03","modified_gmt":"2026-03-11T03:29:03","slug":"winning-a-predictive-maintenance-data-challenge-with-engineering-expertise-jp","status":"publish","type":"post","link":"https:\/\/blogs.mathworks.com\/japan-community\/2026\/01\/26\/winning-a-predictive-maintenance-data-challenge-with-engineering-expertise-jp\/","title":{"rendered":"\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u77e5\u8b58\u304c\u9375\u3068\u306a\u3063\u305f\u4e88\u77e5\u4fdd\u5168\u30b3\u30f3\u30da\u30c6\u30a3\u30b7\u30e7\u30f3\u5236\u8987"},"content":{"rendered":"<div class=\"rtcContent\">\n<p><span style=\"color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-size: 14px; white-space-collapse: preserve;\">\u203b\u3053\u306e\u6295\u7a3f\u306f 2025 \u5e74 12 \u6708 16 \u65e5\u306b <\/span><a style=\"font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-size: 14px; white-space-collapse: preserve;\" href=\"https:\/\/blogs.mathworks.com\/deep-learning\/2025\/12\/16\/winning-a-predictive-maintenance-data-challenge-with-engineering-expertise\/?from=jp\"> Artificial Intelligence \u3078 \u6295\u7a3f<\/a><span style=\"color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-size: 14px; white-space-collapse: preserve;\">\u3055\u308c\u305f\u3082\u306e\u306e\u6284\u8a33\u3067\u3059\u3002<\/span><\/p>\n<h6>&#8212;<\/h6>\n<table style=\"background-color: #e2f0ff;\">\n<tbody>\n<tr>\n<td style=\"width: 120px; padding: 3px; vertical-align: middle;\"><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-18979\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2025\/11\/PeeyushPankaj.jpg\" alt=\"\" width=\"106\" height=\"106\" \/><\/td>\n<td style=\"vertical-align: middle; padding: 3px;\"><strong>Co-author: <a href=\"https:\/\/www.linkedin.com\/in\/peeyush-pankaj\/\" class=\"external\" rel=\"nofollow\" target=\"_blank\">Peeyush Pankaj<\/a><\/strong><\/p>\n<p>Peeyush Pankaj \u306f MathWorks \u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30a8\u30f3\u30b8\u30cb\u30a2\u3067\u3001\u822a\u7a7a\u5b87\u5b99\u5206\u91ce\u306e\u5f37\u3044\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u3092\u6301\u3061\u3001\u632f\u52d5\u3084\u6a5f\u68b0\u30b7\u30b9\u30c6\u30e0\uff08\u30a8\u30f3\u30b8\u30f3\u6f64\u6ed1\u56de\u8def\u306e\u8a2d\u8a08\u3068\u89e3\u6790\uff09\u306b\u6df1\u3044\u5c02\u9580\u77e5\u8b58\u3092\u6709\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u5f7c\u304c 2025 \u5e74\u306e Prognostics and Health Management Society Conference \u306e\u30c7\u30fc\u30bf\u30c1\u30e3\u30ec\u30f3\u30b8\u306b\u53c2\u52a0\u3057\u305f\u7d4c\u9a13\u306b\u3064\u3044\u3066\u8a9e\u3063\u3066\u304f\u308c\u307e\u3059\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<p>\u3053\u3053\u6570\u5e74\u3001MathWorks \u306f\u4e88\u77e5\u4fdd\u5168\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u7126\u70b9\u3092\u5f53\u3066\u305f\u30b0\u30ed\u30fc\u30d0\u30eb\u4f1a\u8b70\u3067\u3042\u308b <a href=\"https:\/\/phmsociety.org\/\" class=\"external\" rel=\"nofollow\" target=\"_blank\">Prognostics and Health Management\uff08PHM\uff09 Society Conference<\/a> \u306b\u53c2\u52a0\u3057\u3066\u304d\u307e\u3057\u305f\u3002\u305d\u3057\u3066\u4eca\u5e74 <a href=\"https:\/\/data.phmsociety.org\/phm-north-america-2025-conference-data-challenge\/\" target=\"_blank\" rel=\"noopener nofollow\" class=\"external\">2025 PHM Data Challenge<\/a> \u306b\u53c2\u52a0\u3057\u3001\u898b\u4e8b\u512a\u52dd\u3057\u307e\u3057\u305f\u3002MathWorks \u30c1\u30fc\u30e0\u306f\u6b21\u306e\uff15\u540d\uff1a Peeyush Pankaj\u3001Reece Teramoto\u3001Shyam Joshi\u3001Xiaomeng Peng\u3001\u305d\u3057\u3066 Taylor Hearn \u3067\u3059\u3002<\/p>\n<h6><\/h6>\n<p><div id=\"attachment_19062\" style=\"width: 810px\" class=\"wp-caption aligncenter\"><img aria-describedby=\"caption-attachment-19062\" decoding=\"async\" loading=\"lazy\" class=\"wp-image-19062\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2025\/12\/phm-poster-scaled.jpg\" alt=\"\" width=\"800\" height=\"600\" \/><p id=\"caption-attachment-19062\" class=\"wp-caption-text\"><span data-teams=\"true\">Shyam Joshi \u3068 Reece Teramoto \u306f\u3001\u30ef\u30b7\u30f3\u30c8\u30f3\u5dde\u30d9\u30eb\u30d3\u30e5\u30fc\u3067\u958b\u50ac\u3055\u308c\u305f PHM Society Conference 2025 \u306b\u3066\u3001\u30c1\u30fc\u30e0\u306e\u512a\u52dd\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u767a\u8868\u3057\u307e\u3057\u305f\u3002<\/span><\/p><\/div><\/p>\n<h6><\/h6>\n<h2>\u73fe\u5b9f\u306e\u30c7\u30fc\u30bf\u30c1\u30e3\u30ec\u30f3\u30b8<\/h2>\n<div>\n<p>2025 PHM Data Challenge \u3067\u306f\u3001\u53c2\u52a0\u8005\u306b\u5546\u7528\u30b8\u30a7\u30c3\u30c8\u30a8\u30f3\u30b8\u30f3\u306e 2 \u3064\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u304c\u3044\u3064\u6574\u5099\u3092\u5fc5\u8981\u3068\u3059\u308b\u304b\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u307e\u3057\u305f\u30024 \u57fa\u306e\u30a8\u30f3\u30b8\u30f3\u304b\u3089\u6570\u5343\u56de\u5206\u306e\u30d5\u30e9\u30a4\u30c8\u306b\u308f\u305f\u308b\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u3001\u30c1\u30fc\u30e0\u306f 3 \u7a2e\u985e\u306e\u6574\u5099\u30a4\u30d9\u30f3\u30c8\u307e\u3067\u3042\u3068\u4f55\u56de\u30d5\u30e9\u30a4\u30c8\u304c\u6b8b\u3063\u3066\u3044\u308b\u304b\u3092\u63a8\u5b9a\u3059\u308b\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3057\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u5bfe\u8c61\u3068\u306a\u3063\u305f\u6574\u5099\u30a4\u30d9\u30f3\u30c8\u306f\u3001High Pressure Turbine\uff08HPT\uff09\u306e\u5de5\u5834\u6574\u5099\u3001High Pressure Compressor\uff08HPC\uff09\u306e\u5de5\u5834\u6574\u5099\u3001\u305d\u3057\u3066 HPC \u306e\u30a6\u30a9\u30fc\u30bf\u30a6\u30a9\u30c3\u30b7\u30e5\u3067\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e 3 \u3064\u306e\u6574\u5099\u4e88\u6e2c\u304c\u52a0\u308f\u3063\u305f\u3053\u3068\u3067\u3001\u4eca\u56de\u306e\u554f\u984c\u306f\u3053\u308c\u307e\u3067\u306e PHM Data Challenge\u3088\u308a\u3082\u3055\u3089\u306b\u8907\u96d1\u306a\u3082\u306e\u3068\u306a\u308a\u307e\u3057\u305f\u3002\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u610f\u56f3\u7684\u306b\u73fe\u5b9f\u7684\u304b\u3064\u6271\u3044\u3065\u3089\u3044\u5185\u5bb9\u3068\u306a\u3063\u3066\u304a\u308a\u3001\u6b20\u640d\u30bb\u30f3\u30b5\u30fc\u3001\u30ce\u30a4\u30ba\u3001\u9806\u756a\u304c\u5165\u308c\u66ff\u308f\u3063\u305f\u30d5\u30e9\u30a4\u30c8\u306a\u3069\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3057\u305f\u3002\u3055\u3089\u306b\u3001\u4e88\u6e2c\u304c\u9045\u3059\u304e\u308b\u5834\u5408\u306f\u91cd\u3044\u30da\u30ca\u30eb\u30c6\u30a3\u304c\u8ab2\u3055\u308c\u307e\u3057\u305f\u3002\u30c1\u30fc\u30e0\u306b\u3068\u3063\u3066\u306f\u3001\u6c4e\u7528\u6027\u306e\u9ad8\u3044\u30e2\u30c7\u30eb\u3092\u4f5c\u308a\u3001\u30c7\u30fc\u30bf\u3078\u306e\u904e\u5b66\u7fd2\u3092\u907f\u3051\u308b\u3068\u3044\u3046\u5927\u304d\u306a\u8ab2\u984c\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u308c\u306f\u5358\u306a\u308b &#8220;toy example&#8221; \u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n<\/div>\n<h6><\/h6>\n<h2>\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u5c02\u9580\u77e5\u8b58 + MATLAB<\/h2>\n<div>\n<p>\u4eca\u5e74\u306e\u30c7\u30fc\u30bf\u30c1\u30e3\u30ec\u30f3\u30b8\u3067 MathWorks \u304c\u6301\u3063\u3066\u3044\u305f\u5f37\u307f\u306f\u3001\u6df1\u3044\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u5206\u91ce\u306e\u5c02\u9580\u77e5\u8b58\u3068\u3001MATLAB \u306b\u304a\u3051\u308b AI \u304a\u3088\u3073\u4e88\u77e5\u4fdd\u5168\u30c4\u30fc\u30eb\u306b\u95a2\u3059\u308b\u77e5\u8b58\u306e 2 \u3064\u3067\u3057\u305f\u3002<\/p>\n<p>\u30c1\u30fc\u30e0\u3092\u7387\u3044\u305f\u306e\u306f\u672c\u8a18\u4e8b\u306e\u5171\u540c\u57f7\u7b46\u8005\u3067\u3042\u308b Peeyush Pankaj \u3067\u3001\u5f7c\u306e\u822a\u7a7a\u5b87\u5b99\u5de5\u5b66\u3067\u306e\u7d4c\u6b74\u304c\u3001\u52a3\u5316\u30d1\u30bf\u30fc\u30f3\u306e\u89e3\u91c8\u3001\u30c9\u30e1\u30a4\u30f3\u7279\u6709\u306e\u5b9f\u7528\u7684\u306a\u7279\u5fb4\u91cf\u306e\u7279\u5b9a\u3001\u305d\u3057\u3066\u73fe\u5b9f\u7684\u306a\u30a8\u30f3\u30b8\u30f3\u6319\u52d5\u306e\u7406\u89e3\u306b\u304a\u3044\u3066\u30c1\u30fc\u30e0\u3092\u5c0e\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u7d9a\u3044\u3066\u3001MathWorks \u304c\u3069\u306e\u3088\u3046\u306b\u3057\u3066\u3053\u306e\u8ab2\u984c\u306b\u53d6\u308a\u7d44\u3093\u3060\u306e\u304b\u3092 Peeyush \u304c\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<h6><\/h6>\n<h2>\u89e3\u6c7a\u30a2\u30d7\u30ed\u30fc\u30c1<\/h2>\n<p>\uff08\u8ad6\u6587\u5168\u6587\u306f\u3053\u3061\u3089\uff1a<a href=\"https:\/\/papers.phmsociety.org\/index.php\/phmconf\/article\/view\/4668\" target=\"_blank\" rel=\"noopener nofollow\" class=\"external\">Maintenance Service Events Prediction Modeling of Aircraft Gas Turbine Engines | Annual Conference of the PHM Society<\/a>\uff09<\/p>\n<div>\n<p>\u4eca\u5e74\u306e PHM Society Data Challenge \u304c\u7279\u306b\u8208\u5473\u6df1\u304b\u3063\u305f\u306e\u306f\u3001\u305d\u306e\u201c\u73fe\u5b9f\u306e\u30a8\u30f3\u30b8\u30f3\u4e88\u5146\u8a3a\u65ad\u306e\u8907\u96d1\u3055\u201d\u3092\u975e\u5e38\u306b\u5fe0\u5b9f\u306b\u518d\u73fe\u3057\u3066\u3044\u305f\u70b9\u3067\u3059\u3002\u4e0e\u3048\u3089\u308c\u305f\u5b66\u7fd2\u30c7\u30fc\u30bf\u306f\u305f\u3063\u305f 4 \u57fa\u306e\u30a8\u30f3\u30b8\u30f3\u306e\u307f\u3067\u3001\u305d\u308c\u305e\u308c\u306b\u8907\u6570\u306e\u6545\u969c\u95a2\u9023\u30a4\u30d9\u30f3\u30c8\u304c\u3042\u308a\u3001\u5b9f\u969b\u306e\u904b\u7528\u6a5f\u3068\u540c\u3058\u3088\u3046\u306b\u76f8\u4e92\u306b\u5f71\u97ff\u3057\u5408\u3063\u3066\u3044\u307e\u3057\u305f\u3002\u30c6\u30b9\u30c8\u7528\u30a8\u30f3\u30b8\u30f3\u306f\u5b66\u7fd2\u6642\u306b\u306f\u898b\u3089\u308c\u306a\u3044\u904b\u7528\u74b0\u5883\u3067\u52d5\u4f5c\u3057\u3001\u3044\u304f\u3064\u304b\u306e\u30bb\u30f3\u30b5\u30fc\u306f\u5b8c\u5168\u306b\u6b20\u640d\u3057\u3001\u30d5\u30e9\u30a4\u30c8\u3054\u3068\u306e\u30c7\u30fc\u30bf\u30d5\u30a1\u30a4\u30eb\u306f\u9806\u5e8f\u304c\u4e71\u308c\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u308c\u306f\u73fe\u5834\u306e\u30a2\u30bb\u30c3\u30c8\u3067\u306f\u975e\u5e38\u306b\u3088\u304f\u3042\u308b\u72b6\u6cc1\u3067\u3059\u3002\u30e2\u30c7\u30eb\u306f\u9650\u3089\u308c\u305f\u5c65\u6b74\u30c7\u30fc\u30bf\u304b\u3089\u5b66\u7fd2\u3057\u3064\u3064\u3001\u540c\u3058\u5f62\u5f0f\u30fb\u540c\u3058\u578b\u5f0f\u306e\u30a8\u30f3\u30b8\u30f3\u3067\u3042\u3063\u3066\u3082\u3001\u904b\u7528\u65b9\u6cd5\u3084\u7d4c\u5e74\u52a3\u5316\u3001\u6574\u5099\u9593\u9694\u304c\u7570\u306a\u308b\u30b1\u30fc\u30b9\u306b\u5bfe\u3057\u3066\u6c4e\u5316\u3057\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002\u3053\u306e\u30c1\u30e3\u30ec\u30f3\u30b8\u306f\u3001\u305d\u306e\u73fe\u5b9f\u3092\u975e\u5e38\u306b\u3046\u307e\u304f\u6349\u3048\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<\/div>\n<p>&nbsp;<\/p>\n<p><div id=\"attachment_19047\" style=\"width: 810px\" class=\"wp-caption aligncenter\"><img aria-describedby=\"caption-attachment-19047\" decoding=\"async\" loading=\"lazy\" class=\"wp-image-19047\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2025\/12\/methodology2.png\" alt=\"\" width=\"800\" height=\"295\" \/><p id=\"caption-attachment-19047\" class=\"wp-caption-text\">MathWorks \u30c1\u30fc\u30e0\u304c\u63a1\u7528\u3057\u305f\u30a2\u30d7\u30ed\u30fc\u30c1<\/p><\/div><\/p>\n<h6><\/h6>\n<div>\u30c6\u30b9\u30c8\u30bb\u30c3\u30c8\u304a\u3088\u3073\u691c\u8a3c\u30bb\u30c3\u30c8\u3067\u306e\u30bb\u30f3\u30b5\u30fc\u30c1\u30e3\u30f3\u30cd\u30eb\u6b20\u640d\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u3001\u4e3b\u8981\u306a\u5727\u529b\u3068\u6e29\u5ea6\u3092\u518d\u69cb\u6210\u3059\u308b\u4eee\u60f3\u30bb\u30f3\u30b5\u30fc\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u307e\u3057\u305f\u3002\u7269\u7406\u5909\u6570\u30bb\u30c3\u30c8\u304c\u63c3\u3063\u305f\u6bb5\u968e\u3067\u3001\u5727\u7e2e\u6a5f\u52b9\u7387\u306e\u4f4e\u4e0b\u3001\u30bf\u30fc\u30d3\u30f3\u6e29\u5ea6\u52fe\u914d\u306e\u5909\u5316\u3001\u30a8\u30f3\u30b8\u30f3\u30b3\u30a2\u5168\u4f53\u306e\u5727\u529b\u6bd4\u306e\u6e1b\u8870\u3001\u305d\u3057\u3066\u4e00\u822c\u306b\u7d4c\u5e74\u52a3\u5316\u3092\u53cd\u6620\u3059\u308b\u8907\u6570\u306e\u71b1\u529b\u5b66\u7684\u30d8\u30eb\u30b9\u30de\u30fc\u30ab\u30fc\u3068\u3044\u3063\u305f\u3001\u30c9\u30e1\u30a4\u30f3\u77e5\u8b58\u306b\u57fa\u3065\u304f\u7279\u5fb4\u91cf\u3092\u5c0e\u5165\u3057\u307e\u3057\u305f\u3002\u3055\u3089\u306b\u3001\u751f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f 1 \u30b5\u30a4\u30af\u30eb\u3042\u305f\u308a\u6700\u5927 8 \u500b\uff08\u6642\u306b\u306f\u305d\u308c\u672a\u6e80\uff09\u306e\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u305f\u305f\u3081\u3001\u3059\u3079\u3066\u3092\u30b5\u30a4\u30af\u30eb\u5358\u4f4d\u306e\u7d71\u8a08\u91cf\u306b\u5909\u63db\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306b\u3088\u308a\u57fa\u790e\u3068\u306a\u308b\u7269\u7406\u3092\u4fdd\u3061\u3064\u3064\u3001\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u306e\u4e0d\u898f\u5247\u6027\u306b\u5bfe\u51e6\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30b5\u30a4\u30af\u30eb\u3054\u3068\u306b\u52a3\u5316\u3092\u5206\u6790\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/div>\n<h6><\/h6>\n<div>\u5927\u304d\u306a\u30d6\u30ec\u30fc\u30af\u30b9\u30eb\u30fc\u3068\u306a\u3063\u305f\u306e\u306f\u3001Predictive Maintenance Toolbox \u306e <a href=\"https:\/\/www.mathworks.com\/help\/predmaint\/ref\/healthindicatordesigner-app.html\">Health Indicator Designer<\/a> \u30a2\u30d7\u30ea\u3092\u7528\u3044\u3066\u30b0\u30ed\u30fc\u30d0\u30eb\u306a\u30d8\u30eb\u30b9\u6307\u6a19\u3092\u69cb\u7bc9\u3057\u305f\u3068\u304d\u3067\u3057\u305f\u3002\u30d7\u30ed\u30c3\u30c8\u3059\u308b\u3068\u3001HPC \u306e\u30d8\u30eb\u30b9\u6307\u6a19\u306f\u30a6\u30a9\u30fc\u30bf\u30a6\u30a9\u30c3\u30b7\u30e5\u5b9f\u65bd\u5f8c\u306b\u660e\u78ba\u306a\u56de\u5fa9\u4e0a\u6607\u3092\u793a\u3057\u3001\u5b9a\u671f\u7684\u306a\u6d17\u6d44\u304c\u5727\u7e2e\u6a5f\u306e\u5065\u5168\u6027\u3092\u56de\u5fa9\u3055\u305b\u3001\u4e0b\u6d41\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u5bff\u547d\u3092\u5ef6\u3070\u3059\u3068\u3044\u3046\u3001\u73fe\u5834\u904b\u7528\u3067\u306e\u77e5\u898b\u3092\u6b63\u78ba\u306b\u88cf\u4ed8\u3051\u307e\u3057\u305f\u3002\u3053\u306e\u6d1e\u5bdf\u306f\u30e2\u30c7\u30ea\u30f3\u30b0\u6226\u7565\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u3001HPT \u306e\u5de5\u5834\u6574\u5099\uff08\u30b7\u30e7\u30c3\u30d7\u30d3\u30b8\u30c3\u30c8\uff09\u4e88\u6e2c\u306b\u306f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u3001HPC \u3068\u30a6\u30a9\u30fc\u30bf\u30a6\u30a9\u30c3\u30b7\u30e5\u306e\u4e88\u6e2c\u306b\u306f\u30b7\u30fc\u30b1\u30f3\u30b9\u30fb\u30c4\u30fc\u30fb\u30b7\u30fc\u30b1\u30f3\u30b9\u306e LSTM \u30e2\u30c7\u30eb\u3092\u7528\u3044\u307e\u3057\u305f\u3002\u5f8c\u8005\u3067\u306f\u3001\u6574\u5099\u30a4\u30d9\u30f3\u30c8\u304c\u8fd1\u3044\u307b\u3069\u8aa4\u4e88\u6e2c\u306b\u3088\u308a\u53b3\u3057\u3044\u30da\u30ca\u30eb\u30c6\u30a3\u3092\u4e0e\u3048\u308b\u30ab\u30b9\u30bf\u30e0\u640d\u5931\u95a2\u6570\u3092\u63a1\u7528\u3057\u3001\u5b89\u5168\u4e0a\u91cd\u8981\u306a\u30a4\u30d9\u30f3\u30c8\u306b\u5bfe\u3059\u308b\u4e88\u6e2c\u306e\u9045\u308c\u3092\u9632\u3050\u306e\u306b\u5bc4\u4e0e\u3057\u307e\u3057\u305f\u3002\u3055\u3089\u306b\u3001MATLAB \u306e <a href=\"https:\/\/www.mathworks.com\/help\/deeplearning\/deep-network-designer-app.html\">Deep Network Designer<\/a> \u3068 <a href=\"https:\/\/www.mathworks.com\/help\/deeplearning\/ref\/experimentmanager-app.html\">Experiment Manager<\/a> \u00a0\u306f\u3001\u30e2\u30c7\u30eb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3084\u5b66\u7fd2\u6226\u7565\u3092\u4e00\u304b\u3089\u3059\u3079\u3066\u30b3\u30fc\u30c9\u5316\u3059\u308b\u3053\u3068\u306a\u304f\u8fc5\u901f\u306b\u53cd\u5fa9\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3066\u304f\u308c\u3066\u3001\u975e\u5e38\u306b\u6709\u7528\u3067\u3057\u305f\u3002<\/div>\n<h6><\/h6>\n<p><div id=\"attachment_19050\" style=\"width: 810px\" class=\"wp-caption aligncenter\"><img aria-describedby=\"caption-attachment-19050\" decoding=\"async\" loading=\"lazy\" class=\"wp-image-19049 aligncenter\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2025\/12\/pm-app.png\" alt=\"\" width=\"800\" height=\"394\" \/><p id=\"caption-attachment-19050\" class=\"wp-caption-text\">HPC \u3068 HPT \u306e\u30ab\u30b9\u30bf\u30e0\u30d8\u30eb\u30b9\u30a4\u30f3\u30b8\u30b1\u30fc\u30bf\u30fc\u3092\u8a2d\u8a08\u3059\u308b\u305f\u3081\u306b\u3001Health Indicator Designer \u3092\u4f7f\u7528\u3002<\/p><\/div><\/p>\n<h6><\/h6>\n<div>\u30c6\u30b9\u30c8\u30bb\u30c3\u30c8\u3067\u30d5\u30e9\u30a4\u30c8\u30d5\u30a1\u30a4\u30eb\u306e\u9806\u5e8f\u304c\u610f\u56f3\u7684\u306b\u5165\u308c\u66ff\u3048\u3089\u308c\u3066\u3044\u305f\u305f\u3081\u3001\u6700\u7d42\u7684\u306b\u3001\u4e88\u6e2c\u3055\u308c\u305f\u30d8\u30eb\u30b9\u6307\u6a19\u306e\u5f62\u72b6\u3092\u7167\u5408\u3057\u3066\u30d5\u30a1\u30a4\u30eb\u3092\u5e74\u4ee3\u9806\u306b\u6574\u5217\u3055\u305b\u308b\u300c\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u30d9\u30fc\u30b9\u306e\u30ec\u30b8\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u624b\u6cd5\u300d\u3092\u5c0e\u5165\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u30b9\u30c6\u30c3\u30d7\u306b\u3088\u308a\u3001\u52a3\u5316\u306e\u9032\u884c\u9806\u5e8f\u304c\u7269\u7406\u7684\u306b\u4e00\u8cab\u3057\u305f\u307e\u307e\u4fdd\u305f\u308c\u3001\u4e88\u6e2c\u306b\u5bfe\u3059\u308b\u4fe1\u983c\u6027\u304c\u5411\u4e0a\u3057\u307e\u3057\u305f\u3002<\/div>\n<h6><\/h6>\n<p><div id=\"attachment_19050\" style=\"width: 810px\" class=\"wp-caption aligncenter\"><img aria-describedby=\"caption-attachment-19050\" decoding=\"async\" loading=\"lazy\" class=\"wp-image-19050\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2025\/12\/health-indicators.png\" alt=\"\" width=\"800\" height=\"358\" \/><p id=\"caption-attachment-19050\" class=\"wp-caption-text\">\u30a4\u30d9\u30f3\u30c8\u30d5\u30e9\u30b0\u3084\u3001\u30a4\u30d9\u30f3\u30c8\u5f8c\u306e\u30d8\u30eb\u30b9\u30a4\u30f3\u30b8\u30b1\u30fc\u30bf\u30fc\u56de\u5fa9\u6307\u6a19\u3068\u3044\u3063\u305f\u3001\u6b8b\u5b58\u8010\u7528\u5bff\u547d\uff08Remaining Useful Life\uff09\u306b\u95a2\u3059\u308b\u7279\u5fb4\u91cf\u3002<\/p><\/div><\/p>\n<p>&nbsp;<\/p>\n<div>\n<p>\u5168\u4f53\u3068\u3057\u3066\u3001\u822a\u7a7a\u6a5f\u30a8\u30f3\u30b8\u30f3\u306b\u95a2\u3059\u308b\u30c9\u30e1\u30a4\u30f3\u77e5\u8b58\u3068 MATLAB \u306e\u751f\u7523\u6027\u30c4\u30fc\u30eb\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30ce\u30a4\u30ba\u304c\u591a\u304f\u4e00\u8cab\u6027\u306e\u306a\u3044\u751f\u30c7\u30fc\u30bf\u304b\u3089\u3001\u7269\u7406\u306b\u6574\u5408\u3057\u305f\u4e88\u5146\u8a3a\u65ad\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u8fc5\u901f\u306b\u69cb\u7bc9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002\u305d\u306e\u7d50\u679c\u3001\u4eca\u5e74\u306e\u30b3\u30f3\u30da\u30c6\u30a3\u30b7\u30e7\u30f3\u3067 1 \u4f4d\u3092\u7372\u5f97\u3059\u308b\u3053\u3068\u306b\u3064\u306a\u304c\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u30c1\u30e3\u30ec\u30f3\u30b8\u306b\u53c2\u52a0\u3057\u305f\u3059\u3079\u3066\u306e\u7686\u3055\u3093\u3001\u304a\u3081\u3067\u3068\u3046\u3054\u3056\u3044\u307e\u3059\u3002\u6765\u5e74\u3082\u304a\u4f1a\u3044\u3067\u304d\u308b\u3053\u3068\u3092\u697d\u3057\u307f\u306b\u3057\u3066\u3044\u307e\u3059\uff01<\/p>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<div class=\"overview-image\"><img src=\"https:\/\/blogs.mathworks.com\/japan-community\/files\/2026\/01\/phm-poster-scaled-1.jpg\" class=\"img-responsive attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"\" decoding=\"async\" loading=\"lazy\" \/><\/div>\n<p>\n\u203b\u3053\u306e\u6295\u7a3f\u306f 2025 \u5e74 12 \u6708 16 \u65e5\u306b  Artificial Intelligence \u3078 \u6295\u7a3f\u3055\u308c\u305f\u3082\u306e\u306e\u6284\u8a33\u3067\u3059\u3002<br \/>\n&#8212;<\/p>\n<p>Co-author: Peeyush Pankaj<br \/>\nPeeyush Pankaj \u306f MathWorks&#8230; <a class=\"read-more\" href=\"https:\/\/blogs.mathworks.com\/japan-community\/2026\/01\/26\/winning-a-predictive-maintenance-data-challenge-with-engineering-expertise-jp\/\">read more >><\/a><\/p>\n","protected":false},"author":159,"featured_media":14494,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[41,63,61],"tags":[],"_links":{"self":[{"href":"https:\/\/blogs.mathworks.com\/japan-community\/wp-json\/wp\/v2\/posts\/14383"}],"collection":[{"href":"https:\/\/blogs.mathworks.com\/japan-community\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blogs.mathworks.com\/japan-community\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blogs.mathworks.com\/japan-community\/wp-json\/wp\/v2\/users\/159"}],"replies":[{"embeddable":true,"href":"https:\/\/blogs.mathworks.com\/japan-community\/wp-json\/wp\/v2\/comments?post=14383"}],"version-history":[{"count":10,"href":"https:\/\/blogs.mathworks.com\/japan-community\/wp-json\/wp\/v2\/posts\/14383\/revisions"}],"predecessor-version":[{"id":14438,"href":"https:\/\/blogs.mathworks.com\/japan-community\/wp-json\/wp\/v2\/posts\/14383\/revisions\/14438"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blogs.mathworks.com\/japan-community\/wp-json\/wp\/v2\/media\/14494"}],"wp:attachment":[{"href":"https:\/\/blogs.mathworks.com\/japan-community\/wp-json\/wp\/v2\/media?parent=14383"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blogs.mathworks.com\/japan-community\/wp-json\/wp\/v2\/categories?post=14383"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blogs.mathworks.com\/japan-community\/wp-json\/wp\/v2\/tags?post=14383"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}