\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u304b\u3089\u81ea\u52d5\u7684\u306b\u7279\u5fb4\u3092\u5b66\u3073\u53d6\u308a\u3001\u8907\u96d1\u306a\u30d1\u30bf\u30fc\u30f3\u3092\u898b\u3064\u3051\u308b\u624b\u6cd5\u3067\u3042\u308b\u3002\u3053\u3053\u3067\u306f\u3001\u6642\u9593\u306b\u6cbf\u3063\u3066\u5909\u5316\u3059\u308b\u30c7\u30fc\u30bf\u3092\u6271\u3046\u306e\u306b\u5f37\u3044RNN\uff08\u518d\u5e30\u578b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09\u3068\u3001\u4e26\u3073\uff08\u914d\u5217\uff09\u306e\u8fd1\u3044\u90e8\u5206\u304b\u3089\u7279\u5fb4\u3092\u629c\u304d\u51fa\u3059\u306e\u306b\u5f37\u3044CNN\uff08\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09\u3092\u3001\u6545\u969c\u4e88\u77e5\u306b\u3069\u3046\u6d3b\u304b\u3059\u304b\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u6574\u7406\u3059\u308b\u3002RNN\u306e\u4ee3\u8868\u7684\u306a\u6539\u826f\u3068\u3057\u3066LSTM\u3084GRU\u304c\u3042\u308a\u3001\u9577\u3044\u6642\u9593\u306b\u308f\u305f\u308b\u6587\u8108\uff08\u524d\u5f8c\u95a2\u4fc2\uff09\u3092\u4fdd\u6301\u3057\u3084\u3059\u3044\u69cb\u9020\u3092\u6301\u3064\u305f\u3081\u3001\u7570\u5e38\u306e\u524d\u5146\u306e\u3088\u3046\u306a\u300c\u5f90\u3005\u306b\u5909\u308f\u308b\u30b5\u30a4\u30f3\u300d\u306b\u53cd\u5fdc\u3067\u304d\u308b\u3053\u3068\u304c\u77e5\u3089\u308c\u3066\u3044\u308b\u3002\u4e00\u65b9\u30011\u6b21\u5143\u306eCNN\u306f\u632f\u52d5\u3084\u96fb\u6d41\u306a\u3069\u306e\u30bb\u30f3\u30b5\u6ce2\u5f62\u306b\u76f4\u63a5\u9069\u7528\u3067\u304d\u3001\u77ed\u3044\u533a\u9593\u306e\u5f62\u306e\u9055\u3044\uff08\u5c40\u6240\u30d1\u30bf\u30fc\u30f3\uff09\u3084\u7279\u5b9a\u5468\u6ce2\u6570\u5e2f\u306e\u5f37\u307e\u308a\u3092\u7d20\u65e9\u304f\u6349\u3048\u308b\u306e\u304c\u5f97\u610f\u3067\u3001\u6545\u969c\u8a3a\u65ad\u3067\u9ad8\u3044\u7cbe\u5ea6\u3092\u793a\u3059\u5831\u544a\u304c\u84c4\u7a4d\u3057\u3066\u3044\u308b\u3002[1][2][3][4][5]\n\n\n\n
\u307e\u305aRNN\u7cfb\u306e\u8003\u3048\u65b9\u3092\u3084\u3055\u3057\u304f\u8aac\u660e\u3059\u308b\u3002RNN\u306f\u300c\u4eca\u306e\u5165\u529b\u300d\u3068\u300c\u3072\u3068\u3064\u524d\u307e\u3067\u306e\u5185\u90e8\u72b6\u614b\u300d\u304b\u3089\u6b21\u306e\u72b6\u614b\u3092\u4f5c\u308a\u3001\u6642\u7cfb\u5217\u3092\u9806\u306b\u8aad\u307f\u306a\u304c\u3089\u3001\u904e\u53bb\u306e\u60c5\u5831\u3092\u5c11\u3057\u305a\u3064\u6301\u3061\u904b\u3076\u4ed5\u7d44\u307f\u3067\u3042\u308b\u3002\u57fa\u672c\u5f62\u306eRNN\u306f\u9577\u3044\u4f9d\u5b58\u95a2\u4fc2\u306e\u4fdd\u6301\u304c\u82e6\u624b\u306a\u305f\u3081\u3001\u5b9f\u52d9\u3067\u306fLSTM\uff08\u9577\u77ed\u671f\u8a18\u61b6\uff09\u3084GRU\uff08\u30b2\u30fc\u30c8\u4ed8\u304d\u30e6\u30cb\u30c3\u30c8\uff09\u304c\u5e83\u304f\u4f7f\u308f\u308c\u308b\u3002LSTM\/GRU\u306f\u3001\u60c5\u5831\u3092\u901a\u3059\u30fb\u5fd8\u308c\u308b\u306e\u5207\u308a\u66ff\u3048\u3092\u5185\u90e8\u306e\u201c\u30b2\u30fc\u30c8\u201d\u3067\u5236\u5fa1\u3057\u3001\u9577\u3081\u306e\u5c65\u6b74\u306b\u57fa\u3065\u304f\u4e88\u6e2c\u3084\u7570\u5e38\u691c\u77e5\u306b\u5f37\u3044\u3002\u6642\u7cfb\u5217\u306e\u7570\u5e38\u691c\u77e5\u3067\u306f\u3001\u5927\u304d\u304f2\u3064\u306e\u4f7f\u3044\u65b9\u304c\u3042\u308b\u30021\u3064\u76ee\u306f\u300c\u4e88\u6e2c\u578b\u300d\u3067\u3001\u6b63\u5e38\u30c7\u30fc\u30bf\u3067\u6b21\u306e\u5024\uff08\u307e\u305f\u306f\u6b21\u306e\u7a93\uff09\u3092\u4e88\u6e2c\u3059\u308b\u3088\u3046\u306b\u5b66\u7fd2\u3057\u3001\u5b9f\u6e2c\u3068\u306e\u5dee\uff08\u4e88\u6e2c\u8aa4\u5dee\uff09\u304c\u95be\u5024\u3092\u8d85\u3048\u305f\u3089\u7570\u5e38\u3068\u307f\u306a\u3059\u65b9\u5f0f\u3067\u3042\u308b\u3002\u3053\u306e\u767a\u60f3\u306f\u591a\u6570\u306e\u7814\u7a76\u30fb\u5fdc\u7528\u3067\u4f7f\u308f\u308c\u3001LSTM\/GRU\u3092\u591a\u5c64\u306b\u91cd\u306d\u3066\u4e88\u6e2c\u7cbe\u5ea6\u3092\u9ad8\u3081\u3001\u8aa4\u5dee\u306e\u5206\u5e03\u3084\u7d2f\u7a4d\u548c\uff08CUSUM\uff09\u3067\u691c\u77e5\u306e\u5b89\u5b9a\u5316\u3092\u56f3\u308b\u5de5\u592b\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u308b\u30022\u3064\u76ee\u306f\u300c\u518d\u69cb\u6210\u578b\u300d\u3067\u3001LSTM\u3084GRU\u3092\u7528\u3044\u305f\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\uff08\u5165\u529b\u3092\u3044\u3063\u305f\u3093\u5727\u7e2e\u3057\u3066\u304b\u3089\u5fa9\u5143\u3059\u308b\u30e2\u30c7\u30eb\uff09\u306b\u6b63\u5e38\u30c7\u30fc\u30bf\u3060\u3051\u3092\u5b66\u7fd2\u3055\u305b\u3001\u5fa9\u5143\u8aa4\u5dee\u304c\u5927\u304d\u3044\u7cfb\u5217\u3092\u7570\u5e38\u3068\u5224\u65ad\u3059\u308b\u3084\u308a\u65b9\u3067\u3042\u308b\u3002GRU\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u3084\u6ce8\u610f\u6a5f\u69cb\u4ed8\u304d\u306eGRU\u306a\u3069\u3001\u5fdc\u7528\u7684\u306a\u69cb\u6210\u3082\u691c\u8a0e\u3055\u308c\u3001\u7523\u696d\u30c7\u30fc\u30bf\u3067\u306e\u6709\u52b9\u6027\u304c\u793a\u3055\u308c\u3066\u3044\u308b\u3002[6][3][1]\n\n\n\n
RNN\u7cfb\u306e\u9577\u6240\u306f\u3001\u6642\u9593\u7684\u306a\u524d\u5f8c\u95a2\u4fc2\u3092\u306a\u3081\u3089\u304b\u306b\u53d6\u308a\u8fbc\u307f\u3001\u7a81\u767a\u3060\u3051\u3067\u306a\u304f\u300c\u3086\u3063\u304f\u308a\u9032\u3080\u5909\u5316\u300d\u3082\u5b66\u3079\u308b\u70b9\u306b\u3042\u308b\u3002\u591a\u5909\u91cf\uff08\u8907\u6570\u30bb\u30f3\u30b5\uff09\u3067\u3082\u62e1\u5f35\u3057\u3084\u3059\u304f\u3001\u30bb\u30f3\u30b5\u9593\u306e\u540c\u6642\u6027\u3084\u9045\u308c\u95a2\u4fc2\u3092\u30e2\u30c7\u30eb\u5185\u3067\u8868\u73fe\u3067\u304d\u308b\u3002\u4e00\u65b9\u306e\u6ce8\u610f\u70b9\u306f\u3001\u5b66\u7fd2\u306b\u6642\u9593\u304c\u304b\u304b\u308a\u3084\u3059\u3044\u3053\u3068\u3001\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\uff08\u5c64\u6570\u3001\u96a0\u308c\u30e6\u30cb\u30c3\u30c8\u6570\u3001\u5b66\u7fd2\u7387\u306a\u3069\uff09\u306e\u8abf\u6574\u304c\u96e3\u3057\u3044\u3053\u3068\u3001\u9577\u3059\u304e\u308b\u7cfb\u5217\u3067\u306f\u52fe\u914d\u304c\u4e0d\u5b89\u5b9a\u306b\u306a\u308a\u3084\u3059\u3044\u3053\u3068\u304c\u6319\u3052\u3089\u308c\u308b\u3002\u307e\u305f\u3001\u30e2\u30c7\u30eb\u306e\u5224\u65ad\u6839\u62e0\u3092\u4eba\u306b\u8aac\u660e\u3057\u306b\u304f\u3044\u5834\u9762\u304c\u3042\u308a\u3001\u6700\u8fd1\u306f\u6ce8\u610f\u6a5f\u69cb\u3084\u5916\u90e8\u306e\u7570\u5e38\u30b9\u30b3\u30a2\u5316\uff08One-Class SVM\u3084SVDD\u3068\u306e\u7d44\u5408\u305b\uff09\u3067\u53ef\u8aad\u6027\u30fb\u5206\u5c90\u306e\u660e\u78ba\u5316\u3092\u8a66\u307f\u308b\u7814\u7a76\u3082\u3042\u308b\u3002[1]\n\n\n\n
\u6b21\u306b1\u6b21\u5143CNN\u306e\u8003\u3048\u65b9\u3092\u8aac\u660e\u3059\u308b\u3002CNN\u306f\u3001\u5165\u529b\u306e\u8fd1\u63a5\u3057\u305f\u5c0f\u3055\u306a\u533a\u9593\uff08\u53d7\u5bb9\u91ce\uff09\u306b\u540c\u3058\u30d5\u30a3\u30eb\u30bf\uff08\u7573\u307f\u8fbc\u307f\u6838\uff09\u3092\u30b9\u30e9\u30a4\u30c9\u9069\u7528\u3057\u3001\u3069\u306e\u4f4d\u7f6e\u306b\u3082\u73fe\u308c\u308b\u5171\u901a\u306e\u5f62\uff08\u30d1\u30bf\u30fc\u30f3\uff09\u3092\u52b9\u7387\u3088\u304f\u898b\u3064\u3051\u308b\u30021\u6b21\u5143CNN\u306a\u3089\u3001\u6642\u9593\u65b9\u5411\u306b\u30d5\u30a3\u30eb\u30bf\u3092\u6ed1\u3089\u305b\u308b\u3053\u3068\u3067\u3001\u6ce2\u5f62\u306e\u7acb\u3061\u4e0a\u304c\u308a\u3001\u5468\u671f\u7684\u306a\u30ae\u30b6\u30ae\u30b6\u3001\u9ad8\u5468\u6ce2\u6210\u5206\u306e\u584a\u306a\u3069\u3092\u81ea\u52d5\u62bd\u51fa\u3067\u304d\u308b\u3002\u5b9f\u52d9\u3067\u306f\u3001- \u751f\u306e\u6ce2\u5f62\u306b\u76f4\u63a51D-CNN\u3092\u5f53\u3066\u308b\u3001- \u3044\u3063\u305f\u3093\u5468\u6ce2\u6570\u7279\u6027\u306b\u5909\u63db\uff08FFT\u3084CWT\uff09\u3057\u3066\u30b9\u30da\u30af\u30c8\u30ed\u30b0\u30e9\u30e0\u7b49\u306e\u300c\u753b\u50cf\u300d\u306b\u3057\u30012D-CNN\u3067\u5206\u985e\u3059\u308b\u3001\u3068\u3044\u3046\u4e21\u65b9\u306e\u8def\u7dda\u304c\u4f7f\u308f\u308c\u308b\u3002\u56de\u8ee2\u6a5f\u3084\u5909\u5727\u5668\u306e\u632f\u52d5\u30fb\u96fb\u6d41\u306a\u3069\u3067\u30011D\/2D-CNN\u304c\u9ad8\u7cbe\u5ea6\u306e\u6545\u969c\u8a3a\u65ad\u3092\u9054\u6210\u3057\u305f\u5831\u544a\u304c\u8907\u6570\u3042\u308b\u307b\u304b\u3001\u30ce\u30a4\u30ba\u306b\u5f37\u304f\u3059\u308b\u305f\u3081\u306b\u5b66\u7fd2\u6642\u306b\u96d1\u97f3\u3092\u6df7\u305c\u308b\u3001\u30c9\u30e1\u30a4\u30f3\u30b7\u30d5\u30c8\uff08\u6761\u4ef6\u5dee\uff09\u306b\u8010\u3048\u308b\u5de5\u592b\u3092\u5165\u308c\u308b\u3001\u3068\u3044\u3063\u305f\u8a2d\u8a08\u77e5\u898b\u3082\u793a\u3055\u308c\u3066\u3044\u308b\u30021D-CNN\u306f\u4e26\u5217\u8a08\u7b97\u3068\u306e\u76f8\u6027\u304c\u826f\u304f\u3001\u63a8\u8ad6\u304c\u901f\u304f\u3066\u5b9f\u88c5\u304c\u6bd4\u8f03\u7684\u8efd\u3044\u306e\u304c\u9577\u6240\u3067\u3001\u30a8\u30c3\u30b8\u5074\u3067\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u691c\u51fa\u306b\u5411\u304f\u3068\u3055\u308c\u308b\u3002[7][4][5]\n\n\n\n
RNN\u3068CNN\u306f\u3057\u3070\u3057\u3070\u7d44\u307f\u5408\u308f\u305b\u3089\u308c\u308b\u3002\u305f\u3068\u3048\u3070\u3001\u300cCNN\u3067\u77ed\u3044\u533a\u9593\u306e\u5c40\u6240\u30d1\u30bf\u30fc\u30f3\u3092\u62bd\u51fa\u2192RNN\u3067\u9577\u671f\u306e\u6587\u8108\u3092\u7d71\u5408\u300d\u3068\u3044\u3046\u9806\u756a\u3067\u91cd\u306d\u308b\u3068\u3001\u77ed\u671f\u3068\u9577\u671f\u306e\u4e21\u65b9\u306e\u6642\u9593\u69cb\u9020\u3092\u6d3b\u304b\u305b\u308b\u3002\u3055\u3089\u306b\u3001\u518d\u69cb\u6210\uff08\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\uff09\u3084\u77ed\u6642\u9593\u30d5\u30fc\u30ea\u30a8\u5909\u63db\uff08STFT\uff09\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u69cb\u6210\u3082\u63d0\u6848\u3055\u308c\u3001\u4e88\u5146\u691c\u51fa\u3084\u6545\u969c\u90e8\u4f4d\u306e\u8b58\u5225\u306b\u5fdc\u7528\u3055\u308c\u3066\u3044\u308b\u3002\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u7570\u5e38\u691c\u77e5\u306b\u7528\u3044\u308b\u4e00\u822c\u7684\u306a\u8a2d\u8a08\u6307\u91dd\u3068\u3057\u3066\u306f\u3001\u300c\u4e88\u6e2c\u578b\uff08\u5148\u3092\u5f53\u3066\u3066\u5916\u308c\u3092\u691c\u77e5\uff09\u300d\u3068\u300c\u518d\u69cb\u6210\u578b\uff08\u6b63\u5e38\u3089\u3057\u3055\u3092\u5fa9\u5143\u8aa4\u5dee\u3067\u6e2c\u308b\uff09\u300d\u306e\u4e8c\u672c\u67f1\u304c\u6574\u7406\u3055\u308c\u3001\u3069\u3061\u3089\u3082RNN\/CNN\u306e\u9078\u629e\u3084\u7d44\u5408\u305b\u3067\u5f37\u5316\u3067\u304d\u308b\u3068\u3055\u308c\u308b\u3002[8][9][10][1]\n\n\n\n
\u5b9f\u88c5\u306e\u6d41\u308c\u3092\u3001\u73fe\u5834\u3067\u52d5\u304b\u3059\u8996\u70b9\u3067\u307e\u3068\u3081\u308b\u3002\u7b2c\u4e00\u306b\u3001\u76ee\u7684\u3068\u30c7\u30fc\u30bf\u306e\u78ba\u8a8d\u3002\u3069\u306e\u30bb\u30f3\u30b5\uff08\u632f\u52d5\u3001\u97f3\u3001\u96fb\u6d41\u3001\u6e29\u5ea6\u306a\u3069\uff09\u3092\u3001\u3069\u306e\u7a93\u9577\u30fb\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3067\u6271\u3046\u304b\u3001\u7570\u5e38\u306e\u5b9a\u7fa9\uff08\u4f55\u3092\u7570\u5e38\u3068\u307f\u306a\u3059\u304b\uff09\u3092\u660e\u78ba\u306b\u3059\u308b\u3002\u7b2c\u4e8c\u306b\u3001\u524d\u51e6\u7406\u3068\u5206\u5272\u3002\u6b20\u640d\u30fb\u5916\u308c\u51e6\u7406\u3001\u6b63\u898f\u5316\uff08\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\uff09\u3001\u6642\u9593\u7a93\u3078\u306e\u5206\u5272\u3001\u5b66\u7fd2\u30fb\u691c\u8a3c\u30fb\u30c6\u30b9\u30c8\u306e\u6642\u9593\u9806\u5206\u5272\uff08\u672a\u6765\u60c5\u5831\u306e\u6df7\u5165\u9632\u6b62\uff09\u3092\u8a2d\u8a08\u3059\u308b\u3002\u7b2c\u4e09\u306b\u3001\u30e2\u30c7\u30eb\u9078\u629e\u3002- \u5c40\u6240\u5f62\u306e\u9055\u3044\u304c\u9375\u306a\u30891D-CNN\u304b\u3089\u3001- \u9577\u671f\u306e\u30c9\u30ea\u30d5\u30c8\u3084\u6587\u8108\u304c\u9375\u306a\u3089LSTM\/GRU\u304b\u3089\u3001- \u4e21\u65b9\u3092\u72d9\u3046\u306a\u3089CNN\uff0bRNN\u306e\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u304b\u3089\u59cb\u3081\u308b\u3002\u7b2c\u56db\u306b\u3001\u5b66\u7fd2\u65b9\u5f0f\u306e\u9078\u5b9a\u3002\u30e9\u30d9\u30eb\u304c\u4e4f\u3057\u3051\u308c\u3070\u300c\u4e88\u6e2c\u578b\u300d\u3084\u300c\u518d\u69cb\u6210\u578b\u300d\u306e\u534a\u6559\u5e2b\u3042\u308a\u30fb\u6559\u5e2b\u306a\u3057\u8def\u7dda\u3001\u30e9\u30d9\u30eb\u304c\u5341\u5206\u306a\u3089\u6559\u5e2b\u3042\u308a\u5206\u985e\uff08\u6b63\u5e38\/\u7570\u5e38\uff09\u3092\u63a1\u308b\u3002\u7b2c\u4e94\u306b\u3001\u8a55\u4fa1\u3068\u95be\u5024\u6c7a\u5b9a\u3002\u4e0d\u5747\u8861\u3092\u524d\u63d0\u306b\u3001\u518d\u73fe\u7387\u30fb\u9069\u5408\u7387\u30fbF1\u3084PR\u66f2\u7dda\uff08PR-AUC\uff09\u3067\u6bd4\u8f03\u3057\u3001\u904b\u7528\u4e0a\u5fc5\u8981\u306a\u518d\u73fe\u7387\u3092\u6e80\u305f\u3059\u7bc4\u56f2\u3067\u95be\u5024\u3092\u9078\u3076\u3002\u7b2c\u516d\u306b\u3001\u904b\u7528\u30fb\u76e3\u8996\u3002\u30e2\u30c7\u30eb\u306e\u30c9\u30ea\u30d5\u30c8\uff08\u5b63\u7bc0\u30fb\u8ca0\u8377\u30fb\u8a2d\u5099\u5dee\uff09\u3092\u76e3\u8996\u3057\u3001\u5b9a\u671f\u7684\u306b\u518d\u5b66\u7fd2\u3084\u95be\u5024\u518d\u540c\u5b9a\u3092\u884c\u3046\u3002<\/p>\n\n\n\n
\u8a2d\u8a08\u4e0a\u306e\u5177\u4f53\u30dd\u30a4\u30f3\u30c8\u3092\u6319\u3052\u308b\u3002- \u5165\u529b\u306e\u7a93\u9577\u306f\u3001\u6ce8\u76ee\u3059\u308b\u6545\u969c\u30e1\u30ab\u30cb\u30ba\u30e0\u306e\u6642\u9593\u30b9\u30b1\u30fc\u30eb\u3092\u8986\u3046\u9577\u3055\u306b\u8a2d\u5b9a\u3059\u308b\uff08\u5468\u671f\u6027\u3092\u542b\u3080\u306a\u3089\u5c11\u306a\u304f\u3068\u3082\u6570\u5468\u671f\uff09\u3002- 1D-CNN\u306e\u30ab\u30fc\u30cd\u30eb\u5e45\u306f\u3001\u691c\u77e5\u3057\u305f\u3044\u30d1\u30bf\u30fc\u30f3\u306e\u6642\u9593\u5e45\u3068\u5bfe\u5fdc\u3065\u3051\u3066\u9078\u3076\uff08\u77ed\u3044\u885d\u6483\u306f\u5c0f\u30ab\u30fc\u30cd\u30eb\u3001\u3086\u3063\u304f\u308a\u3057\u305f\u5f62\u306f\u5927\u304d\u3081\uff09\u3002- LSTM\/GRU\u306e\u30e6\u30cb\u30c3\u30c8\u6570\u30fb\u5c64\u6570\u306f\u3001\u30c7\u30fc\u30bf\u91cf\u3068\u8a08\u7b97\u8cc7\u6e90\u306b\u5408\u308f\u305b\u3066\u6bb5\u968e\u7684\u306b\u5897\u3084\u3059\uff08\u904e\u5b66\u7fd2\u306f\u30c9\u30ed\u30c3\u30d7\u30a2\u30a6\u30c8\u3084\u6b63\u5247\u5316\u3001\u65e9\u671f\u7d42\u4e86\u3067\u6291\u5236\uff09\u3002- \u518d\u69cb\u6210\u578b\u306f\u3001\u5fa9\u5143\u8aa4\u5dee\u306e\u5206\u5e03\u3092\u691c\u8a3c\u30bb\u30c3\u30c8\u3067\u628a\u63e1\u3057\u3001\u30bb\u30f3\u30b5\u3054\u3068\u30fb\u6761\u4ef6\u3054\u3068\u306e\u3070\u3089\u3064\u304d\u3092\u8e0f\u307e\u3048\u305f\u95be\u5024\u3092\u7f6e\u304f\uff08\u56fa\u5b9a\u5024\u3088\u308a\u3082\u6761\u4ef6\u5225\u306e\u65b9\u304c\u5b89\u5b9a\uff09\u3002- \u4e88\u6e2c\u578b\u306f\u3001\u8aa4\u5dee\u306e\u5358\u7d14\u95be\u5024\u306b\u52a0\u3048\u3001\u8aa4\u5dee\u306e\u7d2f\u7a4d\uff08CUSUM\uff09\u3084\u78ba\u7387\u7684\u3057\u304d\u3044\u5024\u3092\u7528\u3044\u308b\u3068\u507d\u967d\u6027\u3092\u6291\u5236\u3057\u3084\u3059\u3044\u3002- \u53ef\u8996\u5316\u3068\u8aac\u660e\u306e\u5de5\u592b\u3068\u3057\u3066\u3001\u30b9\u30da\u30af\u30c8\u30ed\u30b0\u30e9\u30e0\u4e0a\u306e\u6ce8\u76ee\u9818\u57df\u3092\u30cf\u30a4\u30e9\u30a4\u30c8\u3059\u308b\u30011D-CNN\u306e\u30ab\u30fc\u30cd\u30eb\u5fdc\u7b54\u3084RNN\u306e\u6ce8\u610f\u91cd\u307f\u3092\u8868\u793a\u3059\u308b\u3001\u306a\u3069\u3092\u6574\u5099\u3059\u308b\u3068\u73fe\u5834\u5408\u610f\u304c\u5f97\u3084\u3059\u3044\u3002[1]\n\n\n\n
\u3069\u3061\u3089\u3092\u9078\u3076\u3079\u304d\u304b\u306e\u76ee\u5b89\u3082\u793a\u3057\u3066\u304a\u304f\u3002- \u30c7\u30fc\u30bf\u304c\u6bd4\u8f03\u7684\u5c11\u306a\u304f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u6027\u91cd\u8996\u3001\u5c40\u6240\u7684\u306a\u30d1\u30bf\u30fc\u30f3\u5dee\u3067\u7570\u5e38\u304c\u73fe\u308c\u308b\uff08\u4f8b\uff1a\u6b6f\u6253\u3061\u3001\u5c40\u6240\u885d\u6483\uff09\u2192 1D-CNN\u304c\u51fa\u767a\u70b9\u3068\u3057\u3066\u9069\u3059\u308b\u3002- \u8907\u6570\u306e\u7de9\u3084\u304b\u306a\u5909\u5316\u304c\u7a4d\u307f\u91cd\u306a\u3063\u3066\u524d\u5146\u3068\u306a\u308b\u3001\u9577\u671f\u306e\u4f9d\u5b58\u6027\u3084\u30bb\u30f3\u30b5\u9593\u306e\u6642\u9593\u9045\u308c\u3082\u624b\u639b\u304b\u308a\u2192 LSTM\/GRU\u304c\u6709\u529b\u3002- \u30e9\u30d9\u30eb\u304c\u4e4f\u3057\u3044\u72b6\u6cc1\u3067\u3001\u6b63\u5e38\u306e\u300c\u3089\u3057\u3055\u300d\u3092\u30e2\u30c7\u30eb\u5316\u3057\u305f\u3044\u2192 \u518d\u69cb\u6210\u578b\u306e\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\uff08CNN-AE\u3084GRU-AE\uff09\u304c\u5b9f\u52d9\u7684\u3002- \u5468\u6ce2\u6570\u5e2f\u306e\u898b\u6975\u3081\u304c\u9375\u3001\u753b\u50cf\u7684\u306a\u7279\u5fb4\u3067\u307e\u3068\u3081\u305f\u3044\u2192 STFT\/CWT\u3067\u753b\u50cf\u5316\u30572D-CNN\u3001\u307e\u305f\u306f1D-CNN\uff0b\u5468\u6ce2\u6570\u7279\u5fb4\u306e\u4f75\u7528\u3002[2][3][4][9][5][10][8][1]\n\n\n\n
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