{"id":1508,"date":"2020-08-20T18:52:41","date_gmt":"2020-08-20T09:52:41","guid":{"rendered":"https:\/\/www.iee.jp\/pes\/?p=1508"},"modified":"2020-08-20T18:53:39","modified_gmt":"2020-08-20T09:53:39","slug":"termb_007","status":"publish","type":"post","link":"https:\/\/www.iee.jp\/pes\/termb_007\/","title":{"rendered":"\u7528\u8a9e\u89e3\u8aac\u3000\u7b2c7\u56de\u30c6\u30fc\u30de\uff1a\u3000\u30d2\u30e5\u30fc\u30ea\u30b9\u30c6\u30a3\u30c3\u30af\u30a2\u30d7\u30ed\u30fc\u30c1"},"content":{"rendered":"<p style=\"text-align: right\">\u7af9\u539f \u6709\u7d17\u3014\uff08\u8ca1\uff09\u96fb\u529b\u4e2d\u592e\u7814\u7a76\u6240\u3015<\/p>\n<h1>1. \u96fb\u529b\u7cfb\u7d71\u306e\u6700\u9069\u5316\u554f\u984c<\/h1>\n<p>\u96fb\u529b\u7cfb\u7d71\u306e\u8a08\u753b\u30fb\u904b\u7528\u306b\u95a2\u3059\u308b\u554f\u984c\u3092\u5236\u7d04\u6761\u4ef6\u4ed8\u304d\u6700\u9069\u5316\u554f\u984c\u3068\u3057\u3066\u6271\u3046\u5834\u5408\uff0c\u5927\u898f\u6a21\u6027\uff0c\u975e\u7dda\u5f62\u6027\u306b\u52a0\u3048\uff0c\u6574\u6570\u3068\u9023\u7d9a\u6570\u306e\u6df7\u5728\u3082\u3042\u308a\uff0c\u975e\u5e38\u306b\u8907\u96d1\u306a\u975e\u7dda\u5f62\u6574\u6570\u8a08\u753b\u554f\u984c\u3084\u975e\u7dda\u5f62\u6df7\u5408\u6574\u6570\u8a08\u753b\u554f\u984c\u3068\u306a\u308b\u3002\u3053\u306e\u554f\u984c\u306b\u306f\u8907\u6570\u306e\u89e3\u304c\u5b58\u5728\u3057\uff0c\u6570\u7406\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u3063\u3066\u53b3\u5bc6\u306a\u6700\u9069\u89e3\u3092\u6c42\u3081\u308b\u306e\u306f\u6975\u3081\u3066\u56f0\u96e3\u3067\u3042\u308b\u3002\u305d\u3053\u3067\uff0c\u5fc5\u305a\u3057\u3082\u7406\u8ad6\u7684\u306a\u4fdd\u8a3c\u304c\u306a\u304f\u3068\u3082\u73fe\u5b9f\u7684\u306a\u8a08\u7b97\u91cf\uff0c\u6642\u9593\u3067\uff0c\u6700\u9069\u6027\u306b\u6e80\u8db3\u306e\u3044\u304f\u89e3\u3092\u6c42\u3081\u308b\u3053\u3068\u3092\u72d9\u3044\u3068\u3057\uff0c\u554f\u984c\u306b\u56fa\u6709\u306e\u77e5\u8b58\u3084\u7d4c\u9a13\u7684\u306a\u77e5\u8b58\u3092\u5229\u7528\u3057\uff0c\u52b9\u7387\u7684\u306b\u89e3\u3092\u63a2\u7d22\u3059\u308b\u30d2\u30e5\u30fc\u30ea\u30b9\u30c6\u30a3\u30c3\u30af\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\uff08\u767a\u898b\u7684\u624b\u6cd5\uff09\u304c\u591a\u304f\u7528\u3044\u3089\u308c\u3066\u304d\u305f\u3002<\/p>\n<h1>2. \u30e1\u30bf\u30d2\u30e5\u30fc\u30ea\u30b9\u30c6\u30a3\u30af\u30b9<\/h1>\n<p>\u8fd1\u5e74\uff0c\u30d2\u30e5\u30fc\u30ea\u30b9\u30c6\u30a3\u30c3\u30af\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u5236\u5fa1\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5c0e\u5165\u3057\uff0c\u826f\u3044\u89e3\u3092\u52b9\u7387\u7684\u306b\u5f97\u308b\u30e1\u30bf\u30d2\u30e5\u30fc\u30ea\u30b9\u30c6\u30a3\u30af\u30b9\u304c\u3088\u304f\u7528\u3044\u3089\u308c\u3066\u3044\u308b\u3002\u300c\u30e1\u30bf\u300d\u3068\u3044\u3046\u8a00\u8449\u306f\u300c\u500b\u5225\u306e\u8981\u7d20\u3092\u69cb\u9020\u7684\u306b\u53f8\u308b\u4e0a\u4f4d\u6982\u5ff5\u300d\u3068\u3044\u3046\u3088\u3046\u306a\u610f\u5473\u3068\u3057\u3066\u6349\u3048\u3089\u308c\u3066\u3044\u308b\u3002\u30e1\u30bf\u6226\u7565\uff0c\u30e2\u30c0\u30f3\u30d2\u30e5\u30fc\u30ea\u30b9\u30c6\u30a3\u30af\u30b9\u3068\u547c\u3070\u308c\u308b\u3053\u3068\u3082\u3042\u308b\u3002\u30e1\u30bf\u30d2\u30e5\u30fc\u30ea\u30b9\u30c6\u30a3\u30af\u30b9\u306f\u73fe\u5834\u306e\u30eb\u30fc\u30eb\u3084\u30ce\u30a6\u30cf\u30a6\u3092\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3057\u3084\u3059\u3044\u3068\u3044\u3046\u7279\u5fb4\u304c\u3042\u308a\uff0c\u96fb\u529b\u7cfb\u7d71\u306e\u591a\u304f\u306e\u7814\u7a76\u8005\u30fb\u6280\u8853\u8005\u306e\u9593\u3067\u306f\uff0c\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u30b7\u30b9\u30c6\u30e0\u3084\u30d5\u30a1\u30b8\u30a4\uff0c\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306a\u3069\u3068\u540c\u69d8\u306b\uff0c\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u306e1 \u3064\u3068\u8003\u3048\u3089\u308c\u3066\u3044\u308b\u3002<br \/>\n\u30e1\u30bf\u30d2\u30e5\u30fc\u30ea\u30b9\u30c6\u30a3\u30af\u30b9\u306f\uff0c\u7269\u7406\u73fe\u8c61\uff0c\u751f\u7269\u306e\u9032\u5316\u904e\u7a0b\uff0c\u751f\u7269\u306e\u96c6\u56e3\u30fb\u793e\u4f1a\u884c\u52d5\u306a\u3069\u3092\u57fa\u306b\u69cb\u7bc9\u3055\u308c\u3066\u3044\u308b\u3002\u4ee3\u8868\u7684\u306a\u30e1\u30bf\u30d2\u30e5\u30fc\u30ea\u30b9\u30c6\u30a3\u30af\u30b9\u624b\u6cd5\u3068\u3057\u3066\uff0c\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\uff08GA\uff1bGenetic Algorithm\uff09\uff0c\u30bf\u30d6\u30b5\u30fc\u30c1\uff08TS\uff1bTabu Search\uff09\uff0c\u30b7\u30df\u30e5\u30ec\u30fc\u30c6\u30c3\u30c9\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\uff08SA\uff1bSimulated Annealing \uff09\uff0c \u7c92\u5b50\u7fa4\u6700\u9069\u5316\uff08 PSO \uff1b Particle Swarm Optimization\uff09\uff0c\u87fb\u30b3\u30ed\u30cb\u30fc\u6700\u9069\u5316\uff08ACO\uff1bAnt Colony Optimization\uff09\u306e\u6982\u8981\u3092\u88681 \u306b\u793a\u3059\u3002\u3053\u306e\u4ed6\uff0c\u9032\u5316\u7684\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\uff08EP\uff1bEvolutionary Programming\uff09\u3084\u514d\u75ab\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306a\u3069\u304c\u3042\u308b\u3002<br \/>\n\u30e1\u30bf\u30d2\u30e5\u30fc\u30ea\u30b9\u30c6\u30a3\u30af\u30b9\u306b\u3064\u3044\u3066\u306f\uff0c\u96fb\u529b\u7cfb\u7d71\u306e\u7279\u5fb4\u3092\u5229\u7528\u3057\u305f\u624b\u6cd5\u306e\u6539\u826f\u3060\u3051\u3067\u306a\u304f\uff0c\u5404\u624b\u6cd5\u306e\u9577\u6240\u3092\u751f\u304b\u3057\u305f\u8907\u6570\u306e\u624b\u6cd5\u306e\u7d44\u307f\u5408\u308f\u305b\uff0c\u878d\u5408\u306b\u3064\u3044\u3066\u3082\u7814\u7a76\u304c\u884c\u308f\u308c\u3066\u3044\u308b\u3002<\/p>\n<p style=\"text-align: center\">\u88681\u3000\u4ee3\u8868\u7684\u306a\u30e1\u30bf\u30d2\u30e5\u30fc\u30ea\u30b9\u30c6\u30a3\u30af\u30b9\u624b\u6cd5<\/p>\n<table style=\"border-collapse: collapse;width: 100%\">\n<tbody>\n<tr>\n<td style=\"width: 50%\">\u624b\u6cd5<\/td>\n<td style=\"width: 50%\">\u6982\u8981<\/td>\n<\/tr>\n<tr>\n<td style=\"width: 50%\">GA<\/td>\n<td style=\"width: 50%\">\u751f\u7269\u306e\u907a\u4f1d\u6a5f\u69cb\u3092\u6a21\u64ec\u3002\u89e3\u3092\u907a\u4f1d\u5b50\u30b3\u30fc\u30c9\u3068\u3057\u3066\u8868\u73fe\u3057\uff0c\u89e3\u5019\u88dc\u306e\u4ea4\u53c9\uff0c\u7a81\u7136\u5909\u7570\u306a\u3069\u306e\u907a\u4f1d\u7684\u64cd\u4f5c\u3092\u7e70\u308a\u8fd4\u3057\u3066\u63a2\u7d22\u3092\u884c\u3046\u3002\u591a\u70b9\u63a2\u7d22\u3092\u884c\u3046\u305f\u3081\uff0c\u5927\u57df\u7684\u63a2\u7d22\u304c\u53ef\u80fd\u3002<\/td>\n<\/tr>\n<tr>\n<td style=\"width: 50%\">TS<\/td>\n<td style=\"width: 50%\">\u65e2\u306b\u901a\u904e\u3057\u305f\u89e3\u3078\u623b\u308b\u3053\u3068\u3092\u907f\u3051\u308b\u305f\u3081\u306b\uff0c\u30bf\u30d6\u30ea\u30b9\u30c8\u3068\u547c\u3070\u308c\u308b\u30ea\u30b9\u30c8\u3092\u5229\u7528\u3057\u306a\u304c\u3089\u63a2\u7d22\u3092\u884c\u3046\u3002\u63a2\u7d22\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u304c\u6bd4\u8f03\u7684\u5c11\u306a\u304f\uff0c\u78ba\u7387\u306b\u4f9d\u5b58\u3059\u308b\u90e8\u5206\u304c\u5c11\u306a\u3044\u3002<\/td>\n<\/tr>\n<tr>\n<td style=\"width: 50%\">SA<\/td>\n<td style=\"width: 50%\">\u91d1\u5c5e\u306e\u713c\u304d\u306a\u307e\u3057\u306b\u3088\u308a\u91d1\u5c5e\u5206\u5b50\u304c\u30a8\u30cd\u30eb\u30ae\u30fc\u6e96\u4f4d\u306e\u6700\u3082\u4f4e\u3044\u72b6\u614b\u306b\u4e26\u3076\u3053\u3068\u3092\u6a21\u64ec\u3002\u6539\u60aa\u3068\u306a\u308b\u72b6\u614b\u9077\u79fb\u304b\u3089\u3082\u78ba\u7387\u7684\u306b\u53d7\u7406\u3059\u308b\u3053\u3068\u3067\uff0c\u5c40\u6240\u89e3\u304b\u3089\u306e\u8131\u51fa\u3092\u56f3\u308b\u3002<\/td>\n<\/tr>\n<tr>\n<td style=\"width: 50%\">PSO<\/td>\n<td style=\"width: 50%\">\u9ce5\u3084\u9b5a\u304c\u990c\u3092\u63a2\u7d22\u3059\u308b\u904e\u7a0b\u3092\u6a21\u64ec\u3002\u7fa4\u308c\u304c\u60c5\u5831\u3092\u5171\u6709\u3057\u306a\u304c\u3089\u52b9\u7387\u3088\u304f\u89e3\u3092\u63a2\u7d22\u3059\u308b\u3002\u9023\u7d9a\u5909\u6570\u3092\u6271\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/td>\n<\/tr>\n<tr>\n<td style=\"width: 50%\">ACO<\/td>\n<td style=\"width: 50%\">\u87fb\u304c\u30d5\u30a7\u30ed\u30e2\u30f3\u306e\u60c5\u5831\u3092\u5229\u7528\u3057\u306a\u304c\u3089\u990c\u3092\u898b\u308b\u3051\u308b\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u6a21\u64ec\u3002\u7fa4\u308c\u884c\u52d5\u306b\u57fa\u3065\u3044\u305f\u63a2\u7d22\u624b\u6cd5\u3067\u3042\u308a\uff0c\u5927\u57df\u7684\u306a\u60c5\u5831\u3092\u4fdd\u6301\u3057\u306a\u304c\u3089\u63a2\u7d22\u3092\u884c\u3046\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h1>3. \u30e1\u30bf\u30d2\u30e5\u30fc\u30ea\u30b9\u30c6\u30a3\u30af\u30b9\u306e\u9069\u7528\u4f8b<\/h1>\n<p>\u96fb\u529b\u7cfb\u7d71\u696d\u52d9\u306b\u95a2\u3059\u308b\u30e1\u30bf\u30d2\u30e5\u30fc\u30ea\u30b9\u30c6\u30a3\u30af\u30b9\u306e\u7814\u7a76\u4e8b\u4f8b\u3068\u3057\u3066\uff0c\u4e3b\u306a\u3082\u306e\u3092\u4ee5\u4e0b\u306b\u793a\u3059\u3002<\/p>\n<p>\u30fb\u4e2d\u9577\u671f\u306e\u8a2d\u5099\u8a08\u753b\uff1a\u96fb\u6e90\u62e1\u5145\u8a08\u753b\uff0c\u7cfb\u7d71\u62e1\u5145\u8a08\u753b\uff0c\u8abf\u76f8\u8a2d\u5099\u8a08\u753b<br \/>\n\u30fb\u77ed\u671f\u306e\u904b\u7528\u8a08\u753b\uff1a\u767a\u96fb\u6a5f\u8d77\u52d5\u505c\u6b62\u8a08\u753b\uff0c\u96fb\u6e90\u88dc\u4fee\u8a08\u753b\uff0c\u6700\u5927\u96fb\u529b\u4e88\u6e2c\uff0c\u6700\u9069\u7cfb\u7d71\u69cb\u6210\u691c\u8a0e\uff0c\u4f5c\u696d\u505c\u6b62\u8a08\u753b<br \/>\n\u30fb\u30aa\u30f3\u30e9\u30a4\u30f3\u696d\u52d9\uff1a\u96fb\u5727\u30fb\u7121\u52b9\u96fb\u529b\u5236\u5fa1\uff0c\u8ca0\u8377\u5468\u6ce2\u6570\u5236\u5fa1\uff0c\u4e8b\u6545\u6642\u5fa9\u65e7\u64cd\u4f5c\uff0c\u7d4c\u6e08\u8ca0\u8377\u914d\u5206<\/p>\n<p>\u30e1\u30bf\u30d2\u30e5\u30fc\u30ea\u30b9\u30c6\u30a3\u30af\u30b9\u306f\u3053\u306e\u3088\u3046\u306b\u5e45\u5e83\u3044\u554f\u984c\u306b\u9069\u7528\u3055\u308c\u3066\u3044\u308b\u304c\uff0c\u89e3\u306e\u59a5\u5f53\u6027\u8a55\u4fa1\u3084\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8abf\u6574\u306a\u3069\u306e\u8ab2\u984c\u304c\u3042\u308a\uff0c\u5b9f\u7528\u5316\u3055\u308c\u3066\u3044\u308b\u4e8b\u4f8b\u306f\u307e\u3060\u5c11\u306a\u3044\u3002\u3057\u304b\u3057\u306a\u304c\u3089\uff0c\u30e1\u30bf\u30d2\u30e5\u30fc\u30ea\u30b9\u30c6\u30a3\u30af\u30b9\u306f\u96fb\u529b\u7cfb\u7d71\u306b\u95a2\u308f\u308b\u5927\u898f\u6a21\uff0c\u8907\u96d1\u306a\u554f\u984c\u306b\u5bfe\u3057\u3066\u3082\u52b9\u7387\u826f\u304f\u73fe\u5b9f\u7684\u306a\u89e3\u3092\u5f97\u3089\u308c\u308b\u6709\u671b\u306a\u6700\u9069\u5316\u624b\u6cd5\u3067\u3042\u308a\uff0c\u4eca\u5f8c\u3082\u767a\u5c55\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n<h1>\u6587\u732e<\/h1>\n<p>(1) 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\u96fb\u529b\u7cfb\u7d71\u306e\u8a08\u753b\u30fb\u904b\u7528\u306b\u95a2\u3059\u308b\u554f\u984c\u3092\u5236\u7d04\u6761\u4ef6\u4ed8\u304d\u6700\u9069\u5316\u554f\u984c\u3068\u3057\u3066\u6271\u3046\u5834\u5408\uff0c\u5927\u898f\u6a21\u6027\uff0c\u975e\u7dda\u5f62\u6027\u306b\u52a0\u3048\uff0c\u6574\u6570\u3068\u9023\u7d9a\u6570\u306e\u6df7\u5728\u3082\u3042\u308a\uff0c\u975e\u5e38\u306b\u8907\u96d1\u306a\u975e\u7dda\u5f62\u6574\u6570\u8a08\u753b\u554f\u984c\u3084 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