{"id":3189,"date":"2015-12-19T00:00:00","date_gmt":"2015-12-18T15:00:00","guid":{"rendered":"http:\/\/www.is.doshisha.ac.jp\/news\/?p=3189"},"modified":"2015-12-19T00:00:00","modified_gmt":"2015-12-18T15:00:00","slug":"%e9%80%b2%e5%8c%96%e8%a8%88%e7%ae%97%e3%82%b7%e3%83%b3%e3%83%9d%e3%82%b8%e3%82%a6%e3%83%a0-2","status":"publish","type":"post","link":"https:\/\/is.doshisha.ac.jp\/news\/?p=3189","title":{"rendered":"\u9032\u5316\u8a08\u7b97\u30b7\u30f3\u30dd\u30b8\u30a6\u30e0"},"content":{"rendered":"<p>2015\u5e7412\u670819\u65e5\u304b\u308920\u65e5\u306b\u304b\u3051\u3066\uff0c\u611b\u77e5\u770c\u897f\u5c3e\u5e02\u84b2\u90e1\u306b\u3066\u958b\u50ac\u3055\u308c\u307e\u3057\u305f\u7b2c9\u56de\u9032\u5316\u8a08\u7b97\u30b7\u30f3\u30dd\u30b8\u30a6\u30e02015\u306b\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\uff0e\u9032\u5316\u8a08\u7b97\u30b7\u30f3\u30dd\u30b8\u30a6\u30e0\u3067\u306f\uff0c\u9032\u5316\u8a08\u7b97\u5206\u91ce\u306e\u6d3b\u6027\u5316\u3092\u56f3\u308b\u305f\u3081\u306b\u8b70\u8ad6\u30fb\u30b7\u30e7\u30fc\u30c8\u30d7\u30ec\u30bc\u30f3\u30fb\u30dd\u30b9\u30bf\u30fc\u30bb\u30c3\u30b7\u30e7\u30f3\u304c\u3042\u308a\uff0c\u4eca\u5f8c\u306e\u9032\u5316\u8a08\u7b97\u5206\u91ce\u306e\u5927\u304d\u306a\u767a\u5c55\u3092\u76ee\u7684\u306b\u958b\u50ac\u3055\u308c\u3066\u3044\u307e\u3059\uff0e\u672c\u7814\u7a76\u5ba4\u304b\u3089\u306f\u5ee3\u5b89\u5148\u751f\uff0c\u65e5\u548c\u5148\u751f\uff0c\u7530\u4e2d\u5148\u751f\uff0c\u77f3\u7530\u548c(M1)\uff0c\u539f\u7530(B4)\u304c\u53c2\u52a0\u3057\u307e\u3057\u305f\uff0e\u30b7\u30f3\u30dd\u30b8\u30a6\u30e02\u65e5\u76ee\u306b\u3042\u305f\u308b20\u65e5\u306b\uff0c\u77f3\u7530\u548c(M1)\uff0c\u539f\u7530(B4)\u304c\u30b7\u30e7\u30fc\u30c8\u30d7\u30ec\u30bc\u30f3\u30fb\u30dd\u30b9\u30bf\u30fc\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u884c\u3044\u307e\u3057\u305f\uff0e\u767a\u8868\u984c\u76ee\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\uff0e<br \/>\n&nbsp;<br \/>\n<strong>\u9032\u5316\u8a08\u7b97\u624b\u6cd5\u3092\u6d3b\u7528\u3057\u305f\u8133\u795e\u7d4c\u7e4a\u7dad\u8ffd\u8de1\u624b\u6cd5\u306e\u63d0\u6848<\/strong><br \/>\n\u77f3\u7530\u548c\uff0c\u65e5\u548c\u609f\uff0c\u5ee3\u5b89\u77e5\u4e4b<br \/>\n<strong>Geographic Knapsack Problem <\/strong><strong>\u306b\u304a\u3051\u308b\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u63a2\u7d22\u901f\u5ea6\u306e\u691c\u8a0e<\/strong><br \/>\n\u539f\u7530\u572d\uff0c\u7530\u4e2d\u7f8e\u91cc\uff0c\u65e5\u548c\u609f\uff0cHeiner Zille\uff0cSanaz Mostaghim\uff0c\u5ee3\u5b89\u77e5\u4e4b<br \/>\n<img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-3190\" src=\"http:\/\/www.is.doshisha.ac.jp\/news\/wp-content\/uploads\/2016\/01\/P1280888-300x200.jpg\" alt=\"P1280888\" width=\"300\" height=\"200\" \/><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-3192\" src=\"http:\/\/www.is.doshisha.ac.jp\/news\/wp-content\/uploads\/2016\/01\/P1280969-300x200.jpg\" alt=\"P1280969\" width=\"300\" height=\"200\" \/><br \/>\n\u307e\u305f\uff0c2\u65e5\u76ee\u306e\u7de0\u3081\u304f\u304f\u308a\u306b\u306f\uff0c\u56db\u4eba\u306e\u5148\u751f\u65b9\u306b\u3088\u308b\u30d1\u30cd\u30eb\u30c7\u30a3\u30b9\u30ab\u30c3\u30b7\u30e7\u30f3\u304c\u300c<strong>Evolutionary Computation Vision 2025<\/strong>\u300d\u3068\u3044\u3046\u30bf\u30a4\u30c8\u30eb\u3067\u884c\u308f\u308c\uff0c\u5ee3\u5b89\u5148\u751f\u3082\u56db\u4eba\u76ee\u306e\u30d1\u30cd\u30e9\u30fc\u3068\u3057\u3066\u767a\u8868\u3055\u308c\u307e\u3057\u305f\uff0e\u30d1\u30cd\u30eb\u30c7\u30a3\u30b9\u30ab\u30c3\u30b7\u30e7\u30f3\u3067\u306f\uff0c\u9032\u5316\u8a08\u7b97\u306e\u7814\u7a76\u306e\u9032\u3081\u65b9\u306b\u59cb\u307e\u308a\uff0c\u5c0f\u3055\u306a\u7814\u7a76\u6210\u679c\u3067\u3082\u56fd\u969b\u8ad6\u6587\u306b\u7a4d\u6975\u7684\u306b\u51fa\u3057\u3066\u3044\u304f\u3053\u3068\u306e\u91cd\u8981\u6027\u3084\u4eba\u9593\u306e\u9032\u5316\u3082\u9032\u5316\u8a08\u7b97\u306b\u5165\u308b\u306e\u304b\uff0c2025\u5e74\u306b\u5b9f\u73fe\u3059\u308b\u3068\u3044\u308f\u308c\u308b\u8d85\u9032\u5316\u306f\u8d77\u3053\u308b\u306e\u304b\uff0c\u305d\u308c\u306f\u4eba\u9593\u81ea\u8eab\u306e\u80fd\u529b\u306e\u5411\u4e0a\u304c\u30ab\u30ae\u306a\u306e\u3067\u306f\u3068\u3044\u3063\u305f\uff0c\u767d\u71b1\u3057\u305f\u8b70\u8ad6\u304c\u7e70\u308a\u5e83\u3052\u3089\u308c\u307e\u3057\u305f\uff0e\u305d\u3093\u306a\u4e2d\uff0c\u5ee3\u5b89\u5148\u751f\u306f\uff0c\u540c\u5fd7\u793e\u306e\u5275\u59cb\u8005\u3067\u3042\u308b\u65b0\u5cf6\u8944\u304c\u7406\u7cfb\u3060\u3063\u305f\u3053\u3068\u306e\u7d39\u4ecb\u304b\u3089\u59cb\u307e\u308a\uff0c2025\u5e74\u306b\u306f\u4eba\u53e3\u6e1b\u5c11\u306b\u3088\u308b\u4eba\u54e1\u30fb\u4eba\u6750\u78ba\u4fdd\u306e\u56f0\u96e3\u3055\uff0c\u30b9\u30d1\u30b3\u30f3\u3067\u6271\u3048\u308b\u81a8\u5927\u306a\u8a08\u7b97\u91cf\u3092\u4e00\u4f53\u4f55\u306b\u4f7f\u3063\u3066\u3044\u304f\u304b\uff0c\u6700\u5f8c\u306b\u306fDeep learning\u304c\u9032\u5316\u8a08\u7b97\u306b\u304a\u3044\u3066\u6ce8\u76ee\u306e\u4e00\u624b\u306b\u6210\u308a\u5f97\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u3044\u3046\u3053\u3068\u3092\u554f\u3044\u304b\u3051\u3066\uff0c\u7de0\u3081\u304f\u304f\u3089\u308c\u3066\u3044\u307e\u3057\u305f\uff0e\u3053\u306e\u30d1\u30cd\u30eb\u30c7\u30a3\u30b9\u30ab\u30c3\u30b7\u30e7\u30f3\u306b\u304a\u3044\u3066\uff0c\u8cea\u7591\u5fdc\u7b54\u306b\u304a\u3044\u3066\u3082\u5b66\u751f\u304b\u3089\u306e\u610f\u898b\u3082\u591a\u6570\u3088\u305b\u3089\u308c\uff0c\u4eca\u5f8c\u306e\u9032\u5316\u8a08\u7b97\u5206\u91ce\u306b\u3064\u3044\u3066\u71b1\u304f\u8a9e\u308a\u5408\u3046\u5834\u3068\u306a\u308a\u307e\u3057\u305f\uff0e<strong>\u00a0<\/strong><br \/>\n<a href=\"http:\/\/www.is.doshisha.ac.jp\/news\/wp-content\/uploads\/2016\/01\/P1280966.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-3237\" src=\"http:\/\/www.is.doshisha.ac.jp\/news\/wp-content\/uploads\/2015\/12\/P1280935-300x200.jpg\" alt=\"P1280935\" width=\"300\" height=\"200\" \/><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-3236\" src=\"http:\/\/www.is.doshisha.ac.jp\/news\/wp-content\/uploads\/2015\/12\/P1280921-300x200.jpg\" alt=\"P1280921\" width=\"300\" height=\"200\" \/><\/a><br \/>\n\u4eca\u56de\u306f\u79c1\u306b\u3068\u3063\u3066\u521d\u3081\u3066\u306e\u5b66\u4f1a\u3067\u3042\u3063\u305f\u305f\u3081\uff0c\u5927\u5909\u7dca\u5f35\u3057\u307e\u3057\u305f\uff0e\u30dd\u30b9\u30bf\u30fc\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u306f\uff0c\u591a\u304f\u306e\u65b9\u304c\u8208\u5473\u3092\u6301\u3063\u3066\u304d\u3066\u304f\u3060\u3055\u308a\uff0c\u7d42\u59cb\u8cea\u7591\u5fdc\u7b54\u306b\u8ffd\u308f\u308c\u305f\u305f\u3081\u306b\uff0c\u7dca\u5f35\u3059\u308b\u6687\u3082\u306a\u304f\uff0c\u591a\u304f\u306e\u3053\u3068\u306b\u6c17\u3065\u304b\u3055\u308c\uff0c\u305d\u3057\u3066\u307e\u3060\u307e\u3060\u5b66\u3070\u306a\u3044\u3068\u3044\u3051\u306a\u3044\u3053\u3068\u304c\u3042\u308b\u3068\u611f\u3058\u305f\u6642\u9593\u3068\u306a\u308a\u307e\u3057\u305f\uff0e\u305d\u308c\u306f\uff0c\u591a\u76ee\u7684\u6700\u9069\u5316\u3067\u3042\u3063\u305f\u308a\uff0c\u89e3\u5206\u5e03\u306e\u8003\u3048\u65b9\u3067\u3042\u3063\u305f\u308a\uff0c\u305d\u308c\u3053\u305d\u500b\u4f53\u306e\u6210\u9577\u3092\u52d5\u753b\u3067\u8aac\u660e\u3057\u3066\u3044\u305f\u65b9\u3082\u304a\u3089\u308c\u305f\u308a\uff0c\u666e\u6bb5\u306e\u7814\u7a76\u5ba4\u3067\u306f\u898b\u308c\u306a\u3044\uff0c\u9032\u5316\u8a08\u7b97\u306e\u6df1\u5c64\u3092\u7a81\u304d\u8a70\u3081\u305f\u7814\u7a76\u306b\u89e6\u308c\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3057\u305f\uff0e<br \/>\n\u4e00\u65b9\u3067\uff0c\u305d\u306e\u30dd\u30b9\u30bf\u30fc\u30bb\u30c3\u30b7\u30e7\u30f3\u304c\u59cb\u307e\u308b\u307e\u3067\u306f\u3068\u3066\u3082\u7dca\u5f35\u3057\u307e\u3057\u305f\u304c\uff0c\u305d\u308c\u306f\u767a\u8868\u304c\u4e8c\u65e5\u76ee\u3067\u3042\u3063\u305f\u3053\u3068\u3060\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\uff0e\u3053\u306e\u9032\u5316\u8a08\u7b97\u30b7\u30f3\u30dd\u30b8\u30a6\u30e0\u3067\u306f\uff0c\u6559\u6388\u306e\u65b9\u540c\u58eb\u3067\u77e5\u308a\u5408\u3044\u304c\u591a\u304f\uff0c\u307e\u305f\u5b66\u751f\u540c\u58eb\u3067\u3082\u95a2\u4fc2\u3092\u6df1\u3081\u3089\u308c\u308b\u3088\u3046\u306b\u69d8\u3005\u306a\u5de5\u592b\u304c\u65bd\u3055\u308c\u3066\u3042\u308a\u307e\u3057\u305f\uff0e\u9055\u3046\u5b66\u6821\u306e\u751f\u5f92\u3068\u306e\u5171\u540c\u90e8\u5c4b\uff0c\u5168\u54e1\u3067\u306e\u5bb4\u4f1a\uff0c\u5c0f\u3055\u3044\u90e8\u5c4b\u3067\u3053\u308c\u3067\u3082\u304b\u3068\u3044\u3046\u304f\u3089\u3044\u5927\u52e2\u306e\u4eba\u304c\u96c6\u307e\u308b\u4e8c\u6b21\u4f1a\uff0c\u5c71\u306e\u9802\u4e0a\u306b\u9694\u96e2\u3055\u308c\u305f\u5408\u5bbf\u5834(\u30db\u30c6\u30eb)\uff0c\u305d\u3057\u3066\u99c5\u304b\u3089\u30db\u30c6\u30eb\u307e\u306730\u5206\u306e\u8cb8\u5207\u30d0\u30b9\u306b\u3088\u308b\u79fb\u52d5\uff0e\uff0e\uff0e\u305d\u306e\u3088\u3046\u306a\u4e2d\u3067\uff0c\u521d\u65e5\u306b\u81ea\u5206\u306e\u767a\u8868\u306b\u3064\u3044\u3066\u5fa9\u7fd2\u3067\u304d\u308b\u3088\u3046\u306a\u6642\u9593\u306f\u306a\u304f\uff0c\u7814\u7a76\u5ba4\u306b\u3044\u308b\u3068\u304d\u306b\uff0c\u3053\u308c\u3067\u3082\u304b\u3068\u3044\u3046\u307b\u3069\u8a66\u884c\u932f\u8aa4\u3092\u7e70\u308a\u8fd4\u3057\u3066\u6e96\u5099\u3092\u3057\u3066\u3044\u3066\u3088\u304b\u3063\u305f\u3067\u3059\uff0e<br \/>\n\u6700\u5f8c\u306b\uff0c\u672c\u5b66\u4f1a\u53c2\u52a0\u306b\u5f53\u305f\u308a\uff0c\u5148\u751f\u65b9\uff0c\u6587\u8108\u73ed\uff0c\u30d5\u30e5\u30fc\u30b8\u30e7\u30f3\u73ed\uff0c\u7814\u7a76\u5ba4\u306e\u7686\u69d8\u306b\u306f\uff0c\u30b7\u30e7\u30fc\u30c8\u30d7\u30ec\u30bc\u30f3\u30fb\u30dd\u30b9\u30bf\u30fc\u3068\u8a08\u56db\u56de\u306e\u30ea\u30cf\u30fc\u30b5\u30eb\u3092\u306f\u3058\u3081\uff0c\u5927\u5909\u304a\u4e16\u8a71\u306b\u306a\u308a\u307e\u3057\u305f\uff0e\u3053\u306e\u5834\u3092\u501f\u308a\u3066\u304a\u793c\u7533\u3057\u4e0a\u3052\u307e\u3059\uff0e\u4eca\u56de\u306e\u5b66\u4f1a\u767a\u8868\u3067\u5f97\u3089\u308c\u305f\u7d4c\u9a13\u3084\u30a2\u30c9\u30d0\u30a4\u30b9\uff0c\u53cd\u7701\u70b9\u3092\u4eca\u5f8c\u306e\u7814\u7a76\u3084\u767a\u8868\u306b\u6d3b\u304b\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\uff0e<br \/>\n<img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-3191 size-large\" src=\"http:\/\/www.is.doshisha.ac.jp\/news\/wp-content\/uploads\/2016\/01\/P1280966-1024x684.jpg\" alt=\"P1280966\" width=\"640\" height=\"428\" \/><br \/>\n\u3010\u6587\u8cac\uff1aB4 \u539f\u7530\u3011<br \/>\n<!--more--><br \/>\n<strong>\u5b66\u4f1a\u53c2\u52a0\u5831\u544a\u66f8<\/strong><\/p>\n<table width=\"520\">\n<tbody>\n<tr>\n<td width=\"147\"><strong>\u5831\u544a\u8005\u6c0f\u540d<\/strong><\/td>\n<td width=\"373\">\u77f3\u7530\u548c<\/td>\n<\/tr>\n<tr>\n<td width=\"147\"><strong>\u767a\u8868\u8ad6\u6587\u30bf\u30a4\u30c8\u30eb<\/strong><\/td>\n<td width=\"373\">\u9032\u5316\u8a08\u7b97\u624b\u6cd5\u3092\u6d3b\u7528\u3057\u305f\u8133\u795e\u7d4c\u7e4a\u7dad\u8ffd\u8de1\u624b\u6cd5\u306e\u63d0\u6848<\/td>\n<\/tr>\n<tr>\n<td width=\"147\"><strong>\u767a\u8868\u8ad6\u6587\u82f1\u30bf\u30a4\u30c8\u30eb<\/strong><\/td>\n<td width=\"373\">A proposal of nerve fiber tracking method using evolutionary computing technique<\/td>\n<\/tr>\n<tr>\n<td width=\"147\"><strong>\u8457\u8005<\/strong><\/td>\n<td width=\"373\">\u77f3\u7530\u548c\uff0c\u65e5\u548c\u609f\uff0c\u5ee3\u5b89\u77e5\u4e4b<\/td>\n<\/tr>\n<tr>\n<td width=\"147\"><strong>\u4e3b\u50ac<\/strong><\/td>\n<td width=\"373\">\u9032\u5316\u8a08\u7b97\u5b66\u4f1a<\/td>\n<\/tr>\n<tr>\n<td width=\"147\"><strong>\u8b1b\u6f14\u4f1a\u540d<\/strong><\/td>\n<td width=\"373\">\u7b2c9\u56de\u9032\u5316\u8a08\u7b97\u30b7\u30f3\u30dd\u30b8\u30a6\u30e02015<\/td>\n<\/tr>\n<tr>\n<td width=\"147\"><strong>\u4f1a\u5834<\/strong><\/td>\n<td width=\"373\">\u30b0\u30ea\u30fc\u30f3\u30db\u30c6\u30eb\u4e09\u30f6\u6839<\/td>\n<\/tr>\n<tr>\n<td width=\"147\"><strong>\u958b\u50ac\u65e5\u7a0b<\/strong><\/td>\n<td width=\"373\">2015\/12\/19-2015\/12\/20<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u00a0<\/strong><br \/>\n&nbsp;<br \/>\n&nbsp;<\/p>\n<ol>\n<li>\u8b1b\u6f14\u4f1a\u306e\u8a73\u7d30<\/li>\n<\/ol>\n<p>2015\/12\/19\u304b\u30892015\/12\/20\u306b\u304b\u3051\u3066\uff0c\u611b\u77e5\u770c\u897f\u5c3e\u5e02\u306e\u30b0\u30ea\u30fc\u30f3\u30db\u30c6\u30eb\u4e09\u30f6\u6839\u306b\u3066\u958b\u50ac\u3055\u308c\u307e\u3057\u305f\u7b2c9\u56de\u9032\u5316\u8a08\u7b97\u30b7\u30f3\u30dd\u30b8\u30a6\u30e02015\u306b\u53c2\u52a0\u81f4\u3057\u307e\u3057\u305f\uff0e\u672c\u5b66\u4f1a\u3067\u306f\uff0c\u9032\u5316\u8a08\u7b97\u306b\u95a2\u3059\u308b\u7814\u7a76\u306e\u63a8\u9032\u304a\u3088\u3073\u77e5\u8b58\u306e\u666e\u53ca\u3092\u56f3\u308a\uff0c\u5b66\u8853\u306e\u767a\u5c55\u306b\u5bc4\u4e0e\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\uff0c\u540c\u5206\u91ce\u306b\u5f93\u4e8b\u3059\u308b\u7814\u7a76\u8005\u304c\u96c6\u307e\u308a\u8b70\u8ad6\u3092\u884c\u3046\u5b66\u4f1a\u3068\u306a\u3063\u3066\u304a\u308a\u307e\u3059\uff0e<br \/>\n\u79c1\u306f19\uff0c20\u65e5\u306e2\u65e5\u9593\u53c2\u52a0\u81f4\u3057\u307e\u3057\u305f. \u672c\u7814\u7a76\u5ba4\u304b\u3089\u306f\u4ed6\u306b, \u5ee3\u5b89\u5148\u751f\uff0c\u65e5\u548c\u5148\u751f\uff0c\u7530\u4e2d\u5148\u751f\uff0cB4\u306e\u539f\u7530\u304f\u3093\u304c\u53c2\u52a0\u81f4\u3057\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<\/p>\n<ol start=\"2\">\n<li>\u7814\u7a76\u767a\u8868\n<ul>\n<li>\u767a\u8868\u6982\u8981<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>\u79c1\u306f\u5b66\u4f1a\u53c2\u52a02\u65e5\u76ee\u306e20\u65e5\u306b\u884c\u308f\u308c\u307e\u3057\u305f\u306e\u30dd\u30b9\u30bf\u30fc\u30bb\u30c3\u30b7\u30e7\u30f33\u306b\u53c2\u52a0\u81f4\u3057\u307e\u3057\u305f\uff0e\u767a\u8868\u306e\u5f62\u5f0f\u306f\uff0c\u30dd\u30b9\u30bf\u30fc\u767a\u8868\u524d\u306b\u30b9\u30e9\u30a4\u30c9\u3092\u7528\u3044\u305f\u30d5\u30e9\u30c3\u30b7\u30e5\u30c8\u30fc\u30af\u3092\u54042\u5206\u884c\u306a\u3044\uff0c\u305d\u306e\u5f8c\u30dd\u30b9\u30bf\u30fc\u306b\u30661\u6642\u9593\u8b70\u8ad6\u3092\u884c\u3046\u5f62\u5f0f\u3067\u3057\u305f\uff0e<br \/>\n\u4eca\u56de\u306e\u767a\u8868\u306f\uff0c\u9032\u5316\u8a08\u7b97\u624b\u6cd5\u3092\u6d3b\u7528\u3057\u305f\u8133\u795e\u7d4c\u7e4a\u7dad\u8ffd\u8de1\u624b\u6cd5\u306e\u63d0\u6848\u3068\u3044\u3046\u984c\u3067\u767a\u8868\u3057\u307e\u3057\u305f\uff0e\u767a\u8868\u5185\u5bb9\u306f\u8133\u5185\u306e\u795e\u7d4c\u7dda\u7dad\u8ffd\u8de1\u624b\u6cd5\u306b\u304a\u3051\u308b\u65e2\u5b58\u624b\u6cd5\u306e\u8ffd\u8de1\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u6700\u9069\u5316\u624b\u6cd5\u306e\uff11\u3064\u3067\u3042\u308b\u87fb\u306e\u90e1\u884c\u52d5\u3092\u30e2\u30c7\u30eb\u3068\u3057\u305fACO\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3067\uff0c\u7cbe\u5ea6\u306e\u5411\u4e0a\u3092\u56f3\u308b\u65b0\u898f\u624b\u6cd5\u306e\u63d0\u6848\u3092\u81f4\u3057\u307e\u3057\u305f\uff0e\u8a73\u7d30\u306b\u95a2\u3057\u307e\u3057\u3066\u306f\u4ee5\u4e0b\u306b\u8a18\u8f09\u81f4\u3057\u307e\u3059\uff0e<\/p>\n<table width=\"529\">\n<tbody>\n<tr>\n<td width=\"529\">\u672c\u7a3f\u3067\u306f\uff0c\u8907\u96d1\u306a\u795e\u7d4c\u7dda\u7dad\u69cb\u9020\u306b\u5bfe\u3057\uff0c\u3088\u308a\u7cbe\u5ea6\u306e\u9ad8\u3044\u8ffd\u8de1\u3092\u53ef\u80fd\u306b\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\uff0c\u795e\u7d4c\u8ffd\u8de1\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u304a\u3051\u308b\u65b0\u898f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u63d0\u6848\u3092\u884c\u3063\u305f\uff0e\u5b9f\u9a13\u3067\u306f\uff0ccrossing\u69cb\u9020\u306e\u8133\u795e\u7d4c\u7dda\u7dad\u3092\u6a21\u64ec\u3057\u305f\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3057\uff0c\u65e2\u5b58\u624b\u6cd5\u306eEuler\u6cd5\u3068\u63d0\u6848\u624b\u6cd5\u306b\u3088\u308b\u8ffd\u8de1\u7cbe\u5ea6\u306e\u691c\u8a0e\u3092\u884c\u3063\u305f\uff0e\u7d50\u679c\uff0cEuler\u6cd5\u3067\u306f\uff0cFA\u5024\u306e\u5224\u5b9a\u6761\u4ef6\u3092\u4e0b\u56de\u308a\u8ffd\u8de1\u304c\u505c\u6b62\u3059\u308b\u304b\uff0cFA\u5024\u306e\u5224\u5b9a\u6761\u4ef6\u3092\u5909\u5316\u3055\u305b\u3066\u3082\uff0c\u8a2d\u5b9a\u3055\u308c\u305f\u30d9\u30af\u30c8\u30eb\u65b9\u5411\u306b\u3088\u3063\u3066\u8ffd\u8de1\u65b9\u5411\u304c\u8aa4\u308b\u7d50\u679c\u3068\u306a\u3063\u305f\uff0e\u3088\u3063\u3066\uff0cEuler\u6cd5\u3067\u306fcrossing\u69cb\u9020\u306e\u8133\u795e\u7d4c\u7dda\u7dad\u306b\u5bfe\u3057\u3066\uff0c\u3088\u308a\u6b63\u78ba\u306a\u8ffd\u8de1\u3092\u884c\u3046\u306e\u306f\u56f0\u96e3\u3067\u3042\u308b\u3068\u8003\u3048\u3089\u308c\u308b\uff0e\u4e00\u65b9\uff0c\u63d0\u6848\u624b\u6cd5\u3092\u7528\u3044\u305f\u8ffd\u8de1\u3067\u306fcrossing\u69cb\u9020\u306e\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u6709\u52b9\u306a\u4fee\u6b63\u7d50\u679c\u3092\u5f97\u308b\u3053\u3068\u304c\u51fa\u6765\u305f\uff0e\u307e\u305f\uff0c\u5b9f\u9a13\u7d50\u679c\u3092\u901a\u3057\u3066\uff0c\u672c\u63d0\u6848\u624b\u6cd5\u3067\u306f\u63a2\u7d22\u56de\u6570\u3088\u308a\u3082\u63a2\u7d22\u306b\u95a2\u308f\u308bagent\u306e\u6570\u304c\u8ffd\u8de1\u4fee\u6b63\u306b\u5927\u304d\u304f\u5f71\u97ff\u3057\u3066\u3044\u308b\u3068\u793a\u5506\u3055\u308c\u305f\uff0e\u3057\u304b\u3057\uff0c\u63d0\u6848\u624b\u6cd5\u306e\u7d4c\u9a13\u60c5\u5831\u306b\u304a\u3051\u308b\u6163\u6027\u529b\u306e\u5f37\u3055\u306b\u3088\u3063\u3066\uff0c\u4ed6\u306e\u8907\u96d1\u306a\u795e\u7d4c\u7dda\u7dad\u69cb\u9020\u306e\u8ffd\u8de1\u306b\u304a\u3044\u3066\u8aa4\u8ffd\u8de1\u306e\u8981\u56e0\u306b\u6210\u308a\u304b\u306d\u306a\u3044\u3068\u8003\u3048\u3089\u308c\u308b\uff0c\u3088\u3063\u3066\uff0c\u4eca\u5f8c\u306f\u7d4c\u9a13\u60c5\u5831\u306b\u304a\u3051\u308b\u6163\u6027\u529b\u306e\u6700\u9069\u306a\u5f71\u97ff\u529b\u3092\u691c\u8a0e\u3059\u308b\uff0e\u307e\u305f\uff0c\u63d0\u6848\u624b\u6cd5\u306b\u304a\u3051\u308b\uff0c\u4ed6\u306e\u8907\u96d1\u306a\u795e\u7d4c\u7dda\u7dad\u69cb\u9020\u3092\u6a21\u64ec\u3057\u305f\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\uff0c\u8ffd\u8de1\u7cbe\u5ea6\u306e\u691c\u8a0e\u3082\u884c\u3044\u305f\u3044\u3068\u8003\u3048\u308b\uff0e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<br \/>\n&nbsp;<br \/>\n&nbsp;<\/p>\n<ul>\n<li>\u8cea\u7591\u5fdc\u7b54<\/li>\n<\/ul>\n<p>\u4eca\u56de\u306e\u8b1b\u6f14\u767a\u8868\u3067\u306f\uff0c\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8cea\u7591\u3092\u53d7\u3051\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<br \/>\n<strong>\u30fb\u8cea\u554f\u5185\u5bb9<\/strong><strong>1<\/strong><br \/>\n\u30dd\u30b9\u30bf\u30fc\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u306f\u69d8\u3005\u306a\u65b9\u3005\u304b\u3089\u8cea\u554f\u3092\u9802\u3044\u305f\u306e\u3067\u7e8f\u3081\u3066\u8a18\u8f09\u3055\u305b\u3066\u9802\u304d\u307e\u3059\uff0e\u8cea\u554f\u5185\u5bb9\u306f\uff0c\u300c\u6163\u6027\u3092\u7528\u3044\u3066\u3044\u308b\u304ckissing\u69cb\u9020\u306b\u5bfe\u3057\u3066\u306e\u6709\u52b9\u6027\u304c\u611f\u3058\u3089\u308c\u306a\u3044\u304c\u6709\u52b9\u306a\u306e\u304b\uff1f\u300d\uff0c\u300c\u8133\u795e\u7d4c\u7e4a\u7dad\u8ffd\u8de1\u624b\u6cd5\u3067\u7528\u3044\u3066\u3044\u308b\u8ffd\u8de1\u6307\u6a19\u306f\u3069\u3093\u306a\u5024\uff1f\u300d\uff0c\u300c\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306f\u5b9f\u30c7\u30fc\u30bf\u3092\u6a21\u64ec\u3057\u3066\u3044\u308b\u306e\u304b\uff1f\u300d\uff0c\u300c\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306f\u7269\u7406\u30e2\u30c7\u30eb\u7684\u306a\u3082\u306e\u3092\u4f5c\u6210\u3057\u305f\u306e\u304b\uff1f\u300d\u306a\u3069\u306e\u8cea\u554f\u3092\u9802\u304d\u307e\u3057\u305f\uff0e\u3053\u308c\u3089\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066\u306e\u79c1\u306e\u7b54\u3048\u306f\u300ckissing\u69cb\u9020\u3078\u306e\u6709\u52b9\u6027\u306fkissing\u69cb\u9020\u306e\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3057\uff0c\u691c\u8a0e\u3057\u3066\u307f\u306a\u3044\u3068\u5206\u304b\u308a\u307e\u305b\u3093\u300d\uff0c\u300c\u8ffd\u8de1\u3067\u7528\u3044\u308b\u306e\u306f\u8133\u795e\u7d4c\u7e4a\u7dad\u306e\u5b58\u5728\u306e\u6709\u7121\u3092\u5224\u5225\u3059\u308bFA\u5024\u3068\u7e4a\u7dad\u65b9\u5411\u3092\u6c7a\u5b9a\u3059\u308b\u65b9\u5411\u30d9\u30af\u30c8\u30eb\u3067\u3059\u300d\uff0c\u300c\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306f\u6570\u5024\u30e2\u30c7\u30eb\u3067\u3057\u304b\u306a\u304f\uff0c\u7269\u7406\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3057\u305f\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u300d\u3068\u3044\u3046\u3082\u306e\u3067\u3057\u305f\uff0e<br \/>\n&nbsp;<\/p>\n<ul>\n<li>\u611f\u60f3<\/li>\n<\/ul>\n<p>\u4eca\u56de\u306e\u30dd\u30b9\u30bf\u30fc\u767a\u8868\u3067\u306f\uff0c\u305d\u3082\u305d\u3082\u8133\u795e\u7d4c\u7e4a\u7dad\u8ffd\u8de1\u624b\u6cd5\u3068\u306f\u3069\u306e\u3088\u3046\u306a\u3082\u306e\u306a\u306e\u304b\uff0c\u307e\u305f\uff0c\u9032\u5316\u8a08\u7b97\u624b\u6cd5\u3067\u3042\u308bACO\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u3069\u306e\u3088\u3046\u306b\u7528\u3044\u305f\u306e\u304b\u306f\u30c7\u30a3\u30b9\u30ab\u30c3\u30b7\u30e7\u30f3\u3092\u4ea4\u3048\u308b\u3053\u3068\u3067\u8074\u8846\u306b\u4f1d\u3048\u308b\u3053\u3068\u306f\u51fa\u6765\u305f\u3068\u601d\u3044\u307e\u3059\uff0e\u3057\u304b\u3057\uff0c\u5b9f\u969b\u306e\u8133\u795e\u7d4c\u3067\u306f\uff0ckissing\u69cb\u9020\u3068crossing\u69cb\u9020\u3092\u3069\u306e\u3088\u3046\u306b\u5224\u5225\u3057\u3066\u304a\u308a\uff0c\u5b9f\u969b\u306b\u3069\u306e\u3088\u3046\u306a\u753b\u50cf\u30c7\u30fc\u30bf\u3068\u3057\u3066\u5f97\u3089\u308c\u308b\u306e\u304b\u306a\u3069\uff0c\u5b9f\u30c7\u30fc\u30bf\u306b\u304a\u3051\u308b\u554f\u984c\u70b9\u306e\u5b9f\u969b\u306e\u753b\u50cf\u60c5\u5831\u7b49\u3092\u660e\u8a18\u3059\u308b\u5fc5\u8981\u6027\u304c\u3042\u308b\u3088\u3046\u306b\u611f\u3058\u307e\u3057\u305f\uff0e\u307e\u305f\uff0c\u4eca\u56de\u306e\u767a\u8868\u3067\uff0c\u300ckissing\u69cb\u9020\u3068crossing\u69cb\u9020\u306e\u5224\u5225\u306e\u305f\u3081\u306b\u5b9f\u30c7\u30fc\u30bf\u304b\u3089\u7279\u5fb4\u3092\u62bd\u51fa\u3057\u7d71\u8a08\u7684\u306b\u5224\u5225\u3059\u308b\u306e\u306f\u3069\u3046\u304b\uff1f\u300d\uff0c\u300c\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3082\u5b9f\u30c7\u30fc\u30bf\u3092\u6b63\u78ba\u306b\u6a21\u64ec\u3059\u308b\u5fc5\u8981\u6027\u304c\u3042\u308b\u300d\uff0c\u300c\u5c40\u6240\u7684\u306b\u8ffd\u8de1\u65b9\u5411\u306e\u4fee\u6b63\u3092\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u5de8\u8996\u7684\u306b\u898b\u3066\u307f\u308b\u306e\u3082\u826f\u3044\u306e\u3067\u306f\uff1f\u300d\u306a\u3069\u3068\u3044\u3063\u305f\u30a2\u30c9\u30d0\u30a4\u30b9\u3092\u9802\u304d\u307e\u3057\u305f\u306e\u3067\uff0c\u4eca\u5f8c\u306e\u7814\u7a76\u3067\u306f\u3053\u308c\u3089\u306e\u691c\u8a0e\u9805\u76ee\u3082\u8e0f\u307e\u3048\u3066\u7814\u7a76\u3057\u3066\u3044\u3053\u3046\u3068\u601d\u3044\u307e\u3059\uff0e<\/p>\n<ol start=\"3\">\n<li>\u8074\u8b1b<\/li>\n<\/ol>\n<p>\u4eca\u56de\u306e\u8b1b\u6f14\u4f1a\u3067\u306f\uff0c\u4e0b\u8a18\u306e2\u4ef6\u306e\u767a\u8868\u3092\u8074\u8b1b\u3057\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<\/p>\n<table width=\"529\">\n<tbody>\n<tr>\n<td width=\"529\">\u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0 \uff1a\u8d85\u5927\u898f\u6a21Multi-Depot Vehicle Routing Problems\u306b\u5bfe\u3059\u308b\u5206\u5272\u7d71\u6cbb\u6cd5\u306e\u6982\u5ff5\u3092\u5229\u7528\u3057\u305f\u65b0\u305f\u306a\u63a2\u7d22\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u63d0\u6848\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u4f0a\u85e4 \u5321\u5fd7\uff0c\u6e21\u9089\u771f\u4e5f\uff0c\u698a\u539f\u4e00\u7d00<br \/>\n\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0 \uff1a \u30dd\u30b9\u30bf\u30fc\u30bb\u30c3\u30b7\u30e7\u30f31<br \/>\nAbstract\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1aVehicle Routing Problems\uff08VRPs\uff09\u306f\uff0c\u914d\u9001\u8a08\u753b\u554f\u984c\u307e\u305f\u306f\u904b\u642c\u7d4c\u8def\u554f\u984c\u3068\u547c\u3070\u308c\uff0c\u914d\u9001\u30bb\u30f3\u30bf\u30fc\uff08Depot\uff09\u304b\u3089\u8907\u6570\u306e\u9700\u8981\u5730\u3078\u306e\u914d\u9001\u3092\u52b9\u7387\u7684\u306b\u884c\u304a\u3046\u3068\u3059\u308b\u914d\u9001\u30eb\u30fc\u30c8\u6c7a\u5b9a\u554f\u984c\u3067\u3042\u308a\uff0c\u5b9f\u52d9\u7684\u306a\u554f\u984c\u3068\u3057\u30661950\u5e74\u4ee3\u3088\u308a\u6570\u591a\u304f\u306e\u7814\u7a76\u304c\u306a\u3055\u308c\u3066\u304d\u305f\uff0eVRPs\u306f\u7dcf\u79fb\u52d5\u8ddd\u96e2\u3060\u3051\u3067\u306a\u304f\u30d3\u30fc\u30af\u30eb\u306e\u53f0\u6570\uff0c\u5404\u7d4c\u8def\u9593\u306e\u79fb\u52d5\u8ddd\u96e2\u306e\u5206\u6563\u5ea6\u5408\u3044\u306a\u3069\u672c\u8cea\u7684\u306b\u591a\u76ee\u7684\u306e\u8981\u7d20\u3092\u5185\u5305\u3057\u3066\u3044\u308b\u3053\u3068\u304b\u3089\uff0c\u9032\u5316\u578b\u591a\u76ee\u7684\u6700\u9069\u5316\uff08Evolutionary Multi-criterion Optimization\uff0cEMO\uff09\u3092VRPs\u3078\u5fdc\u7528\u3057\u305f\u7814\u7a76\u3082\u6570\u591a\u304f\u5831\u544a\u3055\u308c\u3066\u3044\u308b\uff0e\u60c5\u5831\u306e\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5316\u306b\u4f34\u3044\u5e45\u5e83\u3044\u5206\u91ce\u3067\u6271\u3046\u30c7\u30fc\u30bf\u3084\u554f\u984c\u81ea\u4f53\u304c\u5927\u898f\u6a21\u5316\u3057\u3066\u304a\u308a\uff0c\u5927\u898f\u6a21VRPs\u306b\u304a\u3044\u3066\u3082\uff0c\u7d44\u307f\u5408\u308f\u305b\u7206\u767a\uff0c\u8a08\u7b97\u30b3\u30b9\u30c8\u306e\u5897\u52a0\u306a\u3069\u306e\u554f\u984c\u304c\u751f\u3058\uff0c\u5f93\u6765\u624b\u6cd5\u3067\u306f\u73fe\u5b9f\u7684\u306a\u6642\u9593\u5185\u306b\u30e6\u30fc\u30b6\u30fc\u304c\u59a5\u5354\u3067\u304d\u308b\u54c1\u8cea\u306e\u89e3\u3092\u5c0e\u51fa\u3059\u308b\u3053\u3068\u304c\u96e3\u3057\u3044\uff0e\u305d\u3053\u3067\uff0c\u4e0a\u8a18\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u3053\u308c\u307e\u3067\u306e\u65b9\u7b56\u3068\u3057\u3066\u90e8\u5206\u554f\u984c\u5316\u3092\u63d0\u6848\u3057\u3066\u3044\u305f\uff0e\u3057\u304b\u3057\uff0c\u9818\u57df\u5206\u5272\u306b\u3088\u3063\u3066\u3067\u304d\u305f\u5883\u754c\u7dda\u304c\u30eb\u30fc\u30c8\u5f62\u6210\u306b\u60aa\u5f71\u97ff\u3092\u53ca\u307c\u3059\u3068\u3044\u3063\u305f\u554f\u984c\u304c\u767a\u751f\u3057\u3066\u3044\u308b\u305f\u3081\uff0c\u672c\u7814\u7a76\u3067\u306f\u5883\u754c\u7dda\u3092\u8d8a\u3048\u305f\u30eb\u30fc\u30c8\u5f62\u6210\u3092\u3059\u308b\u305f\u3081\u306b\uff0c\u907a\u4f1d\u7684\u64cd\u4f5c\u306b\u5186\u5f62\u5206\u5272\u30b9\u30ad\u30fc\u30e0\u53ca\u3073\u30c7\u30dd\u5206\u96e2\u7dda\u4ed8\u8fd1\u306e\u91cd\u70b9\u63a2\u7d22\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u7d44\u307f\u8fbc\u3093\u3060\uff0e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<br \/>\n\u3053\u306e\u767a\u8868\u3067\u306f\uff0c\u904b\u642c\u7d4c\u8def\u554f\u984c\u3068\u547c\u3070\u308c\u308b\u914d\u9001\u30eb\u30fc\u30c8\u306e\u52b9\u7387\u5316\u3092\u76ee\u7684\u3068\u3059\u308b\u914d\u9001\u30eb\u30fc\u30c8\u6c7a\u5b9a\u554f\u984c\u3067\uff0c\u6700\u9069\u306a\u9818\u57df\u5206\u5272\u304a\u3088\u3073\u6bb5\u968e\u7684\u7d71\u5408\u3068\u3044\u30462\u3064\u306e\u7279\u5fb4\u3092\u6709\u3059\u308b\u65b0\u305f\u306a\u63a2\u7d22\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u3057\u3066\uff0c\u907a\u4f1d\u7684\u64cd\u4f5c\u306b\u7d44\u307f\u8fbc\u3093\u3060\u5186\u5f62\u5206\u5272\u30b9\u30ad\u30fc\u30e0\u3068\u30c7\u30dd\u5206\u96e2\u7dda\u4ed8\u8fd1\u306e\u91cd\u70b9\u63a2\u7d22\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u7528\u3044\u308b\u3053\u3068\u3067\uff0c\u554f\u984c\u9818\u57df\u306e\u5206\u5272\u306b\u3088\u308b\u63a2\u7d22\u52b9\u7387\u306e\u5411\u4e0a\u3068\u90e8\u5206\u6700\u9069\u5316\u306e\u5f71\u97ff\u3092\u6bb5\u968e\u7684\u7d71\u5408\u306b\u3088\u308b\u7de9\u548c\uff0c\u53ca\u3073\u5186\u5f62\u5206\u5272\u30b9\u30ad\u30fc\u30e0\u3068\u30c7\u30dd\u5206\u96e2\u7dda\u4ed8\u8fd1\u306e\u91cd\u70b9\u63a2\u7d22\u306b\u3088\u308b\u5883\u754c\u7dda\u306e\u5f71\u97ff\u3092\u7de9\u548c\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u3063\u305f\u3068\u306e\u3053\u3068\u3067\u3057\u305f\uff0e\u3053\u306e\u30dd\u30b9\u30bf\u30fc\u767a\u8868\u3088\u308a\uff0c\u8133\u6a5f\u80fd\u60c5\u5831\u3068\u8133\u795e\u7d4c\u7dda\u7dad\u60c5\u5831\u306e2\u3064\u306e\u60c5\u5831\u3088\u308a\uff0c\u30d6\u30ed\u30fc\u30c9\u30de\u30f3\u306e\u8133\u9818\u57df\u3084AAL\u306b\u4ee3\u308f\u308b\u65b0\u305f\u306a\u8133\u9818\u57df\u5206\u5272\u306b\u5fdc\u7528\u3067\u304d\u308b\u306e\u3067\u306f\u3068\u601d\u3044\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<\/p>\n<table width=\"529\">\n<tbody>\n<tr>\n<td width=\"529\">\u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0 \uff1a\u8907\u6570\u89e3\u554f\u984c\u306b\u304a\u3051\u308b\u5206\u88c2\u4eba\u5de5\u8702\u63a2\u7d22\u8702\u63a2\u7d22\u6cd5\u306e\u6027\u80fd\u5411\u4e0a<br \/>\n\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u5742\u672c\u79c0\u4eba\uff0c\u658e\u85e4\u5229\u901a\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0 \uff1a\u30dd\u30b9\u30bf\u30fc\u30bb\u30c3\u30b7\u30e7\u30f32Abstract\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u4eba\u5de5\u8702\u63a2\u7d22\u6cd5(Artificiale Bee Colony algorithm, ABC)\u3068\u306f\u7fa4\u77e5\u80fd\u306b\u57fa\u3065\u304f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e1\u3064\u3067\u3042\u308b\uff0eABC\u306f\u73fe\u5728\u306e\u81ea\u8eab\u3068\u5225\u500b\u4f53\u306e\u60c5\u5831\u3092\u53c2\u7167\u3057\u4f4d\u7f6e\u3092\u66f4\u65b0\u3057\u3066\u3044\u304f. \u305d\u306e\u305f\u3081, \u7c92\u5b50\u7fa4\u6700\u9069\u5316(Particle Swarm Optimaizer, PSO)\u3068\u7570\u306a\u308a\uff0c\u904e\u53bb\u306e\u72b6\u614b\u306b\u5de6\u53f3\u3055\u308c\u306a\u3044\u63a2\u7d22\u304c\u53ef\u80fd\u3067\u3042\u308b\uff0eABC\u306f\u975e\u7dda\u5f62\u73fe\u8c61\u306e\u89e3\u6790\uff0cAD\u5909\u63db\u5668\u3084\u30c7\u30b8\u30bf\u30eb\u30d5\u30a3\u30eb\u30bf\u30fc\u306a\u3069\u306e\u56de\u8def\u8a2d\u8a08\u306a\u3069\u30d1\u30ef\u30fc\u30a8\u30ec\u30af\u30c8\u30ed\u30cb\u30af\u30b9\u306e\u5206\u91ce\u306b\u5fdc\u7528\u3055\u308c\u3066\u3044\u308b\uff0eABC\u3092\u8907\u6570\u89e3\u554f\u984c\u306b\u5fdc\u7528\u3057\u305f\u3082\u306e\u304c\u7814\u7a76\u3055\u308c\u3066\u3044\u308b\uff0e\u8907\u6570\u89e3\u554f\u984c\u3068\u306f, \u6700\u9069\u89e3\u304c\u8907\u6570\u5b58\u5728\u3059\u308b\u554f\u984c\u3067\u3042\u308a, 1\u3064\u306e\u89e3\u3060\u3051\u3067\u306f\u306a\u304f\u5168\u3066\u306e\u89e3\u3092\u63a2\u7d22\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b. \u63a2\u7d22\u6027\u80fd\u306e\u5411\u4e0a\u306e\u65b9\u6cd5\u306e1\u3064\u3068\u3057\u3066\u63a2\u7d22\u500b\u4f53\u306e\u5897\u52a0\u304c\u3042\u308b. \u63a2\u7d22\u7d42\u4e86\u307e\u3067\u306e\u8a08\u7b97\u91cf\u304c\u5897\u3048\u3066\u3057\u307e\u3046. \u305d\u306e\u305f\u3081, \u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3092\u8003\u3048\u308b\u5fc5\u8981\u304c\u3042\u308b.\u672c\u8ad6\u6587\u3067\u306f, \u500b\u4f53\u6570\u3092\u6642\u5909\u7684\u306b\u5897\u52a0\u3055\u305b\u308b\u65b0\u305f\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u3057\u3066\u5206\u88c2\u4eba\u5de5\u8702\u63a2\u7d22\u8702\u63a2\u7d22\u6cd5(Fission Artificiale Bee Colony algorithm, FABC)\u3092\u63d0\u6848\u3059\u308b. \u3053\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3088\u3063\u3066\u63a2\u7d22\u306b\u5fc5\u8981\u306a\u8a08\u7b97\u91cf\u3092\u6291\u3048\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308b\u3068\u8003\u3048\u3066\u3044\u308b. \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u6027\u80fd\u306e\u691c\u8a0e\u3068\u3057\u3066\u500b\u4f53\u306e\u5897\u52a0\u6570\u306b\u3088\u308b\u6bd4\u8f03\u3068\u4ed6\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u306e\u6bd4\u8f03\u306e2\u7a2e\u985e\u3092\u884c\u3046.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<br \/>\n\u3053\u306e\u767a\u8868\u3067\u306f\uff0cACO\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u540c\u69d8\uff0c\u751f\u7269\u306e\u884c\u52d5\u3092\u9032\u5316\u8a08\u7b97\u624b\u6cd5\u306e\u30e2\u30c7\u30eb\u3068\u3057\u305f\u7fa4\u77e5\u80fd\u306e\uff11\u3064\u3067\u3042\u308b\uff0c\u8702\u306e\u63a1\u990c\u884c\u52d5\u3092\u30e2\u30c7\u30eb\u3068\u3057\u305f\u30a2\u30eb\u30b4\u30eb\u30ba\u30e0\u3067\u3042\u308b\uff0cABC\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u63a2\u7d22\u306e\u30d9\u30fc\u30b9\u3068\u3057\uff0c\u3053\u306eABC\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u871c\u6e90\u5206\u88c2\u306e\u8981\u7d20\u3092\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3067\u63a2\u7d22\u6642\u9593\u306e\u77ed\u7e2e\u5316\u3092\u56f3\u308b\u3068\u3044\u3046\u3082\u306e\u3067\u3057\u305f\uff0e\u3053\u306e\u767a\u8868\u304b\u3089\u79c1\u306f\uff0c\u81ea\u5206\u306e\u63d0\u6848\u624b\u6cd5\u306b\u304a\u3051\u308b\u8ffd\u8de1\u306e\u63a2\u7d22\u30d9\u30fc\u30b9\u3067\u3042\u308bACO\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u4ee3\u308f\u308a\u306bABC\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7d44\u307f\u8fbc\u3080\u3053\u3068\u304c\u51fa\u6765\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u8003\u3048\u307e\u3057\u305f\uff0e\u3057\u304b\u3057\uff0cABC\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3084PSO\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u306f\u78ba\u7387\u3067\u8ffd\u8de1\u65b9\u5411\u304c\u6c7a\u5b9a\u3055\u308c\u308b\u306e\u306fACO\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u540c\u69d8\u306a\u306e\u3067\u3059\u304c\uff0cACO\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u304a\u3051\u308b\u30d5\u30a7\u30ed\u30e2\u30f3\u60c5\u5831\u306e\u3088\u3046\u306a\u63a2\u7d22\u56de\u6570\u304c\u91cd\u306a\u308b\u3053\u3068\u3067\u78ba\u7387\u3092\u5909\u5316\u3055\u305b\u308b\u8981\u56e0\u304cABC\u3068PSO\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u306f\u5b58\u5728\u3057\u306a\u3044\u305f\u3081\uff0c\u8ffd\u8de1\u65b9\u5411\u306e\u6c7a\u5b9a\u304c\u78ba\u7387\u8981\u7d20\u306b\u5927\u304d\u304f\u5f71\u97ff\u3055\u308c\u3066\u3057\u307e\u3046\u3068\u8003\u3048\u3089\u308c\u308b\uff0e\u3088\u3063\u3066\uff0c\u3084\u306f\u308aACO\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u6210\u308a\u4ee3\u308f\u308b\u306e\u306f\u96e3\u3057\u3044\u3068\u601d\u3044\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<br \/>\n<strong>\u5b66\u4f1a\u53c2\u52a0\u5831\u544a\u66f8<\/strong><\/p>\n<table>\n<tbody>\n<tr>\n<td width=\"147\"><strong>\u00a0<\/strong><br \/>\n<strong>\u5831\u544a\u8005\u6c0f\u540d<\/strong><\/td>\n<td width=\"373\">&nbsp;<br \/>\n\u539f\u7530\u572d<\/td>\n<\/tr>\n<tr>\n<td width=\"147\"><strong>\u767a\u8868\u8ad6\u6587\u30bf\u30a4\u30c8\u30eb<\/strong><\/td>\n<td width=\"373\">Geographic Knapsack Problem\u306b\u304a\u3051\u308b\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u63a2\u7d22\u901f\u5ea6\u306e\u691c\u8a3c<\/td>\n<\/tr>\n<tr>\n<td width=\"147\"><strong>\u767a\u8868\u8ad6\u6587\u82f1\u30bf\u30a4\u30c8\u30eb<\/strong><\/td>\n<td width=\"373\">Investigation of the search speed of genetic algorithm in the geographic knapsack problem<\/td>\n<\/tr>\n<tr>\n<td width=\"147\"><strong>\u8457\u8005<\/strong><\/td>\n<td width=\"373\">\u539f\u7530\u572d, \u7530\u4e2d\u7f8e\u91cc, \u65e5\u548c\u609f, Heiner Zille,<br \/>\nSanaz Mostaghim, \u5ee3\u5b89\u77e5\u4e4b<\/td>\n<\/tr>\n<tr>\n<td width=\"147\"><strong>\u4e3b\u50ac<\/strong><\/td>\n<td width=\"373\">\u9032\u5316\u8a08\u7b97\u5b66\u4f1a<\/td>\n<\/tr>\n<tr>\n<td width=\"147\"><strong>\u8b1b\u6f14\u4f1a\u540d<\/strong><\/td>\n<td width=\"373\">\u7b2c9\u56de\u9032\u5316\u8a08\u7b97\u30b7\u30f3\u30dd\u30b8\u30a6\u30e02015<\/td>\n<\/tr>\n<tr>\n<td width=\"147\"><strong>\u4f1a\u5834<\/strong><\/td>\n<td width=\"373\">\u611b\u77e5\u770c\u897f\u5c3e\u5e02\u3000\u30b0\u30ea\u30fc\u30f3\u30db\u30c6\u30eb\u4e09\u30f6\u6839<\/td>\n<\/tr>\n<tr>\n<td width=\"147\"><strong>\u958b\u50ac\u65e5\u7a0b<\/strong><\/td>\n<td width=\"373\">2015\/12\/19-2015\/12\/20<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<br \/>\n&nbsp;<\/p>\n<ol>\n<li>\u8b1b\u6f14\u4f1a\u306e\u8a73\u7d30<\/li>\n<\/ol>\n<p>2015\/12\/19\u304b\u30892015\/12\/20\u306b\u304b\u3051\u3066\uff0c\u611b\u77e5\u770c\u897f\u5c3e\u5e02\u84b2\u90e1\u306b\u3066\u958b\u50ac\u3055\u308c\u307e\u3057\u305f\u7b2c9\u56de\u9032\u5316\u8a08\u7b97\u30b7\u30f3\u30dd\u30b8\u30a6\u30e02015\u306b\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\uff0e\u9032\u5316\u8a08\u7b97\u30b7\u30f3\u30dd\u30b8\u30a6\u30e0\u306f\uff0c\u9032\u5316\u8a08\u7b97\u5b66\u4f1a\u306b\u3088\u3063\u3066\u4e3b\u50ac\u3055\u308c\u305f\u56fd\u5185\u5b66\u4f1a\u3067\uff0c\u5b66\u751f\u3068\u6559\u54e1\u304c\u53c2\u52a0\u3057\u3066\uff0c\u9032\u5316\u8a08\u7b97\u5206\u91ce\u306e\u6d3b\u6027\u5316\u3092\u56f3\u308b\u305f\u3081\u306b\u8b70\u8ad6\u30fb\u30b7\u30e7\u30fc\u30c8\u30d7\u30ec\u30bc\u30f3\u30fb\u30dd\u30b9\u30bf\u30fc\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u884c\u3044\uff0c\u4eca\u5f8c\u306e\u9032\u5316\u8a08\u7b97\u5206\u91ce\u306e\u5927\u304d\u306a\u767a\u5c55\u3092\u76ee\u7684\u306b\u958b\u50ac\u3055\u308c\u3066\u3044\u307e\u3059\uff0e\u79c1\u306f19, 20\u65e5\u306e\u4e21\u65e5\u3068\u3082\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\uff0e\u672c\u7814\u7a76\u5ba4\u304b\u3089\u306f\u4ed6\u306b\u5ee3\u5b89\u5148\u751f\uff0c\u65e5\u548c\u5148\u751f\uff0c\u7530\u4e2d\u5148\u751f\uff0cM1\u306e\u77f3\u7530\u548c\u3055\u3093\u304c\u53c2\u52a0\u3057\u307e\u3057\u305f\uff0e<br \/>\n\u9032\u5316\u8a08\u7b97\u30b7\u30f3\u30dd\u30b8\u30a6\u30e0\u306f, \u56fd\u5185\u306e\u9032\u5316\u8a08\u7b97\u306e\u7814\u7a76\u8005\u304c\u5e74\u306b\u4e00\u5ea6\u5408\u5bbf\u5f62\u5f0f\u3067\u3058\u3063\u304f\u308a\u3068\u8b70\u8ad6\u3059\u308b\u6a5f\u4f1a\u3092\u6301\u3064\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u4f01\u753b\u3055\u308c\u3066\u3044\u307e\u3059\uff0e\u767a\u8868\u306f\u3001\u30dd\u30b9\u30bf\u30fc\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u57fa\u672c\u3068\u3057\u3001\u30b7\u30e7\u30fc\u30c8\u30d7\u30ec\u30bc\u30f3\u3092\u4f75\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u6d3b\u767a\u306a\u60c5\u5831\u4ea4\u63db\u3092\u884c\u3046\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\uff0e<br \/>\n\u53c2\u52a0\u8005\u306e\u4e2d\u3067, \u79c1\u3068\u77f3\u7530\u3055\u3093\u306f20\u65e5\u306e9:00~10:40\u30672\u5206\u9593\u306e\u30d5\u30e9\u30c3\u30b7\u30e5\u30c8\u30fc\u30af\u53ca\u3073\u30dd\u30b9\u30bf\u30fc\u306b\u3088\u308b\u7814\u7a76\u767a\u8868\u304c\u3042\u308a\u307e\u3057\u305f\uff0e\u9032\u5316\u8a08\u7b97\u5b66\u4f1a\u3067\u306f, \u6700\u9069\u5316\u624b\u6cd5, \u4e3b\u306b\u591a\u76ee\u7684\u6700\u9069\u5316\u306e\u65b0\u3057\u3044\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u63d0\u6848\u3084\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306b\u3088\u308b\u6027\u80fd\u306e\u691c\u8a0e\u3092\u884c\u308f\u308c\u3066\u3044\u308b\u65b9\u304c\u5927\u534a\u3092\u5360\u3081\u3066\u3044\u305f\u3088\u3046\u306b\u611f\u3058\u307e\u3059\uff0e\u305d\u306e\u4e2d\u3067\u3082, \u77f3\u7530\u30fb\u539f\u7530\u306e\u4e21\u540d\u3068\u3082\u9032\u5316\u8a08\u7b97\u624b\u6cd5\u3092\u8133\u6a5f\u80fd\u89e3\u660e\u306b\u95a2\u9023\u4ed8\u3051\u305f\u7814\u7a76\u3067, \u672c\u5b66\u4f1a\u306b\u304a\u3044\u3066\u306f\u4ed6\u306b\u305d\u306e\u3088\u3046\u306a\u7814\u7a76\u306f\u898b\u3089\u308c\u305a\uff0c\u5927\u3044\u306b\u76db\u6cc1\u3060\u3063\u305f\u3068\u611f\u3058\u3066\u304a\u308a\u307e\u3059\uff0e\u30dd\u30b9\u30bf\u30fc\u30bb\u30c3\u30b7\u30e7\u30f3\u306e\u6642\u9593, \u591a\u304f\u306e\u6559\u54e1\u3084\u5b66\u751f\u304c\u8a71\u3092\u805e\u304d\u306b\u6765\u3066\u304f\u3060\u3055\u308a, \u4f11\u61a9\u3059\u308b\u6687\u306f\u307b\u3068\u3093\u3069\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\uff0e<br \/>\n\u9032\u5316\u8a08\u7b97\u5b66\u4f1a\u30db\u30fc\u30e0\u30da\u30fc\u30b8 http:\/\/www.jpnsec.org\/symposium201503.html<br \/>\n&nbsp;<br \/>\n&nbsp;<br \/>\n&nbsp;<br \/>\n&nbsp;<\/p>\n<ol start=\"2\">\n<li>\u7814\u7a76\u767a\u8868\n<ul>\n<li>\u767a\u8868\u6982\u8981<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>\u79c1\u306f19\u65e5\u306e\u5348\u524d\u306e\u30dd\u30b9\u30bf\u30fc\u30bb\u30c3\u30b7\u30e7\u30f3\u306b\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\uff0e\u767a\u8868\u306e\u5f62\u5f0f\u306f\u30b7\u30e7\u30fc\u30c8\u30d7\u30ec\u30bc\u30f3\u30922\u5206\u3057\u305f\u5f8c\u306b\uff0c\u30dd\u30b9\u30bf\u30fc\u306b\u3088\u308b\u767a\u8868\u304c\u7d041\u6642\u9593\u3068\u306a\u3063\u3066\u304a\u308a\u307e\u3057\u305f\uff0e<br \/>\n\u4eca\u56de\u306e\u5b66\u4f1a\u767a\u8868\u3067\u306f\uff0c\u8133\u6a5f\u80fd\u306e\u30d1\u30bf\u30fc\u30f3\u8a8d\u8b58\u306b\u3088\u308b\u30af\u30e9\u30b9\u5206\u985e\u306e\u305f\u3081\u306e\u30c1\u30e3\u30f3\u30cd\u30eb\u9078\u629e\u6700\u9069\u5316\u554f\u984c\u3092\u6a21\u64ec\u3057\u305f\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u4f5c\u308a\uff0c\u305d\u306e\u554f\u984c\u306b\u5bfe\u3057\u3066\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3088\u308b\u63a2\u7d22\u901f\u5ea6\u306e\u691c\u8a3c\u3092\u884c\u3044\u307e\u3057\u305f\uff0e\u4f5c\u6210\u3057\u305f\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u554f\u984c\u306f\uff0c\u30ca\u30c3\u30d7\u30b5\u30c3\u30af\u554f\u984c\u306e\u30a2\u30a4\u30c6\u30e0\u306b\u5730\u7406\u60c5\u5831\u3092\u52a0\u3048\u305fGeographic Knapsack Problem\u3067\u3059\uff0e\u958b\u59cb\u76f4\u5f8c\u304b\u3089\u591a\u304f\u306e\u65b9\u304c\u8208\u5473\u3092\u6301\u3063\u3066\uff0c\u79c1\u306e\u30dd\u30b9\u30bf\u30fc\u3092\u898b\u306b\u6765\u3066\u304f\u308c\uff0c\u305d\u3057\u3066\u305f\u304f\u3055\u3093\u306e\u3054\u610f\u898b\u3092\u9802\u304d\u307e\u3057\u305f\uff0e\u4ee5\u4e0b\u306b\u6284\u9332\u3092\u8a18\u8f09\u81f4\u3057\u307e\u3059\uff0e<\/p>\n<table>\n<tbody>\n<tr>\n<td width=\"529\">\u672c\u7a3f\u3067\u306f, \u30b9\u30b1\u30fc\u30eb\u306e\u7570\u306a\u308b10\u7a2e\u985e\u306eGKP\u306b\u5bfe\u3057\u3066, \u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u52d5\u4f5c\u3092\u8caa\u6b32\u6cd5\u3067\u5f97\u305f\u6e96\u6700\u9069\u89e3\u3068\u6bd4\u8f03\u3059\u308b\u3053\u3068\u3067\u691c\u8a3c\u3057\u305f. GKP\u306b\u306f, \u8a55\u4fa1\u304c\u9ad8\u3044\u30a2\u30a4\u30c6\u30e0\u3092\u4e2d\u5fc3\u306b\u96c6\u56e3\u7684\u306b\u9078\u629e\u3055\u308c\u308b\u7279\u5fb4\u304c\u3042\u308b. \u30a2\u30a4\u30c6\u30e0\u6570\u306e\u5897\u52a0\u306b\u4f34\u3063\u3066, \u8caa\u6b32\u6cd5\u306b\u3088\u3063\u3066\u5f97\u3089\u308c\u305f\u6e96\u6700\u9069\u89e3\u306b\u5230\u9054\u3059\u308b\u5272\u5408\u304c\u4e0b\u964d\u50be\u5411\u306b\u3042\u308b\u3053\u3068\u304b\u3089, GKP\u306b\u7279\u5fb4\u3092\u8003\u616e\u3057\u305f\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u304a\u3051\u308b\u4ea4\u53c9\u65b9\u6cd5\u3084\u7a81\u7136\u5909\u7570\u65b9\u6cd5\u306b\u3064\u3044\u3066\u6539\u3081\u3066\u691c\u8a0e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b.<br \/>\n\u307e\u305f, \u30a2\u30a4\u30c6\u30e0\u6570\u3068GA\u306e\u51e6\u7406\u6642\u9593\u306b\u306f\u7dda\u5f62\u306e\u95a2\u4fc2\u304c\u3042\u308a, GA\u306e\u30d7\u30ed\u30bb\u30b9\u5185\u3067\u30a2\u30a4\u30c6\u30e0\u6570\u304c\u5927\u304d\u304f\u51e6\u7406\u6642\u9593\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u3044\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u305f. \u5b9f\u5728\u3059\u308bGKP\u3067\u3042\u308bfMRI\u3084fNIRS\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066, \u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7528\u3044\u305f\u6700\u9069\u5316\u624b\u6cd5\u3092\u691c\u8a0e\u3059\u308b\u5834\u5408\u306b, GKP\u306f\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u6027\u80fd\u3092\u78ba\u8a8d\u3059\u308b\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3068\u3057\u3066\u691c\u8a0e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3068\u8003\u3048\u3089\u308c\u308b.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<br \/>\n&nbsp;<\/p>\n<ul>\n<li>\u8cea\u7591\u5fdc\u7b54<\/li>\n<\/ul>\n<p>\u4eca\u56de\u306e\u8b1b\u6f14\u767a\u8868\u3067\u306f\uff0c\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8cea\u7591\u3092\u53d7\u3051\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<br \/>\n<strong>\u30fb\u8cea\u554f\u5185\u5bb9<\/strong><strong>1<\/strong><br \/>\n\u5b66\u751f\u306e\u65b9\u304b\u3089\u306e\u8cea\u554f\u3092\u53d7\u3051\u307e\u3057\u305f\uff0e\u3053\u3061\u3089\u306e\u8cea\u554f\u306f\uff0c\u5730\u7406\u7684\u306a\u60c5\u5831\u3092\u30ca\u30c3\u30d7\u30b5\u30c3\u30af\u554f\u984c\u306b\u6301\u305f\u305b\u308b\u306e\u306f\u5206\u304b\u3063\u305f\u304c\uff0c\u305f\u3060\u5358\u306b\u30a2\u30a4\u30c6\u30e0\u306e\u4fa1\u5024\u3060\u3051\u985e\u4f3c\u3055\u305b\u308b\u306e\u3067\u306a\u304f\uff0c\u3082\u3046\u4e00\u3064\u4ed6\u306e\u5909\u6570\u3082\u985e\u4f3c\u3055\u305b\u308b\u3088\u3046\u306b\u3059\u3079\u304d\u3067\u306f\u306a\u3044\u304b\u3068\u3044\u3046\u3082\u306e\u3067\u3057\u305f\uff0e\u3053\u306e\u8cea\u554f\u306b\u5bfe\u3059\u308b\u79c1\u306e\u56de\u7b54\u306f\uff0c\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3068\u3057\u3066\u6a21\u64ec\u3057\u3066\u3044\u308b\u8133\u6d3b\u52d5\u306e\u30c1\u30e3\u30f3\u30cd\u30eb\u9078\u629e\u6700\u9069\u5316\u554f\u984c\u306e\u7279\u5fb4\u304c\uff0c\u8133\u6a5f\u80fd\u5c40\u5728\u3068\u3044\u3046\u3082\u306e\u304c\u3042\u308b\u305f\u3081\u306b\u5f97\u3089\u308c\u308b\u8133\u8840\u6d41\u91cf\u5909\u5316\u306e\u30c7\u30fc\u30bf\u3067\u8fd1\u508d\u304c\u4f3c\u3066\u3044\u308b\u304b\u3089\u3060\u3068\u56de\u7b54\u3057\u307e\u3057\u305f\uff0e\u305d\u306e\u7b54\u3048\u306b\u5bfe\u3057\u3066\uff0c\u3084\u306f\u308a\u305d\u308c\u3067\u3082\u5909\u6570\u9593\u306b\u6700\u4f4e2\u3064\u306f\u4f9d\u5b58\u95a2\u4fc2\u3092\u6301\u305f\u3059\u3079\u304d\u3060\u3068\u3044\u3046\u610f\u898b\u3092\u9802\u304d\uff0c\u691c\u8a0e\u3057\u3088\u3046\u3068\u611f\u3058\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<br \/>\n&nbsp;<br \/>\n&nbsp;<br \/>\n&nbsp;<br \/>\n<strong>\u30fb\u8cea\u554f\u5185\u5bb9<\/strong><strong>2<\/strong><br \/>\n\u8cea\u554f\u8005\u306e\u6c0f\u540d\u306f\u899a\u3048\u305d\u3053\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u304c\uff0c\u5927\u5b66\u306e\u5148\u751f\u306b\u3054\u610f\u898b\u3092\u9802\u304d\u307e\u3057\u305f\uff0e\u4e00\u822c\u7684\u306b\uff0cGA\u306e\u4ea4\u53c9\u306b\u304a\u3044\u3066\u4e00\u69d8\u4ea4\u53c9\u304c\u3044\u3044\u3068\u3044\u308f\u308c\u3066\u3044\u308b\u304c\uff0c\u305d\u308c\u306f\u8a66\u3057\u305f\u304b\u3068\u3044\u3046\u8cea\u554f\u3067\u3057\u305f\uff0e\u3053\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066\uff0c\u79c1\u306f\u307e\u3060\u4e8c\u70b9\u4ea4\u53c9\u3057\u304b\u8a66\u3057\u3066\u3044\u306a\u3044\u3068\u7b54\u3048\u307e\u3057\u305f\uff0e\u3059\u308b\u3068\uff0c\u5730\u7406\u60c5\u5831\u3092\u5168\u304f\u8003\u616e\u3057\u306a\u3044\u4ea4\u53c9\u3067\u3042\u308b\uff0c\u4e00\u69d8\u4ea4\u53c9\u3088\u308a\u3082\u3088\u3044\u4ea4\u53c9\u3092\u7d44\u3081\u3070\uff0c\u3053\u306e\u5730\u7406\u60c5\u5831\u3092\u542b\u3080\u554f\u984c\u306b\u5bfe\u3057\u3066\u6709\u52b9\u306b\u306a\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u8a00\u308f\u308c\u307e\u3057\u305f\uff0e\u4eca\u5f8c\uff0c\u305d\u308c\u3082\u542b\u3081\u3066\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3064\u3044\u3066\u691c\u8a0e\u3057\u3066\u3044\u304f\u3068\u7b54\u3048\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<\/p>\n<ul>\n<li>\u611f\u60f3<\/li>\n<\/ul>\n<p>\u305f\u304f\u3055\u3093\u306e\u5b66\u751f\u3084\u6559\u6388\u306e\u65b9\u3005\u306b\uff0c\u4eca\u56de\u306e\u5b66\u4f1a\u3067\u3042\u307e\u308a\u8133\u6a5f\u80fd\u3068\u95a2\u9023\u4ed8\u3051\u305f\u7814\u7a76\u304c\u306a\u304b\u3063\u305f\u304b\u3089\u304b\uff0c\u8208\u5473\u3092\u6301\u3063\u3066\u805e\u3044\u3066\u3044\u305f\u3060\u3051\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3057\u305f\uff0e\u3057\u304b\u3057\uff0c\u79c1\u81ea\u8eab\u3082\u3053\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u4f5c\u308a\u306e\u7b2c\u4e00\u6b69\u3068\u3044\u3046\u3053\u3068\u3082\u3042\u3063\u3066\uff0c\u6570\u3005\u306e\u6307\u6458\u3092\u53d7\u3051\u307e\u3057\u305f\uff0e\u5148\u307b\u3069\u6319\u3052\u305f\u4e8c\u3064\u306e\u8cea\u554f\u306e\u307b\u304b\u306b\u3082\uff0c\u56f3\u306e\u898b\u305b\u65b91\u3064\u3084\uff0c\u30b9\u30d1\u30fc\u30b9\u30c7\u30fc\u30bf\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u5b58\u5728\u306b\u3064\u3044\u3066\u6559\u3048\u3066\u9802\u304d\u307e\u3057\u305f\uff0e\u3053\u306e\u5206\u91ce\u306b\u304a\u3044\u3066\uff0c\u7814\u7a76\u5ba4\u5185\u3067\u306f\u3042\u307e\u308a\u8a73\u3057\u3044\u4eba\u304c\u3044\u306a\u3044\u305f\u3081\uff0c\u3088\u308a\u6df1\u3044\u77e5\u8b58\u3092\u5f97\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3057\u305f\uff0e<br \/>\n\u4eca\u5f8c\uff0c\u6307\u6458\u3055\u308c\u305f\u3053\u3068\u3092\u4e00\u3064\u305a\u3064\u8a66\u3057\u3066\u3044\u304d\u307e\u3059\uff0e<br \/>\n&nbsp;<\/p>\n<ol start=\"3\">\n<li>\u8074\u8b1b<\/li>\n<\/ol>\n<p>\u4eca\u56de\u306e\u8b1b\u6f14\u4f1a\u3067\u306f\uff0c\u4e0b\u8a18\u306e2\u4ef6\u306e\u767a\u8868\u3092\u8074\u8b1b\u3057\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<\/p>\n<table>\n<tbody>\n<tr>\n<td width=\"529\">\u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u52a3\u500b\u4f53\u5206\u5e03\u3092\u7528\u3044\u305f\u554f\u984c\u69cb\u9020\u306e\u89e3\u6790<br \/>\n\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u9577\u8c37\u5ddd\u62d3\uff0c\u68ee\u76f4\u6a39\uff0c\u677e\u672c\u5553\u4e4b\u4eae<br \/>\n\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u30bb\u30c3\u30b7\u30e7\u30f31 P1-09<br \/>\nAbstruct \uff1a \u672c\u7814\u7a76\u3067\u306f1 \u8fd1\u508d\u306e\u500b\u4f53\u306e\u512a\u52a3\u306b\u7740\u76ee\u3057\u305fDII-1 analysis \u306b\u3064\u3044\u3066\u8ff0\u3079\uff0cDII analysis \u306b\u3088\u308b\u5c40\u6240\u89e3\u306e\u6570\u306e\u63a8\u5b9a\u306e\u7cbe\u5ea6\u306b\u3064\u3044\u3066\u8b70\u8ad6\u3057\u305f\uff0e\u3053\u308c\u306b\u3088\u308a\uff0cDII analysis \u306fEC \u306e\u63a2\u7d22\u4e2d\u306b\u5c40\u6240\u89e3\u3092\u63a8\u5b9a\u3067\u304d\u308b\u3053\u3068\u3092\u793a\u3057\uff0c\u305d\u306e\u6709\u7528\u6027\u306b\u3064\u3044\u3066\u8ff0\u3079\u305f\uff0e<br \/>\n\u4eca\u5f8c\u306e\u8ab2\u984c\u3068\u3057\u3066\u306f\uff0cDeceptive Trap\u306e\u3088\u3046\u306a\u554f\u984c\u69cb\u9020\u306b\u504f\u308a\u304c\u3042\u308b\u554f\u984c\u3084\uff0c\u30ca\u30c3\u30d7\u30b5\u30c3\u30af\u554f\u984c\u306e\u3088\u3046\u306a\u5236\u7d04\u6761\u4ef6\u3092\u542b\u3080\u554f\u984c\u306b\u3064\u3044\u3066\u306e\u63a8\u5b9a\u7cbe\u5ea6\u306e\u5411\u4e0a\u304c\u3042\u3052\u3089\u308c\u308b\uff0e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u3053\u306e\u767a\u8868\u3067\u306f\uff0cParameter-less Population Pyramid(P3)\u3068\u3044\u3046\u8fd1\u5e74\u63d0\u6848\u3055\u308c\u305f\uff0c\u521d\u671f\u53ce\u675f\u3092\u9632\u3050\u6a5f\u80fd\u3092\u6301\u3064\u9032\u5316\u578b\u8a08\u7b97\u3092\u5fdc\u7528\u3057\uff0c\u500b\u4f53\u306e\u8fd1\u508d\u306e\u500b\u4f53\u3068\u9069\u5fdc\u5ea6\u306e\u512a\u52a3\u306e\u6bd4\u8f03\u3092\u3059\u308b\u3053\u3068\u3067\uff0c\u5143\u306e\u9069\u5fdc\u5ea6\u95a2\u6570\u306e\u90e8\u5206\u8a55\u4fa1\u95a2\u6570\u306e\u8907\u96d1\u3055\u3092\u63a8\u5b9a\u3057\u3066\u3044\u305f\uff0e\u307e\u305a\uff0cP3\u3068\u3044\u3046\u9032\u5316\u578b\u8a08\u7b97\u306e\u65b9\u6cd5\u304c\u3042\u308b\u3053\u3068\u3059\u3089\u77e5\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3057\uff0c\u305d\u3057\u3066\uff0c\u500b\u4f53\u306e\u8fd1\u508d\u3092\u6bd4\u8f03\u3059\u308b\u3053\u3068\u3067\uff0c\u305d\u306e\u500b\u4f53\u304c\u3069\u3093\u306a\u500b\u4f53\u304b\u306e\u63a8\u5b9a\u3092\u884c\u3063\u3066\u3044\u305f\u306e\u3067\uff0c\u79c1\u306e\u7814\u7a76\u306b\u3082\u3044\u3064\u304b\u4f7f\u3048\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u601d\u3044\uff0c\u8074\u8b1b\u3057\u307e\u3057\u305f\uff0e\u3084\u306f\u308a\uff0cGA\u306e\u63a2\u7d22\u306f\u4e0d\u53ef\u9006\u3067\u3042\u308b\u305f\u3081\u306b\uff0c\u521d\u671f\u53ce\u675f\u304c\u8d77\u3053\u308a\u3084\u3059\u3044\u305f\u3081\uff0c\u4e00\u5ea6\u3053\u306eP3\u306b\u3064\u3044\u3066\u52c9\u5f37\u3057\u3066\uff0c\u7d44\u3093\u3067\u307f\u3066\u3082\u9762\u767d\u3044\u304b\u3068\u601d\u3044\u307e\u3057\u305f\uff0e<br \/>\n&nbsp;<\/p>\n<table>\n<tbody>\n<tr>\n<td width=\"529\">\u767a\u8868\u30bf\u30a4\u30c8\u30eb\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u591a\u76ee\u7684\u30d5\u30a1\u30b8\u30a3\u907a\u4f1d\u7684\u6a5f\u68b0\u5b66\u7fd2\u306b\u304a\u3051\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u9055\u3044\u306b\u3088\u308b\u63a2\u7d22\u6027\u80fd\u3078\u306e\u5f71\u97ff<br \/>\n\u8457\u8005\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u6b66\u6751\u5468\u6cbb\uff0c\u80fd\u5cf6\u88d5\u4ecb\uff0c\u77f3\u6e15\u4e45\u751f<br \/>\n\u30bb\u30c3\u30b7\u30e7\u30f3\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a \u30bb\u30c3\u30b7\u30e7\u30f31 P1-04<br \/>\nAbstruct \uff1a \u672c\u8ad6\u6587\u3067\u306f\u30b9\u30ab\u30e9\u30fc\u5316\u95a2\u6570\u306e\u7570\u306a\u308bMOEA\/D\u3068NSGA-II\u3092\u7528\u3044\u3066\u8a084\u7a2e\u985e\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u591a\u76ee\u7684\u30d5\u30a1\u30b8\u30a3GBML\u306b\u5b9f\u88c5\u3057\uff0c\u69d8\u3005\u306a\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u9069\u7528\u3059\u308b\u3053\u3068\u3067\u5404\u30c7\u30fc\u30bf\u306b\u304a\u3051\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u6027\u8cea\u3092\u8abf\u67fb\u3057\u305f\uff0e\u307e\u305f\uff0c\u5b66\u7fd2\u6642\u306b\u6bce\u56de\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u9078\u629e\u3092\u884c\u3046\u3053\u3068\u3067\u8b58<br \/>\n\u5225\u6027\u80fd\u304c\u5411\u4e0a\u3059\u308b\u306e\u304b\u306b\u3064\u3044\u3066\u3082\u8abf\u67fb\u3057\u305f\uff0e\u6570\u5024\u5b9f\u9a13\u3088\u308a\uff0cMOEA\/D\u3092\u7528\u3044\u305f\u591a\u76ee\u7684\u30d5\u30a1\u30b8\u30a3<br \/>\nGBML\u306f\uff0cNSGA-II\u3092\u7528\u3044\u305f\u3082\u306e\u3088\u308a\u3082\u5b9f\u884c\u6642\u9593\u304c\u77ed\u3044\u3053\u3068\u304c\u308f\u304b\u3063\u305f\uff0e\u307e\u305f\uff0cMOEA\/D\u306b\u304a\u3044\u3066\u30b9\u30ab\u30e9\u30fc\u5316\u95a2\u6570\u306bTchebycheff\u3092\u7528\u3044\u305f\u3068\u304d\uff0c\u5b66\u7fd2\u7528\u306e\u8aa4\u8b58\u5225\u7387\u304c\u4f4e\u304f\u8907\u96d1\u6027\u306e\u5927\u304d\u306a\u8b58\u5225\u5668\u304c\u7372\u5f97\u3055\u308c\u308b\u3053\u3068\u304c\u308f\u304b\u3063\u305f\uff0e<br \/>\n\u4eca\u5f8c\u306e\u8ab2\u984c\u3068\u3057\u3066\u306f\uff0c\u591a\u76ee\u7684\u30d5\u30a1\u30b8\u30a3GBML\u306e\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u3078\u306e\u9069\u7528\u3092\u8003\u3048\uff0cMOEA\/D\u306e\u4e26\u5217\u5206\u6563\u5b9f\u88c5\u304c\u6319\u3052\u3089\u308c\u308b\uff0e\u3053\u308c\u307e\u3067\u5358\u4e00\u76ee\u7684\u30d5\u30a1\u30b8\u30a3GBML\u306e\u4e26\u5217\u5206\u6563\u5b9f\u88c5\u3084\uff0cNSGA-II\u306b\u57fa\u3065\u304f\u591a\u76ee\u7684\u30d5\u30a1\u30b8\u30a3GBML\u306e\u4e26\u5217\u5206\u6563\u5b9f\u88c5\u306f\u884c\u3063\u3066\u304a\u308a\uff0c\u3053\u308c\u3089\u3068\u306e\u6bd4\u8f03\u3082\u4eca\u5f8c\u306e\u8ab2\u984c\u3068\u3057\u3066\u6319\u3052\u3089\u308c\u308b [10, 11]\uff0e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u3053\u306e\u767a\u8868\u3067\u306f\uff0c\u6700\u9069\u5316\u624b\u6cd5\u306e\u8a55\u4fa1\u95a2\u6570\u306b\u30d5\u30a1\u30b8\u30a3\u8b58\u5225\u5668\u3068\u3044\u3046\u6a5f\u68b0\u5b66\u7fd2\u3092\u9069\u5fdc\u3057\u3066\u3044\u308b\uff0e\u73fe\u5728\uff0c\u79c1\u306e\u7814\u7a76\u3067\u3082\u8a55\u4fa1\u95a2\u6570\u306b\u6a5f\u68b0\u5b66\u7fd2\u306e\u4e00\u7a2e\u3067\u3042\u308bSVM\u3092\u9069\u5fdc\u3057\u3066\u3044\u308b\u3053\u3068\u304b\u3089\uff0c\u3069\u306e\u304f\u3089\u3044\u306e\u51e6\u7406\u6642\u9593\u304c\u304b\u304b\u3063\u3066\u3044\u308b\u306e\u304b\u306b\u3068\u3066\u3082\u95a2\u5fc3\u3092\u6301\u3063\u305f\uff0e\u8457\u8005\u306b\u76f4\u63a5\u805e\u3044\u305f\u7d50\u679c\uff0c5000\u4e16\u4ee3210\u500b\u4f5350\u8a66\u884c\u306715\u5206\u307b\u3069\u3067\u3042\u308b\u3068\u7b54\u3048\u3089\u308c\u307e\u3057\u305f\uff0e\u305d\u3082\u305d\u3082\u306eSVM\u3068\u30d5\u30a1\u30b8\u30a3\u8b58\u5225\u5668\u306e\u9055\u3044\u306f\u3042\u308a\u307e\u3059\u304c\uff0c\u3068\u3066\u3064\u3082\u306a\u304f\u51e6\u7406\u6642\u9593\u306b\u5dee\u304c\u3042\u308a\uff0c\u5c11\u3057\u30b7\u30e7\u30c3\u30af\u3067\u3057\u305f\uff0e\u307e\u305f\uff0c\u30d1\u30bf\u30fc\u30f3\u8a8d\u8b58\u306e\u5f79\u5272\u3092\u6301\u3064\u4ed6\u306e\u8b58\u5225\u5668\u306e\u5b58\u5728\u3092\u77e5\u308c\u3066\u3088\u304b\u3063\u305f\u3067\u3059\uff0e<\/p>\n","protected":false},"excerpt":{"rendered":"<p>2015\u5e7412\u670819\u65e5\u304b\u308920\u65e5\u306b\u304b\u3051\u3066\uff0c\u611b\u77e5\u770c\u897f\u5c3e\u5e02\u84b2\u90e1\u306b\u3066\u958b\u50ac\u3055\u308c\u307e\u3057\u305f\u7b2c9\u56de\u9032\u5316\u8a08\u7b97\u30b7\u30f3\u30dd\u30b8\u30a6\u30e02015\u306b\u53c2\u52a0\u3044\u305f\u3057\u307e\u3057\u305f\uff0e\u9032\u5316\u8a08\u7b97\u30b7\u30f3\u30dd\u30b8\u30a6\u30e0\u3067\u306f\uff0c\u9032\u5316\u8a08\u7b97\u5206\u91ce\u306e\u6d3b\u6027\u5316\u3092\u56f3\u308b\u305f\u3081\u306b\u8b70\u8ad6\u30fb\u30b7\u30e7\u30fc\u30c8\u30d7\u30ec\u30bc\u30f3\u30fb\u30dd\u30b9\u30bf\u30fc &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/is.doshisha.ac.jp\/news\/?p=3189\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;\u9032\u5316\u8a08\u7b97\u30b7\u30f3\u30dd\u30b8\u30a6\u30e0&#8221; \u306e<\/span>\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9,3],"tags":[],"class_list":["post-3189","post","type-post","status-publish","format-standard","hentry","category-9","category-3"],"_links":{"self":[{"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=\/wp\/v2\/posts\/3189","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3189"}],"version-history":[{"count":0,"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=\/wp\/v2\/posts\/3189\/revisions"}],"wp:attachment":[{"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3189"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3189"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/is.doshisha.ac.jp\/news\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3189"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}