{"id":1680,"date":"2021-10-21T16:00:05","date_gmt":"2021-10-21T07:00:05","guid":{"rendered":"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/?p=1680"},"modified":"2021-10-21T16:00:05","modified_gmt":"2021-10-21T07:00:05","slug":"%e5%b2%a1%e7%94%b0","status":"publish","type":"post","link":"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2021\/10\/21\/%e5%b2%a1%e7%94%b0\/","title":{"rendered":"\u7d4c\u8def\u6700\u9069\u5316\u554f\u984c\u3092\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3067\u89e3\u304f"},"content":{"rendered":"\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_83 counter-hierarchy ez-toc-counter ez-toc-white ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title ez-toc-toggle\" style=\"cursor:pointer\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2021\/10\/21\/%e5%b2%a1%e7%94%b0\/#%E6%96%87%E7%8C%AE%E6%83%85%E5%A0%B1\" >\u6587\u732e\u60c5\u5831<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2021\/10\/21\/%e5%b2%a1%e7%94%b0\/#%E6%A6%82%E8%A6%81\" >\u6982\u8981<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2021\/10\/21\/%e5%b2%a1%e7%94%b0\/#%E7%9B%AE%E7%9A%84\" >\u76ee\u7684<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2021\/10\/21\/%e5%b2%a1%e7%94%b0\/#%E6%89%8B%E6%B3%95\" >\u624b\u6cd5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2021\/10\/21\/%e5%b2%a1%e7%94%b0\/#%E7%B5%90%E6%9E%9C\" >\u7d50\u679c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2021\/10\/21\/%e5%b2%a1%e7%94%b0\/#%E7%B7%A8%E9%9B%86%E8%80%85%E3%81%82%E3%81%A8%E3%81%8C%E3%81%8D\" >\u7de8\u96c6\u8005\u3042\u3068\u304c\u304d<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2021\/10\/21\/%e5%b2%a1%e7%94%b0\/#%E6%9C%AC%E8%A8%98%E4%BA%8B%E3%81%AE%E6%8B%85%E5%BD%93%E8%80%85\" >\u672c\u8a18\u4e8b\u306e\u62c5\u5f53\u8005<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%96%87%E7%8C%AE%E6%83%85%E5%A0%B1\"><\/span>\u6587\u732e\u60c5\u5831<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u30bf\u30a4\u30c8\u30eb: Traffic Flow Optimization Using a Quantum Annealer<br>\u8457\u8005: Florian Neukart, Gabriele Compostella, Christian Seidel, David von Dollen, Sheir Yarkoni and Bob Parney<br>\u66f8\u8a8c\u60c5\u5831: <a href=\"https:\/\/doi.org\/10.3389\/fict.2017.00029\">https:\/\/doi.org\/10.3389\/fict.2017.00029<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%A6%82%E8%A6%81\"><\/span>\u6982\u8981<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><a href=\"https:\/\/www.dwavesys.com\/\">D-Wave Systems<\/a>\u306b\u3088\u3063\u3066\u958b\u767a\u304c\u884c\u308f\u308c\u3066\u3044\u308b\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u30de\u30b7\u30f3\u306f\u3001\u7d44\u5408\u305b\u6700\u9069\u5316\u3092\u9ad8\u901f\u306b\u89e3\u304f\u30bd\u30eb\u30d0\u30fc\u3068\u3057\u3066\u6d3b\u767a\u306a\u5206\u6790\u304c\u884c\u308f\u308c\u3066\u3044\u307e\u3059\u3002\u672c\u8ad6\u6587\u3067\u306f\u3001\u6e0b\u6ede\u89e3\u6d88\u3092\u76ee\u7684\u3068\u3057\u305f\u81ea\u52d5\u8eca\u306e\u79fb\u52d5\u7d4c\u8def\u5272\u5f53\u3092\u7d44\u5408\u305b\u6700\u9069\u5316\u554f\u984c\u3068\u3057\u3066\u5b9a\u5f0f\u5316\u3057\u307e\u3059\u3002\u9023\u7d9a\u7684\u306a\u7d4c\u8def\u5272\u5f53\u3092\u5b9f\u73fe\u3059\u308b\u306b\u306f\u6700\u9069\u5316\u306e\u9ad8\u901f\u6027\u304c\u6c42\u3081\u3089\u308c\u308b\u304c\u3001\u5317\u4eac\u9996\u90fd\u56fd\u969b\u7a7a\u6e2f\u8fd1\u8fba\u306b\u304a\u3051\u308b\u904e\u53bb\u306e\u30c9\u30e9\u30a4\u30d6\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u884c\u3063\u305f\u7d50\u679c\u3001\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306f\u6709\u52b9\u7684\u306a\u624b\u6cd5\u306e\u4e00\u3064\u3067\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E7%9B%AE%E7%9A%84\"><\/span>\u76ee\u7684<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u672c\u8ad6\u6587\u3067\u306f\u3001\u5404\u8eca\u4e21\u306e\u51fa\u767a\u5730\u304b\u3089\u76ee\u7684\u5730\u307e\u3067\u306e\u79fb\u52d5\u6642\u9593\u3092\u6700\u5c0f\u5316\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002<br>\u3042\u308b\u4e00\u672c\u306e\u9053\u8def\u306b\u8981\u3059\u308b\u79fb\u52d5\u6642\u9593\u306f\u3001\u305d\u306e\u9053\u8def\u4e0a\u306e\u8eca\u4e21\u53f0\u6570\u306b\u6bd4\u4f8b\u3059\u308b\u3068\u307f\u306a\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u3001<br>\u4eca\u56de\u306f\u8eca\u4e21\u6df7\u96d1\u3092\u5206\u6563\u5316\u3059\u308b\u6700\u9069\u5316\u554f\u984c\u3068\u3057\u3066\u5b9a\u5f0f\u5316\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%89%8B%E6%B3%95\"><\/span>\u624b\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u672c\u8ad6\u6587\u3067\u306f\u3001\u53e4\u5178\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306b\u3088\u3063\u3066\u5404\u8eca\u4e21\u306b\u4ee3\u66ff\u7d4c\u8def\u3092\u5b9a\u3081\u3001\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306b\u3088\u3063\u3066\u4ea4\u901a\u6e0b\u6ede\u3092\u8efd\u6e1b\u3059\u308b\u7d4c\u8def\u3092\u9078\u3076\u3068\u3044\u3046\u65b9\u6cd5\u304c\u53d6\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u8eca\u4e21\u306e\u7d4c\u8def\u306e\u518d\u5206\u914d\u306e\u554f\u984c\u306f\u7d44\u5408\u305b\u6700\u9069\u5316\u554f\u984c\u306b\u5206\u985e\u3055\u308c\u3001\u53f0\u6570\u304c\u5897\u3048\u308b\u3068\u53e4\u5178\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3067\u306f\u5b9f\u7528\u7684\u306a\u6642\u9593\u3067\u89e3\u304f\u3053\u3068\u304c\u96e3\u3057\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u4e00\u65b9\u3001\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306f\u7d44\u5408\u305b\u6700\u9069\u5316\u554f\u984c\u3092\u9ad8\u901f\u306b\u89e3\u304f\u3053\u3068\u304c\u3067\u304d\u308b\u3068\u5c06\u6765\u7684\u306b\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u672c\u8ad6\u6587\u3067\u306f\u89e3\u3092\u6c42\u3081\u308b\u624b\u6bb5\u3068\u3057\u3066\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3092\u7528\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2021\/09\/d4d6b182f529a3429c724ee9221ac79f.gif\" alt=\"\" class=\"wp-image-1702\"\/><\/figure><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2021\/09\/daee2ca6854526d435d1d298de45a817.gif\" alt=\"\" class=\"wp-image-1703\"\/><\/figure><\/div>\n\n\n\n<p>\u4e0a)\u6700\u9069\u5316\u524d\u30a4\u30e1\u30fc\u30b8\u30002\u53f0\u306e\u8eca\u306e\u7d4c\u8def\u304c\u91cd\u306a\u3063\u3066\u3044\u308b\u533a\u9593\u304c\u591a\u304f\u3001\u9752\u3044\u8eca\u304c\u9014\u4e2d\u3067\u8a70\u307e\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<br>\u4e0b)\u6700\u9069\u5316\u5f8c\u30a4\u30e1\u30fc\u30b8\u30002\u53f0\u306e\u8eca\u306e\u7d4c\u8def\u304c\u91cd\u306a\u3063\u3066\u3044\u308b\u533a\u9593\u304c\u77ed\u304f\u3001\u9752\u3044\u8eca\u304c\u8a70\u307e\u308b\u3053\u3068\u306a\u304f\u76ee\u7684\u5730\u306b\u5230\u7740\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u7684\u306b\u306f\u4ee5\u4e0b\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u6df7\u96d1\u304c\u89e3\u6d88\u3059\u308b\u307e\u3067\u7e70\u308a\u8fd4\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li>\u8eca\u4e21\u306eGPS\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3057\u3001\u305d\u308c\u305e\u308c\u306e\u76ee\u7684\u5730\u3001\u51fa\u767a\u5730\u304a\u3088\u3073\u7d4c\u8def\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/li><li>\u76ee\u7684\u5730\u304b\u3089\u51fa\u767a\u5730\u307e\u3067\u306e\u5168\u3066\u306e\u7d4c\u8def\u3092\u6c42\u3081\u3001\u3053\u306e\u3046\u30612\u3064\u306e\u7d4c\u8def\u3092\u9078\u3073\u307e\u3059\u3002<br>\uff08\u305f\u3060\u3057\u3001\u306a\u308b\u3079\u304f\u5404\u5019\u88dc\u7d4c\u8def\u304c\u985e\u4f3c\u3057\u306a\u3044\u3088\u3046\u306b\u9078\u3073\u307e\u3059\u3002\uff09<\/li><li>\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306b\u3088\u3063\u3066\u3001\u5168\u3066\u306e\u8eca\u4e21\u306b\u3064\u3044\u30662\u3067\u9078\u3093\u30603\u3064\u306e\u7d4c\u8def\u304b\u3089\u3001\u5404\u8eca\u306e\u6df7\u96d1\u3092\u8efd\u6e1b\u3059\u308b\u3088\u3046\u306a\u7d4c\u8def\u3092\u9078\u3073\u307e\u3059\u3002<\/li><\/ol>\n\n\n\n<p>\u4e0b\u56f3\uff091\u53f0\u306e\u8eca\u306b\u5bfe\u3059\u308b3\u3064\u306e\u7d4c\u8def\u306e\u30a4\u30e1\u30fc\u30b8<br>\u5404\u7d4c\u8def\u306b\u304a\u3044\u3066\u4e92\u3044\u306b\u5171\u6709\u3055\u308c\u308b\u9053\u8def\u304c\u5c11\u306a\u304f\u3001\u985e\u4f3c\u3057\u3066\u3044\u306a\u3044\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2021\/09\/4c2276265fc4ae4b4d9bd387237b1be0.png\" alt=\"\" class=\"wp-image-1706\"\/><\/figure><\/div>\n\n\n\n<p>\u6b21\u306b\u6df7\u96d1\u3092\u8efd\u6e1b\u3059\u308b\u3088\u3046\u306b\u5019\u88dc\u7d4c\u8def\u304b\u3089\u5b9f\u969b\u306e\u79fb\u52d5\u7d4c\u8def\u3092\u9078\u3076\u554f\u984c\u3092\u5b9a\u5f0f\u5316\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3053\u3067\u3001\u5404\u8eca\u4e21\u306b\u3064\u3044\u3066\u3001$ i = 1, 2, \\dots, n $ \u3068\u756a\u53f7\u3092\u632f\u308a\u5206\u3051\u3001\u5404\u8eca\u4e21\u306b\u5272\u308a\u5f53\u3066\u3089\u308c\u305f3\u3064\u306e\u7d4c\u8def\u306b\u3064\u3044\u3066$j = 1, 2, 3$ \u3068\u756a\u53f7\u3092\u632f\u308a\u5206\u3051\u307e\u3059\u3002\u305d\u3057\u3066\u3001$ q_{ij} $ \u3092\u8eca $ i $ \u304c\u4e0e\u3048\u3089\u308c\u305f\u7d4c\u8def $ j ~ (=1, 2, 3) $ \u306e\u3046\u3061\u3001\u3069\u306e\u7d4c\u8def\u3092\u9078\u629e\u3057\u305f\u306e\u304b\u3092\u8868\u3059\u4e8c\u5024\u5909\u6570\u3068\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2021\/09\/q_ij_nonumber.png\" alt=\"\" class=\"wp-image-1695\" width=\"300\" height=\"52\"\/><\/figure><\/div>\n\n\n\n<p>\u3059\u308b\u3068\u3001\u6700\u5c0f\u5316\u3059\u308b\u30b3\u30b9\u30c8\u95a2\u6570\u306f\u6b21\u306e\u3088\u3046\u306b\u5b9a\u7fa9\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2021\/09\/Obj22-1024x373.jpg\" alt=\"\" class=\"wp-image-1721\" width=\"600\" height=\"218\"\/><\/figure><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2021\/09\/cost.png\" alt=\"\" class=\"wp-image-1714\" width=\"214\" height=\"54\"\/><\/figure><\/div>\n\n\n\n<p><em>Obj<\/em>\u306e\u5024\u3092\u6700\u5c0f\u306b\u8fd1\u3065\u3051\u305f\u6642\u3001\u305d\u308c\u305e\u308c\u306e\u8ecai\u306b\u5bfe\u3057\u3066\u9078\u3070\u308c\u305f\u7d4c\u8defj\u304c\u3001\u6df7\u96d1\u3092\u89e3\u6d88\u3059\u308b\u7d4c\u8def\u3068\u306a\u308a\u307e\u3059\u3002<br>\u53f3\u8fba\u7b2c\u4e00\u9805\u306f\u3001\u5168\u3066\u306e\u9053\u8def\u533a\u9593\u306b\u304a\u3051\u308b\u8eca\u306e\u7d4c\u8def\u306e\u91cd\u306a\u308a\u5ea6\u5408\u3044\u3092\u8868\u3059\u76ee\u7684\u95a2\u6570\u3067\u3059\u3002<em>s<\/em>\u306f\u3042\u308b\u9053\u8def\u533a\u9593\u3001<em>S<\/em>\u306f\u3059\u3079\u3066\u306e\u9053\u8def\u533a\u9593\u306e\u96c6\u5408\u3092\u8868\u308f\u3057\u307e\u3059\u3002\u307e\u305f<em>B<sub>s<\/sub><\/em>\u306f\u9053\u8def\u533a\u9593<em>s<\/em>\u3092\u901a\u308b\u3088\u3046\u306a\u5909\u6570\u306e\u96c6\u5408\u3092\u8868\u3057\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001<em>cost(s)<\/em>\u306f\u9053\u8def\u533a\u9593<em>s<\/em>\u306e\u6df7\u96d1\u5ea6\u5408\u3044\u3092\u8868\u308f\u3059\u95a2\u6570\u3068\u306a\u308a\u3001\u53f3\u8fba\u7b2c\u4e00\u9805\u306f\u5168\u3066\u306e\u9053\u8def\u533a\u9593\u306e\u6df7\u96d1\u5ea6\u5408\u3044\u3092\u8db3\u3057\u5408\u308f\u305b\u305f\u9805\u3068\u3044\u3046\u3053\u3068\u3068\u306a\u308a\u307e\u3059\u3002<br>\u53f3\u8fba\u7b2c\u4e8c\u9805\u306f\u3001\u4efb\u610f\u306e\u8eca\u4e21\u306b\u3064\u3044\u3066\u3001\u305d\u306e3\u3064\u306e\u7d4c\u8def\u306e\u5185\u3001\u305f\u3060\u4e00\u3064\u306e\u7d4c\u8def\u3092\u9078\u629e\u3059\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u306e\u5236\u7d04\u6761\u4ef6\u3067\u3059\u3002\u305f\u3060\u4e00\u3064\u306e\u7d4c\u8def\u3092\u9078\u3093\u3060\u5834\u5408\u306e\u307f\u3001\u03a3<em><sub>j<\/sub> cost (s)<\/em>\u306e\u5024\u306f0\u3068\u306a\u308a\u307e\u3059\u304c\u3001\u305d\u3046\u3067\u306a\u3044\u5834\u5408\u306f0\u3088\u308a\u5927\u304d\u3044\u5024\u3092\u53d6\u308a\u307e\u3059\u3002\u03bb\u306f\u76ee\u7684\u95a2\u6570\u306b\u5bfe\u3059\u308b\u5236\u7d04\u9805\u306e\u5f37\u3055\u3092\u8868\u3057\u3001\u5341\u5206\u306b\u5927\u304d\u3044\u5024\u306b\u8a2d\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u4eca\u56de\u306f\u3001\u03bb\u3092<em>cost (s)<\/em>\u306e\u4e2d\u306b\u8868\u308c\u308b\u8eca<em>i<\/em>\u306e\u6700\u5927\u5024\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E7%B5%90%E6%9E%9C\"><\/span>\u7d50\u679c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u672c\u8ad6\u6587\u306b\u304a\u3051\u308b\u5b9f\u9a13\u306f\u3001\u5317\u4eac\u9996\u90fd\u56fd\u969b\u7a7a\u6e2f\u8fd1\u8fba\u3092\u30e2\u30c7\u30eb\u3068\u3057\u3066\u884c\u308f\u308c\u307e\u3057\u305f\u30021\u9031\u9593\u306b\u6e21\u3063\u3066\u8a18\u9332\u3055\u308c\u305fT-Drive\u306e10,357\u53f0\u306e\u30bf\u30af\u30b7\u30fc\u306e\u7d4c\u8def\u30c7\u30fc\u30bf\u306e\u3046\u3061\u3001\u90fd\u5fc3\u3068\u7a7a\u6e2f\u3092\u5f80\u6765\u3059\u308b418\u53f0\u306e\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u307e\u3057\u305f\u3002\u5730\u56f3\u30c7\u30fc\u30bf\u306b\u3064\u3044\u3066\u306f\u3001OSMnx\u3092\u7528\u3044\u3066\u5317\u4eac\u306e\u9053\u8def\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u62bd\u51fa\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<div class=\"wp-block-image wp-image-1697\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2021\/09\/59914da210e7fb63949a8cbbd41bed13.jpg\" alt=\"\" class=\"wp-image-1697\" width=\"560\" height=\"321\"\/><figcaption>(\u5de6) \u6700\u9069\u5316\u524d\u3002\u4ea4\u901a\u6e0b\u6ede\u304c\u751f\u3058\u3066\u3044\u308b\u60f3\u5b9a\u3002(\u53f3) \u6700\u9069\u5316\u5f8c\u3002qbsolv \u3092\u7528\u3044\u3066\u7d4c\u8def\u5272\u5f53\u3092\u884c\u3063\u3066\u3044\u308b\u3002(<a href=\"https:\/\/doi.org\/10.3389\/fict.2017.00029\">https:\/\/doi.org\/10.3389\/fict.2017.00029<\/a>)<\/figcaption><\/figure><\/div>\n\n\n\n<p>\u4e0a\u56f3\u306e\u5de6\u5074\u306e\u753b\u50cf\u304c\u6700\u9069\u5316\u3059\u308b\u524d\u306e\u5834\u5408\u3067\u3001\u53f3\u5074\u306e\u753b\u50cf\u304c\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306b\u3088\u3063\u3066\u6700\u9069\u5316\u3057\u305f\u5834\u5408\u3067\u3059\u3002\u8d64\u306f\u8eca\u4e21\u304c\u96c6\u4e2d\u3057\u3066\u3044\u308b\u7b87\u6240\u3001\u9752\u306f\u8eca\u4e21\u304c\u5c11\u306a\u3044\u7b87\u6240\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u6df7\u96d1\u304c\u8efd\u6e1b\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-image wp-image-1698\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2021\/09\/e13cc8bfb87340473add6af4347d1c97.jpg\" alt=\"\" class=\"wp-image-1698\" width=\"426\" height=\"314\"\/><figcaption>\u30e9\u30f3\u30c0\u30e0\u304a\u3088\u3073qbsolv (D-Wave 2X) \u3067\u7d4c\u8def\u3092\u5272\u308a\u5f53\u3066\u305f\u5834\u5408\u306e\u6bd4\u8f03\u3002\u8d64\u7dda\u306f\u6700\u9069\u5316\u524d\u306e\u5143\u30c7\u30fc\u30bf\u3002(<a href=\"https:\/\/doi.org\/10.3389\/fict.2017.00029\">https:\/\/doi.org\/10.3389\/fict.2017.00029<\/a>)<\/figcaption><\/figure><\/div>\n\n\n\n<p>\u307e\u305f\u3001\u672c\u8ad6\u6587\u3067\u306f\u3001\u6700\u9069\u5316\u524d (\u5143\u30c7\u30fc\u30bf) \u3068\u6700\u9069\u5316\u5f8c\u3001\u3055\u3089\u306b\u30e9\u30f3\u30c0\u30e0\u306b\u9053\u3092\u9078\u3093\u3060\u5834\u5408\u306e\u9053\u8def\u306e\u6df7\u96d1\u5ea6\u3092\u6bd4\u8f03\u3057\u3066\u3044\u307e\u3059 (\u4e0a\u56f3)\u3002\u6700\u9069\u5316\u3092\u884c\u3063\u305f\u5834\u5408\u306e\u6df7\u96d1\u3057\u3066\u3044\u308b\u9053\u8def\u306e\u6570\u306f\u3001\u6700\u9069\u5316\u524d\u306e\u5834\u5408\u3088\u308a\u3082\u5c11\u306a\u3044\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u30e9\u30f3\u30c0\u30e0\u306b\u7d4c\u8def\u3092\u9078\u3093\u3060\u5834\u5408\u306e\u6df7\u96d1\u3057\u3066\u3044\u308b\u9053\u8def\u306e\u6570\u306f\u3001\u6700\u9069\u5316\u524d\u306e\u5834\u5408\u3088\u308a\u3082\u591a\u3044\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E7%B7%A8%E9%9B%86%E8%80%85%E3%81%82%E3%81%A8%E3%81%8C%E3%81%8D\"><\/span>\u7de8\u96c6\u8005\u3042\u3068\u304c\u304d<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u672c\u8ad6\u6587\u3067\u306f\u3001\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u304c\u6e0b\u6ede\u306e\u8efd\u6e1b\u306b\u6709\u52b9\u3067\u3042\u308b\u3053\u3068\u306f\u5206\u304b\u308a\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u306a\u304c\u3089\u3001\u3069\u308c\u307b\u3069\u306e\u983b\u5ea6\u3067\u8a08\u7b97\u3092\u884c\u3063\u305f\u304b\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8a00\u53ca\u3055\u308c\u3066\u304a\u3089\u305a\u3001\u305d\u306e\u52b9\u7387\u306e\u826f\u3055\u306b\u3064\u3044\u3066\u306f\u5206\u304b\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u307e\u305f\u3001\u5f53\u521d\u306e\u76ee\u7684\u306f\u3001\u51fa\u767a\u5730\u3068\u76ee\u7684\u5730\u306e\u79fb\u52d5\u6642\u9593\u3092\u6700\u5c0f\u5316\u3059\u308b\u3053\u3068\u3067\u3057\u305f\u304c\u3001\u9014\u4e2d\u304b\u3089\u76ee\u7684\u304c\u9053\u306e\u6df7\u96d1\u3092\u8efd\u6e1b\u3059\u308b\u3053\u3068\u306b\u306a\u3063\u3066\u3044\u307e\u3057\u305f\u3002\u9053\u306e\u6df7\u96d1\u3092\u8efd\u6e1b\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u4e00\u898b\u79fb\u52d5\u6642\u9593\u3082\u77ed\u7e2e\u3055\u308c\u308b\u3088\u3046\u306b\u601d\u308f\u308c\u307e\u3059\u304c\u3001\u56de\u308a\u9053\u3092\u3057\u305f\u7d50\u679c\u3001\u3088\u308a\u6642\u9593\u304c\u304b\u304b\u3063\u3066\u3057\u307e\u3063\u305f\u3068\u3044\u3046\u3053\u3068\u3082\u3042\u308a\u5f97\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u8003\u3048\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u5b9f\u9a13\u7d50\u679c\u306b\u3064\u3044\u3066\u306f\u3001\u6700\u9069\u5316\u524d\u3001\u6700\u9069\u5316\u5f8c\u3001\u30e9\u30f3\u30c0\u30e0\u306e\u4e09\u7a2e\u985e\u306e\u7d4c\u8def\u306e\u9078\u3073\u65b9\u306b\u3088\u3063\u3066\u6bd4\u8f03\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u4eca\u56de\u306e\u5b9f\u9a13\u306f\u30bf\u30af\u30b7\u30fc\u306e\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u3044\u307e\u3059\u304c\u3001\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306b\u3088\u3063\u3066\u3001\u5317\u4eac\u306e\u90fd\u5e02\u306b\u6163\u308c\u305f\u30bf\u30af\u30b7\u30fc\u30c9\u30e9\u30a4\u30d0\u30fc\u3088\u308a\u3082\u52b9\u7387\u7684\u306a\u7d4c\u8def\u9078\u629e\u304c\u884c\u308f\u308c\u3066\u3044\u307e\u3057\u305f\u3002\u3053\u306e\u3053\u3068\u304b\u3089\u3001\u660e\u6587\u5316\u304c\u96e3\u3057\u3044\u7d4c\u9a13\u306b\u3064\u3044\u3066\u3082\u3001\u6280\u8853\u30fb\u6280\u80fd\u304c\u7121\u3044\u6bb5\u968e\u304b\u3089\u6700\u9069\u89e3\u3092\u9078\u3076\u3053\u3068\u304c\u53ef\u80fd\u306a\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u7d4c\u8def\u6700\u9069\u5316\u3068\u3001\u4fe1\u53f7\u6700\u9069\u5316\u304c\u76f8\u4e92\u306b\u5f71\u97ff\u3057\u5408\u3046\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u4ea4\u901a\u30a4\u30f3\u30d5\u30e9\u304c\u3055\u3089\u306b\u52b9\u7387\u306e\u826f\u3044\u3082\u306e\u3068\u306a\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u8003\u3048\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2021\/09\/8c24f6a07cd6adb0bbd483857ad10a02.jpg\" alt=\"\" class=\"wp-image-1693\" width=\"539\" height=\"303\"\/><\/figure><\/div>\n\n\n\n<p>\u307e\u305f\u3001\u79c1\u81ea\u8eab\u3082\u672c\u8ad6\u6587\u3068\u540c\u3058\u7bc4\u56f2\u3067\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u884c\u3063\u305f\u7d50\u679c\u304c\u4ee5\u4e0b\u306e\u56f3\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5de6\u306e\u56f3\u304c\u6700\u9069\u5316\u3059\u308b\u524d\u3001\u53f3\u306e\u56f3\u304c\u6700\u9069\u5316\u3057\u305f\u5f8c\u306e\u9053\u306e\u6df7\u96d1\u5177\u5408\u3092\u8868\u3057\u305f\u56f3\u306b\u306a\u308a\u307e\u3059\u3002\u8d64\u8272\u304c\u6fc3\u304f\u306a\u308c\u3070\u306a\u308b\u307b\u3069\u6df7\u96d1\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u8ad6\u6587\u3068\u306f\u65b9\u6cd5\u304c\u5c11\u3057\u7570\u306a\u308a\u3001\u30e9\u30f3\u30c0\u30e0\u306b\u9078\u3093\u306050\u53f0\u306e\u8eca\u306e\u7d4c\u8def\u3092\u6700\u9069\u5316\u3057\u305f\u7d50\u679c\u3067\u3059\u304c\u3001\u3053\u306e\u3088\u3046\u306a\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3067\u3082\u3001\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306b\u3088\u308b\u6700\u9069\u5316\u306b\u3088\u3063\u3066\u3001\u7279\u306b\u56f3\u306e\u9ec4\u8272\u306e\u67a0\u3067\u56f2\u307e\u308c\u305f\u5730\u57df\u306e\u9053\u306e\u6df7\u96d1\u304c\u8efd\u6e1b\u3055\u308c\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%9C%AC%E8%A8%98%E4%BA%8B%E3%81%AE%E6%8B%85%E5%BD%93%E8%80%85\"><\/span>\u672c\u8a18\u4e8b\u306e\u62c5\u5f53\u8005<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u5ca1\u7530\u670b\u4e45 (\u30e1\u30f3\u30bf\u30ea\u30f3\u30b0\uff1a\u4e38\u5c71\u5c1a\u8cb4\u3001\u7fbd\u5834\u5ec9\u4e00\u90ce)<\/p>\n","protected":false},"excerpt":{"rendered":"<p>D-Wave 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