{"id":1756,"date":"2021-10-21T18:30:34","date_gmt":"2021-10-21T09:30:34","guid":{"rendered":"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/?p=1756"},"modified":"2021-10-21T18:30:34","modified_gmt":"2021-10-21T09:30:34","slug":"%e3%83%8a%e3%83%bc%e3%82%b9%e3%82%b9%e3%82%b1%e3%82%b8%e3%83%a5%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e5%95%8f%e9%a1%8c%e9%b9%bf%e5%86%85-2","status":"publish","type":"post","link":"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2021\/10\/21\/%e3%83%8a%e3%83%bc%e3%82%b9%e3%82%b9%e3%82%b1%e3%82%b8%e3%83%a5%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e5%95%8f%e9%a1%8c%e9%b9%bf%e5%86%85-2\/","title":{"rendered":"\u30ca\u30fc\u30b9\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u554f\u984c\u3092D-Wave 2000Q\u3067\u89e3\u304f"},"content":{"rendered":"\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 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\/%e3%83%8a%e3%83%bc%e3%82%b9%e3%82%b9%e3%82%b1%e3%82%b8%e3%83%a5%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e5%95%8f%e9%a1%8c%e9%b9%bf%e5%86%85-2\/#%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\/%e3%83%8a%e3%83%bc%e3%82%b9%e3%82%b9%e3%82%b1%e3%82%b8%e3%83%a5%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e5%95%8f%e9%a1%8c%e9%b9%bf%e5%86%85-2\/#%E6%A6%82%E8%A6%81\" >\u6982\u8981<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2021\/10\/21\/%e3%83%8a%e3%83%bc%e3%82%b9%e3%82%b9%e3%82%b1%e3%82%b8%e3%83%a5%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e5%95%8f%e9%a1%8c%e9%b9%bf%e5%86%85-2\/#%E3%83%8A%E3%83%BC%E3%82%B9%E3%82%B9%E3%82%B1%E3%82%B8%E3%83%A5%E3%83%BC%E3%83%AA%E3%83%B3%E3%82%B0%E5%95%8F%E9%A1%8C%E3%81%A8%E3%81%AF\" >\u30ca\u30fc\u30b9\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u554f\u984c\u3068\u306f<\/a><\/li><\/ul><\/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\/%e3%83%8a%e3%83%bc%e3%82%b9%e3%82%b9%e3%82%b1%e3%82%b8%e3%83%a5%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e5%95%8f%e9%a1%8c%e9%b9%bf%e5%86%85-2\/#%E5%95%8F%E9%A1%8C\" >\u554f\u984c<\/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\/%e3%83%8a%e3%83%bc%e3%82%b9%e3%82%b9%e3%82%b1%e3%82%b8%e3%83%a5%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e5%95%8f%e9%a1%8c%e9%b9%bf%e5%86%85-2\/#%E6%96%B9%E6%B3%95\" >\u65b9\u6cd5<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2021\/10\/21\/%e3%83%8a%e3%83%bc%e3%82%b9%e3%82%b9%e3%82%b1%e3%82%b8%e3%83%a5%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e5%95%8f%e9%a1%8c%e9%b9%bf%e5%86%85-2\/#QUBO%E3%81%B8%E3%81%AE%E5%A4%89%E6%8F%9B\" >QUBO\u3078\u306e\u5909\u63db<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2021\/10\/21\/%e3%83%8a%e3%83%bc%e3%82%b9%e3%82%b9%e3%82%b1%e3%82%b8%e3%83%a5%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e5%95%8f%e9%a1%8c%e9%b9%bf%e5%86%85-2\/#%E5%AE%9A%E6%95%B0\" >\u5b9a\u6570<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2021\/10\/21\/%e3%83%8a%e3%83%bc%e3%82%b9%e3%82%b9%e3%82%b1%e3%82%b8%e3%83%a5%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e5%95%8f%e9%a1%8c%e9%b9%bf%e5%86%85-2\/#%E5%A4%89%E6%95%B0\" >\u5909\u6570<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2021\/10\/21\/%e3%83%8a%e3%83%bc%e3%82%b9%e3%82%b9%e3%82%b1%e3%82%b8%e3%83%a5%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e5%95%8f%e9%a1%8c%e9%b9%bf%e5%86%85-2\/#QUBO\" >QUBO<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2021\/10\/21\/%e3%83%8a%e3%83%bc%e3%82%b9%e3%82%b9%e3%82%b1%e3%82%b8%e3%83%a5%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e5%95%8f%e9%a1%8c%e9%b9%bf%e5%86%85-2\/#%E7%AC%AC1%E9%A0%85%E3%81%AE%E8%A3%9C%E8%B6%B3\" >\u7b2c1\u9805\u306e\u88dc\u8db3<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2021\/10\/21\/%e3%83%8a%e3%83%bc%e3%82%b9%e3%82%b9%e3%82%b1%e3%82%b8%e3%83%a5%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e5%95%8f%e9%a1%8c%e9%b9%bf%e5%86%85-2\/#%E7%AC%AC3%E9%A0%85%E3%81%AE%E8%A3%9C%E8%B6%B3\" >\u7b2c3\u9805\u306e\u88dc\u8db3<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2021\/10\/21\/%e3%83%8a%e3%83%bc%e3%82%b9%e3%82%b9%e3%82%b1%e3%82%b8%e3%83%a5%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e5%95%8f%e9%a1%8c%e9%b9%bf%e5%86%85-2\/#%E5%AE%9F%E9%A8%93%E3%83%BB%E7%B5%90%E6%9E%9C\" >\u5b9f\u9a13\u30fb\u7d50\u679c<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2021\/10\/21\/%e3%83%8a%e3%83%bc%e3%82%b9%e3%82%b9%e3%82%b1%e3%82%b8%e3%83%a5%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e5%95%8f%e9%a1%8c%e9%b9%bf%e5%86%85-2\/#%E5%AE%9F%E9%A8%931FA_vs_SA\" >[\u5b9f\u9a131]FA vs SA<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2021\/10\/21\/%e3%83%8a%e3%83%bc%e3%82%b9%e3%82%b9%e3%82%b1%e3%82%b8%e3%83%a5%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e5%95%8f%e9%a1%8c%e9%b9%bf%e5%86%85-2\/#%E5%AE%9F%E9%A8%932FA_vs_RA\" >[\u5b9f\u9a132]FA vs RA<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2021\/10\/21\/%e3%83%8a%e3%83%bc%e3%82%b9%e3%82%b9%e3%82%b1%e3%82%b8%e3%83%a5%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e5%95%8f%e9%a1%8c%e9%b9%bf%e5%86%85-2\/#%E5%AE%9F%E9%A8%933%E5%88%9D%E6%9C%9F%E5%85%A5%E5%8A%9B%E3%81%8C%E3%83%A9%E3%83%B3%E3%83%80%E3%83%A0_vs_%E5%88%9D%E6%9C%9F%E5%85%A5%E5%8A%9B%E3%81%8C%E4%BD%8E%E3%82%A8%E3%83%8D%E3%83%AB%E3%82%AE%E3%83%BC\" >[\u5b9f\u9a133]\u521d\u671f\u5165\u529b\u304c\u30e9\u30f3\u30c0\u30e0 vs \u521d\u671f\u5165\u529b\u304c\u4f4e\u30a8\u30cd\u30eb\u30ae\u30fc<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2021\/10\/21\/%e3%83%8a%e3%83%bc%e3%82%b9%e3%82%b9%e3%82%b1%e3%82%b8%e3%83%a5%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e5%95%8f%e9%a1%8c%e9%b9%bf%e5%86%85-2\/#%E7%B5%90%E8%AB%96\" >\u7d50\u8ad6<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2021\/10\/21\/%e3%83%8a%e3%83%bc%e3%82%b9%e3%82%b9%e3%82%b1%e3%82%b8%e3%83%a5%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e5%95%8f%e9%a1%8c%e9%b9%bf%e5%86%85-2\/#%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><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2021\/10\/21\/%e3%83%8a%e3%83%bc%e3%82%b9%e3%82%b9%e3%82%b1%e3%82%b8%e3%83%a5%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e5%95%8f%e9%a1%8c%e9%b9%bf%e5%86%85-2\/#%E5%8F%82%E8%80%83%E6%96%87%E7%8C%AE\" >\u53c2\u8003\u6587\u732e<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2021\/10\/21\/%e3%83%8a%e3%83%bc%e3%82%b9%e3%82%b9%e3%82%b1%e3%82%b8%e3%83%a5%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e5%95%8f%e9%a1%8c%e9%b9%bf%e5%86%85-2\/#%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: Application of Quantum Annealing to Nurse Scheduling Problem<br>\u8457\u8005: Kazuki Ikeda, Yuma Nakamura &amp; Travis S.Humble<br>\u66f8\u8a8c\u60c5\u5831: Scientific Reports 9, Article number: 12837 (2019) <a href=\"https:\/\/doi.org\/10.1038\/s41598-019-49172-3\">https:\/\/doi.org\/10.1038\/s41598-019-49172-3<\/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<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%83%8A%E3%83%BC%E3%82%B9%E3%82%B9%E3%82%B1%E3%82%B8%E3%83%A5%E3%83%BC%E3%83%AA%E3%83%B3%E3%82%B0%E5%95%8F%E9%A1%8C%E3%81%A8%E3%81%AF\"><\/span>\u30ca\u30fc\u30b9\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u554f\u984c\u3068\u306f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u533b\u7642\u73fe\u5834\u3067\u306f\u4eba\u306e\u547d\u306b\u95a2\u308f\u308b\u696d\u52d9\u3092\u884c\u3063\u3066\u3044\u308b\u305f\u3081\u3001\u770b\u8b77\u5e2b\u306e\u52e4\u52d9\u306e\u8cea\u304c\u53b3\u3057\u304f\u6c42\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u770b\u8b77\u5e2b\u306e\u751f\u6d3b\u306e\u8cea\u3082\u5b88\u3089\u306a\u3051\u308c\u3070\u3044\u3051\u306a\u3044\u305f\u3081\u3001\u52e4\u52d9\u8868\u306e\u4f5c\u6210\u304c\u56f0\u96e3\u306b\u306a\u3063\u3066\u3044\u307e\u3059[1]\u3002\u30ca\u30fc\u30b9\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u554f\u984c (Nurse scheduling Problem, NSP)\u3068\u306f\u3001\u8907\u6570\u306e\u5236\u7d04\u306e\u4e0b\u3067\u770b\u8b77\u5e2b\u306b\u6700\u9069\u306a\u30b7\u30d5\u30c8\u3092\u5272\u308a\u5f53\u3066\u308b\u554f\u984c\u3067\u3059\u3002NSP\u306f1969\u5e74\u4ee5\u524d\u3088\u308a\u7814\u7a76\u3055\u308c\u3066\u304a\u308a\u3001NP\u56f0\u96e3\u3067\u3042\u308b\u3053\u3068\u304c\u77e5\u3089\u308c\u3066\u3044\u307e\u3059[2]\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%95%8F%E9%A1%8C\"><\/span>\u554f\u984c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>NSP\u3067\u306f\u69d8\u3005\u306a\u5236\u7d04\u4f8b\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u3053\u306a\u305b\u308b\u4ed5\u4e8b\u91cf (\u52b4\u50cd\u529b) \u306f\u770b\u8b77\u5e2b\u306e\u7d4c\u9a13\u5024\u306b\u4f9d\u5b58\u3057\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u696d\u52d9\u306e\u591a\u3044\u65e5\u306b\u65b0\u4eba\u306e\u307f\u3067\u50cd\u304f\u3053\u3068\u306f\u51fa\u6765\u307e\u305b\u3093\u3002\u3088\u3063\u3066\u3001\u300c\u5404\u65e5\u306b\u5fc5\u8981\u306a\u52b4\u50cd\u529b\u3092\u78ba\u4fdd\u3059\u308b\u300d\u5236\u7d04\u304c\u5fc5\u8981\u3067\u3059\u3002\u4ed6\u306b\u3082\u591a\u304f\u306e\u5236\u7d04\u3092\u8003\u616e\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u304c\u3001\u672c\u8ad6\u6587\u3067\u306f\u5236\u7d04\u3092\u4ee5\u4e0b\u306e3\u3064\u306b\u5b9a\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li>2\u65e5\u4ee5\u4e0a\u9023\u7d9a\u3057\u3066\u52e4\u52d9\u3059\u308b\u770b\u8b77\u5e2b\u304c\u3044\u306a\u3044\u3088\u3046\u306b\u3059\u308b\uff08\u30cf\u30fc\u30c9\u5236\u7d04\uff09<\/li><li>\u5404\u65e5\u306b\u5fc5\u8981\u306a\u52b4\u50cd\u529b\u3092\u78ba\u4fdd\u3059\u308b\u3088\u3046\u306b\u3059\u308b\uff08\u30cf\u30fc\u30c9\u5236\u7d04\uff09<\/li><li>\u5fd9\u3057\u3055\u306b\u5fdc\u3058\u3066\u51fa\u52e4\u56de\u6570\u3092\u8abf\u6574\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\uff08\u30bd\u30d5\u30c8\u5236\u7d04\uff09<\/li><\/ol>\n\n\n\n<p>\u5236\u7d04\u306b\u306f\u3001\u30cf\u30fc\u30c9\u5236\u7d04\u3068\u30bd\u30d5\u30c8\u5236\u7d04\u304c\u3042\u308a\u307e\u3059\u3002\u30cf\u30fc\u30c9\u5236\u7d04\u306f\u5fc5\u305a\u6e80\u305f\u3055\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u5236\u7d04\u3067\u3059\u3002\u4e00\u65b9\u3001\u30bd\u30d5\u30c8\u5236\u7d04\u306f\u5fc5\u305a\u3057\u3082\u6e80\u305f\u3059\u5fc5\u8981\u306f\u306a\u3044\u3082\u306e\u306e\u3001\u6e80\u305f\u3059\u306e\u304c\u671b\u307e\u3057\u3044\u5236\u7d04\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-image wp-image-1860\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2021\/09\/8979621171102457690e4dce33be288a-1.jpg\" alt=\"\" class=\"wp-image-1860\" width=\"685\" height=\"356\"\/><figcaption>\u56f31: \u30b7\u30d5\u30c8\u5272\u308a\u5f53\u3066\u306e\u4f8b<\/figcaption><\/figure><\/div>\n\n\n\n<p>\u56f31\u306f\u3001\u770b\u8b77\u5e2b3\u4eba\u30674\u65e5\u52e4\u52d9\u3059\u308b\u5834\u5408\u3092\u8a08\u7b97\u3057\u305f\u30b7\u30d5\u30c8\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u3067\u3059\u3002\u3053\u306e\u3088\u3046\u306b\u3001NSP\u306b\u306f\u8907\u6570\u306e\u30cf\u30fc\u30c9\u5236\u7d04\u304c\u3042\u308b\u305f\u3081\u5f93\u6765\u306e\u6570\u5024\u89e3\u6cd5[3]\u3067\u306f\u5168\u3066\u306e\u5236\u7d04\u3092\u6e80\u305f\u3059\u306e\u304c\u56f0\u96e3\u3067\u3059\u3002<br>\u672c\u8ad6\u6587\u3067\u306fNSP\u3092\u7d44\u5408\u305b\u6700\u9069\u5316\u554f\u984c\u3068\u3057\u3066\u6349\u3048\u3001<a href=\"\/T-Wave\/?p=2325\" target=\"_blank\" rel=\"noopener noreferrer\">QUBO<\/a>\u5f62\u5f0f\u306b\u5909\u63db\u3057\u307e\u3059\u3002\u305d\u3057\u3066\u3001D-Wave 2000Q\u3067\u89e3\u304f\u3053\u3068\u306b\u3088\u308a\u3001NSP\u306b\u5bfe\u3059\u308b\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306e\u8a08\u7b97\u6027\u80fd\u3092\u691c\u8a3c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%96%B9%E6%B3%95\"><\/span>\u65b9\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"QUBO%E3%81%B8%E3%81%AE%E5%A4%89%E6%8F%9B\"><\/span>QUBO\u3078\u306e\u5909\u63db<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>NSP\u3092\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3067\u89e3\u304f\u305f\u3081\u306b\u3001<a href=\"\/T-Wave\/?p=2325\">QUBO<\/a>\u5f62\u5f0f\u306b\u5909\u63db\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%AE%9A%E6%95%B0\"><\/span><b>\u5b9a\u6570<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li>\u770b\u8b77\u5e2b(<b>N<\/b>urses)\uff1a&nbsp;n = 1,\u2026,N<\/li><li>\u65e5\u6570(<b>D<\/b>ays):\uff1ad = 1,\u2026,D<\/li><li>\u884c\u5217J\uff1a\u770b\u8b77\u5e2bn\u304c2\u65e5\u4ee5\u4e0a\u9023\u7d9a\u3067\u52e4\u52d9\u3059\u308b\u3068\u30da\u30ca\u30eb\u30c6\u30a3\u3092\u8ab2\u3059<br><\/li><\/ul>\n\n\n\n<p>$$<br>J_{i(n, d), j(n, d&#8217;)}<br>=<br>\\left\\{\\begin{array}{cc}<br>a&gt;0 &amp; \\text {if&nbsp; } |d &#8211; d&#8217;| = 1 \\<br>0 &amp; \\text { otherwise }<br>\\end{array}\\right\\}<br>$$<\/p>\n\n\n\n<li>d\u65e5\u306b\u5fc5\u8981\u306a\u52b4\u50cd\u529b\uff1a W(d)<\/li>\n\n\n\n<li>\u770b\u8b77\u5e2bn\u306e\u6301\u3064\u52b4\u50cd\u529b\uff1aE(n)<\/li>\n\n\n\n<li>\u770b\u8b77\u5e2bn\u304c\u5e0c\u671b\u3059\u308b\u52e4\u52d9\u65e5\u6570\uff1aF(n)\u3000\u203b1<\/li>\n\n\n\n<ul>\n<li>\u770b\u8b77\u5e2bn\u304cd\u65e5\u306b\u52e4\u52d9\u5e0c\u671b\u3059\u308b\uff1aG(n,d) \u2254 h<sub>1<\/sub>(n)h<sub>2<\/sub>(d)\u3000\u203b2<\/li>\n<\/ul>\n\n\n\n<p>\u203b1 \u6700\u4f4e\u9650\u306e\u51fa\u52e4\u56de\u6570\u3092\u5b9a\u3081\u308b\u305f\u3081\u306bF(n)\u306b$ F(n) \u2265 [D\/N] $\u3068\u3044\u3046\u6761\u4ef6\u3092\u4ed8\u3051\u307e\u3059\u3002\u3053\u3053\u3067\u3001$&nbsp; [x] ~ (x\u2208R) $ \u306f$&nbsp; x $ \u306e\u6574\u6570\u90e8\u5206\u306e\u8868\u3057\u307e\u3059\u3002<br>\u4f8b\u3048\u3070\u3001N=3,D=4\u3067\u306f\u3001F(n) \u2265 1\u3068\u306a\u308a\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u5404\u770b\u8b77\u5e2b\u306f4\u65e5\u9593\u30671\u56de\u4ee5\u4e0a\u306f\u50cd\u304b\u306a\u3051\u308c\u3070\u3044\u3051\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u203b2 \u307e\u305f\u3001\u5fd9\u3057\u3055\u3084\u6642\u9593\u5e2f\u306b\u3088\u3063\u3066\u51fa\u52e4\u56de\u6570\u3092\u8abf\u6574\u3059\u308b\u305f\u3081\u3001$ h_1 (n), h_2(n) $\u3092\u6b21\u306e\u3088\u3046\u306b\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>$$<br>\\begin{equation}<br>h_{1}(n):=\\left\\{\\begin{array}{cc}<br>3 &amp; \\text { busy } \\<br>2 &amp; \\text { moderate } \\<br>1 &amp; \\text { idle }<br>\\end{array}\\right\\} \\quad h_{2}(d):=\\left\\{\\begin{array}{cc}<br>2 &amp; \\text { weekend or night } \\<br>1 &amp; \\text { weekday }<br>\\end{array}\\right\\}<br>\\end{equation}<br>$$<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%A4%89%E6%95%B0\"><\/span><b>\u5909\u6570<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u30fb\u30d0\u30a4\u30ca\u30ea\u5909\u6570: q<sub>n,d <\/sub>\u2208 {0,1}<br>\u3000q<sub>n,d&nbsp; <\/sub>= 1\u306f\u770b\u8b77\u5e2bn\u304cd\u65e5\u306b\u50cd\u304f\u3053\u3068\u3092\u8868\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"QUBO\"><\/span>QUBO<span class=\"ez-toc-section-end\"><\/span><\/h4>\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\/cbddbb4ae778af0c1c569f8ad18eb9d8-1.png\" alt=\"\" class=\"wp-image-1861\" width=\"524\" height=\"445\"\/><\/figure><\/div>\n\n\n\n<p>\u5168\u3066\u306e\u5236\u7d04\u3092\u6e80\u305f\u3059\u3068\u304d\u3001\u5024\u306f0\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E7%AC%AC1%E9%A0%85%E3%81%AE%E8%A3%9C%E8%B6%B3\"><\/span>\u7b2c1\u9805\u306e\u88dc\u8db3<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u7b2c1\u9805\u306f\u3001\u884c\u5217J\u3092\u4f7f\u308f\u305a\u306b\u7b2c1\u9805\u3092\u30b7\u30f3\u30d7\u30eb\u306b\u8868\u73fe\u3059\u308b\u3053\u3068\u3082\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\/b8dc2e21f61113749df472a1f6df647d.jpg\" alt=\"\" class=\"wp-image-1862\" width=\"490\" height=\"215\"\/><\/figure><\/div>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E7%AC%AC3%E9%A0%85%E3%81%AE%E8%A3%9C%E8%B6%B3\"><\/span>\u7b2c3\u9805\u306e\u88dc\u8db3<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u7b2c3\u9805\u306eh<sub>1<\/sub>h<sub>2<\/sub><span style=\"font-size: 12pt;\">\u306b\u3064\u3044\u3066\u3001\u5177\u4f53\u4f8b\u3092\u5143\u306b\u7406\u89e3\u3092\u6df1\u3081\u307e\u3057\u3087\u3046\u3002<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>N = 3\u3001D = 4<\/li><li>h<sub>1<\/sub>(1) = 1 (\u6687), h<sub>1<\/sub>(2) = 2 (\u666e\u901a),&nbsp; h<sub>1<\/sub>(3) = 3 (\u5fd9\u3057\u3044)<\/li><li>h<sub>2<\/sub>(d) = 1 (\u5e38\u306b\u5e73\u65e5\uff09<\/li><li>F(n) = 4 (\u5168\u54e1,\u6bce\u65e5\u50cd\u304d\u305f\u3044)<\/li><\/ul>\n\n\n\n<p>\u3053\u306e\u3068\u304d\u3001<\/p>\n\n\n\n<p>n=1\uff08\u6687\u306a\u4eba\uff09\u3067\u306f,<span style=\"text-decoration: underline;\"><br>$\\left(\\sum_{d}^{D} q_{i(1, d)}-4\\right)^{2}$<br>\u21924\u56de\u50cd\u304f\u3088\u3046\u306b\u6700\u9069\u5316<\/span><\/p>\n\n\n\n<p><span style=\"text-decoration: underline;\">n=2\uff08\u666e\u901a\u306e\u4eba\uff09\u3067\u306f,<br><\/span>$\\left(\\sum_{d}^{D} 2q_{i(2, d)}-4\\right)^{2}$<br>\u21922\u56de\u50cd\u304f\u3088\u3046\u306b\u6700\u9069\u5316<\/p>\n\n\n\n<p><span style=\"text-decoration: underline;\">n=3\uff08\u5fd9\u3057\u3044\u4eba\uff09\u3067\u306f,<br><\/span>$\\left(\\sum_{d}^{D} 3q_{i(3, d)}-4\\right)^{2}$<br>\u21924\/3\u56de\u50cd\u304f\u3088\u3046\u306b\u6700\u9069\u5316<\/p>\n\n\n\n<p>\u3053\u308c\u3088\u308a\u3001\u6687\u306a\u4eba\u307b\u3069\u591a\u304f\u3001\u5fd9\u3057\u3044\u4eba\u307b\u3069\u5c11\u306a\u304f\u30b7\u30d5\u30c8\u304c\u5165\u308b\u3088\u3046\u306b\u6700\u9069\u5316\u3055\u308c\u308b\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=\"%E5%AE%9F%E9%A8%93%E3%83%BB%E7%B5%90%E6%9E%9C\"><\/span>\u5b9f\u9a13\u30fb\u7d50\u679c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u4ee5\u4e0a\u3067\u5b9a\u5f0f\u5316\u304c\u7d42\u308f\u308a\u307e\u3057\u305f\u3002<br>\u3044\u3088\u3044\u3088\u3001D-Wave 2000Q\u3092\u7528\u3044\u3066\u5b9f\u9a13\u3057\u307e\u3059\u3002\u8a2d\u5b9a\u306f\u6b21\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5b9a\u6570\n<ul style=\"list-style-type: disc;\">\n<li>N = 3 , 4&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; (\u770b\u8b77\u5e2b\u306e\u4eba\u6570)<\/li>\n<li>D = 5 \u2013 14&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;(\u65e5\u6570)<\/li>\n<li>\u03bb = 0.3, \u03b3 = 1.3&nbsp; &nbsp; &nbsp;(\u5236\u7d04\u306e\u4fc2\u6570)<\/li>\n<li>a = 7\/2\u3000&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; (2\u65e5\u4ee5\u4e0a\u52e4\u52d9\u3059\u308b\u3068\u8ab2\u3055\u308c\u308b\u30da\u30ca\u30eb\u30c6\u30a3)<\/li>\n<li>h<sub>1<\/sub>(n)= 1 \u3000&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;(\u5168\u54e1\u3001\u6687)<\/li>\n<li>h<sub>2<\/sub>(d)= 1\u3000&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;(\u5e38\u306b\u5e73\u65e5)<\/li>\n<li>E(n) = 1\u3000&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;(\u5168\u54e1\u304c1\u4eba\u5206\u306e\u52b4\u50cd\u529b\u3092\u6301\u3064)<\/li>\n<li>W(d) = 1\u3000&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; (\u5404\u65e5\u4ed8d\u306b1\u4eba\u5206\u306e\u52b4\u50cd\u529b\u304c\u5fc5\u8981)<\/li>\n<\/ul>\n<\/li><li>D-Wave \u306e\u8a2d\u5b9a\n<ul style=\"list-style-type: disc;\">\n<li>\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u6642\u9593:\u3000200\u03bcs<\/li>\n<li>\u30b5\u30f3\u30d7\u30eb\u6570:\u30001000<\/li>\n<\/ul>\n<\/li><\/ul>\n\n\n\n<p><a href=\"\/T-Wave\/?p=2325\">QUBO<\/a>\u306b\u4e0a\u306e\u5177\u4f53\u7684\u306a\u5024\u3092\u4ee3\u5165\u3059\u308b\u3068\u3001\u7b2c2\u9805\u3001\u7b2c3\u9805\u306f\u6b21\u306e\u610f\u5473\u306b\u5909\u308f\u308a\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\/e6a2447726873fd34bd3e51bd0462ef8-1.png\" alt=\"\" class=\"wp-image-1863\" width=\"544\" height=\"481\"\/><\/figure><\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%AE%9F%E9%A8%931FA_vs_SA\"><\/span>[\u5b9f\u9a131]FA vs SA<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u30d5\u30a9\u30ef\u30fc\u30c9\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0(FA)\u3001\u30b7\u30df\u30e5\u30ec\u30fc\u30c6\u30c3\u30c9\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0(SA)\u3092\u7528\u3044\u3066\u3001\u57fa\u5e95\u72b6\u614b\u3092\u898b\u3064\u3051\u308b\u78ba\u7387\u3092\u6bd4\u8f03\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=\"https:\/\/media.springernature.com\/full\/springer-static\/image\/art%3A10.1038%2Fs41598-019-49172-3\/MediaObjects\/41598_2019_49172_Fig2_HTML.png?as=webp\" alt=\"\u5b9f\u9a131_\u7d50\u679c\" width=\"784\" height=\"258\"\/><figcaption>\u56f32: \u57fa\u5e95\u72b6\u614b\u3092\u898b\u3064\u3051\u308b\u78ba\u7387(\u30a8\u30e9\u30fc\u30d0\u30fc\u306f\u6a19\u6e96\u504f\u5dee) (<a href=\"https:\/\/doi.org\/10.1038\/s41598-019-49172-3\">https:\/\/doi.org\/10.1038\/s41598-019-49172-3<\/a>)<\/figcaption><\/figure><\/div>\n\n\n\n<p>FA\u3067\u306f\u3001\u65e5\u6570D\u304c\u5927\u304d\u304f\u306a\u308b\u3068\u57fa\u5e95\u72b6\u614b\u306e\u89e3\u30921\u56de\u3082\u898b\u3064\u3051\u3089\u308c\u3066\u3044\u307e\u305b\u3093\u3002\u4e00\u65b9\u3001SA\u3067\u306f\u5168\u3066\u306e\u5834\u5408\u3067\u57fa\u5e95\u72b6\u614b\u306e\u89e3\u304c\u89b3\u6e2c\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3088\u308a\u3001SA\u306e\u65b9\u304c\u6709\u7528\u3067\u3042\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%AE%9F%E9%A8%932FA_vs_RA\"><\/span>[\u5b9f\u9a132]FA vs RA<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>FA\u3068<a href=\"\/T-Wave\/?p=2306\">\u30ea\u30d0\u30fc\u30b9\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0(RA)<\/a>\u3092\u7528\u3044\u3066\u3001\u57fa\u5e95\u72b6\u614b\u3092\u898b\u3064\u3051\u308b\u78ba\u7387\u3092\u6bd4\u8f03\u3057\u307e\u3059\u3002<br>RA\u306f\u3001FA\u3067\u5f97\u3089\u308c\u305f\u89e3\u3092\u521d\u671f\u72b6\u614b\u3068\u3057\u307e\u3059\u3002\u305d\u3057\u3066\u3001\u6a2a\u78c1\u5834\u3092\u5207\u3063\u305f\u72b6\u614b\u304b\u3089\u5f90\u3005\u306b\u6a2a\u78c1\u5834\u3092\u5370\u52a0\u3057\u3001\u518d\u3073\u6a2a\u78c1\u5834\u3092\u5207\u308b\u3068\u3044\u3046\u64cd\u4f5c\u306b\u3088\u3063\u3066\u3001\u3088\u308a\u826f\u3044\u89e3\u3092\u63a2\u7d22\u3057\u307e\u3059\u3002\u672c\u8ad6\u6587\u3067\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u6a2a\u78c1\u5834\u3092\u8abf\u6574\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/media.springernature.com\/full\/springer-static\/image\/art%3A10.1038%2Fs41598-019-49172-3\/MediaObjects\/41598_2019_49172_Fig4_HTML.png?as=webp\" alt=\"\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\" width=\"504\" height=\"355\"\/><figcaption>\u56f33: \u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb (\u6a2a\u78c1\u5834\u306e\u5f37\u3055\u3092\u3069\u306e\u3088\u3046\u306b\u5909\u5316\u3055\u305b\u308b\u306e\u304b\u3092\u8868\u3057\u307e\u3059)(<a href=\"https:\/\/doi.org\/10.1038\/s41598-019-49172-3\">https:\/\/doi.org\/10.1038\/s41598-019-49172-3<\/a>)<\/figcaption><\/figure><\/div>\n\n\n\n<p>\u5b9f\u9a132\u3067\u306f\u3001RA\u306e\u521d\u671f\u72b6\u614b\u3092FA\u306e\u89e3\u304b\u3089<span style=\"text-decoration: underline;\"><b>\u30e9\u30f3\u30c0\u30e0<\/b><\/span>\u306b\u9078\u3093\u3067\u3044\u307e\u3059\u3002FA\u3068RA\u306b\u3088\u308b\u57fa\u5e95\u72b6\u614b\u3092\u898b\u3064\u3051\u308b\u78ba\u7387\u3092\u4ee5\u4e0b\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-image wp-image-1864\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2021\/09\/FAvsRA.png\" alt=\"\" class=\"wp-image-1864\" width=\"750\" height=\"253\"\/><figcaption>\u56f34: \u57fa\u5e95\u72b6\u614b\u3092\u898b\u3064\u3051\u308b\u78ba\u7387(\u30a8\u30e9\u30fc\u30d0\u30fc\u306f\u6a19\u6e96\u504f\u5dee) (<a href=\"https:\/\/doi.org\/10.1038\/s41598-019-49172-3\">https:\/\/doi.org\/10.1038\/s41598-019-49172-3<\/a>)<\/figcaption><\/figure><\/div>\n\n\n\n<p>RA\u306b\u3088\u308a\u3001\u307b\u3068\u3093\u3069\u306e\u5834\u5408\u3067\u89e3\u306e\u6539\u5584\u306b\u6210\u529f\u3057\u3066\u3044\u307e\u3059\u3002\u4e00\u65b9\u3001N\u3068D\u3092\u5927\u304d\u304f\u3059\u308b\u3068\u3001FA\u3068\u540c\u69d8\u306b\u78ba\u7387\u304c0\u3067\u3042\u308b\u3053\u3068\u304b\u3089\u3001RA\u306f\u5fc5\u305a\u3057\u3082FA\u3088\u308a\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u306a\u3044\u3053\u3068\u3082\u5206\u304b\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u5b9f\u9a132\u3067\u306f\u521d\u671f\u5165\u529b\u304c\u30e9\u30f3\u30c0\u30e0\u306b\u9078\u3070\u308c\u3066\u3044\u308b\u305f\u3081\u3001FA\u306e\u89e3\u306e\u5206\u5e03\u306b\u5f37\u304f\u5f71\u97ff\u3055\u308c\u307e\u3059\u3002\u306a\u305c\u306a\u3089\u3001FA\u306e\u89e3\u306b\u306f\u57fa\u5e95\u72b6\u614b\u306b\u8fd1\u3044\u89e3\u3084\u3001\u57fa\u5e95\u72b6\u614b\u304b\u3089\u9060\u3044\u3001\u8cea\u306e\u60aa\u3044\u89e3\u3082\u542b\u307e\u308c\u3066\u3044\u308b\u305f\u3081\u3067\u3059\u3002\u3053\u308c\u3088\u308a\u3001\u7cbe\u5ea6\u304c\u5411\u4e0a\u3059\u308b\u306e\u306f\u521d\u671f\u72b6\u614b\u304c\u57fa\u5e95\u72b6\u614b\u306b\u8fd1\u3044\u5834\u5408\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u305d\u3053\u3067\u3001\u6b21\u306e\u5b9f\u9a133\u3067\u306f\u521d\u671f\u5165\u529b\u3068\u3057\u3066\u57fa\u5e95\u72b6\u614b\u306b\u8fd1\u3044\u89e3\u3092\u9078\u3093\u3067\u7cbe\u5ea6\u3092\u6bd4\u8f03\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%AE%9F%E9%A8%933%E5%88%9D%E6%9C%9F%E5%85%A5%E5%8A%9B%E3%81%8C%E3%83%A9%E3%83%B3%E3%83%80%E3%83%A0_vs_%E5%88%9D%E6%9C%9F%E5%85%A5%E5%8A%9B%E3%81%8C%E4%BD%8E%E3%82%A8%E3%83%8D%E3%83%AB%E3%82%AE%E3%83%BC\"><\/span>[\u5b9f\u9a133]\u521d\u671f\u5165\u529b\u304c\u30e9\u30f3\u30c0\u30e0 vs \u521d\u671f\u5165\u529b\u304c\u4f4e\u30a8\u30cd\u30eb\u30ae\u30fc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><span style=\"text-decoration: underline;\">RA\u306e<b>\u521d\u671f\u72b6\u614b\u304c\u57fa\u5e95\u72b6\u614b\u306b\u8fd1\u3044\u5834\u5408<\/b><\/span>\u306e\u3001\u57fa\u5e95\u72b6\u614b\u3092\u898b\u3064\u3051\u308b\u78ba\u7387\u3092\u6c42\u3081\u307e\u3059\u3002\u521d\u671f\u72b6\u614b\u306f\u3001FA\u3067\u5f97\u305f\u6700\u3082\u30a8\u30cd\u30eb\u30ae\u30fc\u306e\u4f4e\u3044\u89e3\u3092\u4f7f\u7528\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=\"https:\/\/media.springernature.com\/full\/springer-static\/image\/art%3A10.1038%2Fs41598-019-49172-3\/MediaObjects\/41598_2019_49172_Fig7_HTML.png?as=webp\" alt=\"\u5b9f\u9a133\u306e\u7d50\u679c\" width=\"695\" height=\"228\"\/><figcaption>\u56f35: \u57fa\u5e95\u72b6\u614b\u3092\u898b\u3064\u3051\u308b\u78ba\u7387(\u30a8\u30e9\u30fc\u30d0\u30fc\u306f\u6a19\u6e96\u504f\u5dee) (<a href=\"https:\/\/doi.org\/10.1038\/s41598-019-49172-3\">https:\/\/doi.org\/10.1038\/s41598-019-49172-3<\/a>)<\/figcaption><\/figure><\/div>\n\n\n\n<p>\u521d\u671f\u5165\u529b\u304c\u30e9\u30f3\u30c0\u30e0\u3060\u3063\u305f\u6642\u3088\u308a\u3082\u7cbe\u5ea6\u306f\u5411\u4e0a\u3057\u3066\u3044\u307e\u3059\u3002\u3068\u306f\u3044\u3048\u3001\u57fa\u5e95\u72b6\u614b\u3092\u4f7f\u3063\u3066\u3082\u540c\u3058\u57fa\u5e95\u72b6\u614b\u304c\u5f97\u3089\u308c\u308b\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u3053\u308c\u306f\u3001\u6a2a\u78c1\u5834\u306e\u8abf\u6574\u5ea6\u5408\u3044\u306b\u3088\u3063\u3066\u6975\u5c0f\u89e3\u306b\u9665\u3063\u3066\u3057\u307e\u3046\u53ef\u80fd\u6027\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%B5%90%E8%AB%96\"><\/span>\u7d50\u8ad6<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>NSP\u3092\u89e3\u304f\u306b\u306f\u3001FA\u3088\u308a\u3082SA\u3092\u7528\u3044\u305f\u65b9\u304c\u6709\u52b9\u3060\u3068\u5206\u304b\u308a\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001FA\u3067\u5f97\u305f\u89e3\u306fRA\u306b\u3088\u3063\u3066\u6539\u5584\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3057\u305f\u3002\u3055\u3089\u306b\u3001RA\u306e\u521d\u671f\u5165\u529b\u3092\u57fa\u5e95\u72b6\u614b\u306b\u8fd1\u3044\u89e3\u3068\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u57fa\u5e95\u72b6\u614b\u3092\u898b\u3064\u3051\u308b\u78ba\u7387\u304c\u9ad8\u304f\u306a\u308a\u307e\u3057\u305f\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>SA\u306e\u7d50\u679c\u304cFA\u3088\u308a\u3082\u304b\u306a\u308a\u826f\u304f\u3066\u6b8b\u5ff5\u3067\u3057\u305f\u3002\u5236\u7d04\u9805\u306e\u4fc2\u6570\u3092\u8abf\u6574\u3059\u308b\u3053\u3068\u3067\u3001\u672c\u8ad6\u6587\u3088\u308a\u3082\u826f\u3044\u7d50\u679c\u304c\u5f97\u3089\u308c\u308b\u304b\u691c\u8a3c\u3057\u305f\u3044\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u7d50\u679c\u304c\u540c\u3058\u30b0\u30e9\u30d5\u306b\u30d7\u30ed\u30c3\u30c8\u3055\u308c\u3066\u3044\u306a\u3044\u305f\u3081\u6bd4\u8f03\u304c\u96e3\u3057\u304b\u3063\u305f\u3067\u3059\u3002\u52a0\u3048\u3066\u3001W(d)\u3084G(n,d)\u3068\u3044\u3063\u305f\u5909\u6570\u30921\u4ee5\u5916\u3067\u7f6e\u3044\u305f\u7d50\u679c\u3082\u6c17\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u305d\u3053\u3067\u3001\u4eca\u5f8c\u518d\u73fe\u5b9f\u9a13\u3092\u884c\u3044\u3001\u7d50\u679c\u3092\u5225\u306e\u8a18\u4e8b\u300c<a href=\"\/T-Wave\/?p=2764\">\u30ca\u30fc\u30b9\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u554f\u984c\u3092D-Wave 2000Q\u3067\u89e3\u304f (\u691c\u8a3c\u7de8)<\/a>\u300d\u3067\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u305c\u3072\u8aad\u3093\u3067\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%8F%82%E8%80%83%E6%96%87%E7%8C%AE\"><\/span>\u53c2\u8003\u6587\u732e<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>[1]\u6c60\u4e0a\u6566\u5b50,(9 June 2005).\u201d\u30ca\u30fc\u30b9\uff65\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0-\u8abf\u67fb\uff65\u30e2\u30c7\u30eb\u5316\uff65\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0-\u201d<br>[2]Solos, Ioannis; Tassopoulos, Ioannis; Beligiannis, Grigorios (21 May 2013). <a href=\"https:\/\/doi.org\/10.3390%2Fa6020278\">&#8220;A Generic Two-Phase Stochastic Variable Neighborhood Approach for Effectively Solving the Nurse Rostering Problem&#8221;<\/a>. <a href=\"https:\/\/en.wikipedia.org\/wiki\/Algorithms_(journal)\"><i>Algorithms<\/i><\/a>. <b>6<\/b> (2): 278\u2013308.<a href=\"https:\/\/en.wikipedia.org\/wiki\/Doi_(identifier)\">doi<\/a>:<a href=\"https:\/\/doi.org\/10.3390%2Fa6020278\">10.3390\/a6020278<\/a>.<br>[3]Cooper, T. B. &amp; Kingston, J. H. The complexity of timetable construction problems, In International Conference on the Practice and Theory of Automated Timetabling, pp. 281\u2013295 (Springer, 1995).<\/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>\u9e7f\u5185\u601c\u592e 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NSP)\u3068\u306f\u3001\u8907\u6570\u306e\u5236\u7d04\u306e\u4e0b\u3067\u770b\u8b77\u5e2b\u306b\u6700\u9069\u306a\u30b7\u30d5\u30c8\u3092\u5272\u308a\u5f53\u3066\u308b\u554f\u984c\u3067\u3059\u3002NSP\u306f1969\u5e74\u4ee5\u524d\u3088\u308a\u7814\u7a76\u3055\u308c\u3066\u304a\u308a\u3001NP\u56f0\u96e3\u3067\u3042\u308b\u3053\u3068\u304c\u77e5\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n","protected":false},"author":8,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[10,11,58,59,74,75,112],"class_list":["post-1756","post","type-post","status-publish","format-standard","hentry","category-review","tag-d-wave","tag-d-wave-2000q","tag-58","tag-59","tag-74","tag-75","tag-112"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ 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