{"id":2510,"date":"2022-02-13T03:32:13","date_gmt":"2022-02-12T18:32:13","guid":{"rendered":"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/?p=2510"},"modified":"2022-02-13T03:32:13","modified_gmt":"2022-02-12T18:32:13","slug":"%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e3%82%b0%e3%83%a9%e3%83%95%e5%bd%a9%e8%89%b2","status":"publish","type":"post","link":"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/02\/13\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e3%82%b0%e3%83%a9%e3%83%95%e5%bd%a9%e8%89%b2\/","title":{"rendered":"\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3092\u7528\u3044\u305f\u30b0\u30e9\u30d5\u5f69\u8272"},"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\/2022\/02\/13\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e3%82%b0%e3%83%a9%e3%83%95%e5%bd%a9%e8%89%b2\/#%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\/2022\/02\/13\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e3%82%b0%e3%83%a9%e3%83%95%e5%bd%a9%e8%89%b2\/#%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\/2022\/02\/13\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e3%82%b0%e3%83%a9%e3%83%95%e5%bd%a9%e8%89%b2\/#%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-4\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/02\/13\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e3%82%b0%e3%83%a9%e3%83%95%e5%bd%a9%e8%89%b2\/#%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-5\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/02\/13\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e3%82%b0%e3%83%a9%e3%83%95%e5%bd%a9%e8%89%b2\/#%E3%82%B0%E3%83%A9%E3%83%95%E5%BD%A9%E8%89%B2%E3%81%AE%E8%B2%AA%E6%AC%B2%E6%B3%95\" >\u30b0\u30e9\u30d5\u5f69\u8272\u306e\u8caa\u6b32\u6cd5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/02\/13\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e3%82%b0%e3%83%a9%e3%83%95%e5%bd%a9%e8%89%b2\/#%E6%9C%80%E5%A4%A7%E7%8B%AC%E7%AB%8B%E7%82%B9%E9%9B%86%E5%90%88%E3%81%AE%E6%B1%82%E3%82%81%E6%96%B9\" >\u6700\u5927\u72ec\u7acb\u70b9\u96c6\u5408\u306e\u6c42\u3081\u65b9<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/02\/13\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e3%82%b0%e3%83%a9%e3%83%95%e5%bd%a9%e8%89%b2\/#%E5%AE%9F%E9%A8%93%E6%96%B9%E6%B3%95\" >\u5b9f\u9a13\u65b9\u6cd5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/02\/13\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e3%82%b0%e3%83%a9%e3%83%95%e5%bd%a9%e8%89%b2\/#%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-9\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/02\/13\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e3%82%b0%e3%83%a9%e3%83%95%e5%bd%a9%e8%89%b2\/#%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-10\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/02\/13\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e3%82%b0%e3%83%a9%e3%83%95%e5%bd%a9%e8%89%b2\/#%E5%8F%82%E8%80%83%E6%96%87%E7%8C%AE\" >\u53c2\u8003\u6587\u732e<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/02\/13\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e3%82%b0%e3%83%a9%e3%83%95%e5%bd%a9%e8%89%b2\/#%E3%81%82%E3%81%A8%E3%81%8C%E3%81%8D\" >\u3042\u3068\u304c\u304d<\/a><\/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: Graph Coloring with Quantum Annealing<br>\u8457\u8005\uff1aJulia Kwok, Kristen Pudenz<br>\u66f8\u8a8c\u60c5\u5831\uff1a<a href=\"https:\/\/arxiv.org\/abs\/2012.04470\">https:\/\/arxiv.org\/abs\/2012.04470<\/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>\u30b0\u30e9\u30d5\u5f69\u8272\u3068\u306f\u96a3\u63a5\u3057\u305f\u9802\u70b9\u5bfe\u3092\u7570\u306a\u308b\u8272\u306b\u306a\u308b\u3088\u3046\u306b\u5f69\u8272\u3059\u308b\u3053\u3068\u3067\u3059\u30023\u8272\u4ee5\u4e0a\u306e\u30b0\u30e9\u30d5\u5f69\u8272\u306fNP\u56f0\u96e3\u3067\u3042\u308a\u3001\u9ad8\u901f\u306b\u8a08\u7b97\u3059\u308b\u3053\u3068\u304c\u56f0\u96e3\u306a\u554f\u984c\u306e\u4e00\u3064\u3067\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u53b3\u5bc6\u6027\u3092\u72a0\u7272\u306b\u3057\u305f\u8fd1\u4f3c\u7684\u306a\u89e3\u3092\u6c42\u3081\u308b\u306e\u304c\u59a5\u5f53\u3067\u3042\u308b\u3068\u8003\u3048\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u8fd1\u4f3c\u89e3\u3092\u6c42\u3081\u308b\u65b9\u6cd5\u306e\u4e00\u3064\u306b\u30b0\u30e9\u30d5\u304b\u3089\u72ec\u7acb\u70b9\u96c6\u5408(\u3069\u306e\u9802\u70b9\u3082\u96a3\u63a5\u3057\u3066\u3044\u306a\u3044\u9802\u70b9\u306e\u96c6\u5408)\u3092\u6c42\u3081\u3001\u4e00\u3064\u306e\u72ec\u7acb\u70b9\u96c6\u5408\u3054\u3068\u306b1\u8272\u305a\u3064\u5272\u308a\u5f53\u3066\u308b\u8caa\u6b32\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u672c\u8ad6\u6587\u3067\u306f\u3001\u3053\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u30b0\u30e9\u30d5\u5f69\u8272\u3092\u884c\u3046\u3068\u304d\u306b\u72ec\u7acb\u70b9\u96c6\u5408\u3092\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3092\u7528\u3044\u3066\u6c42\u3081\u307e\u3059\u3002\u3053\u306e\u63d0\u6848\u624b\u6cd5\u3092\u53e4\u5178\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3067\u72ec\u7acb\u70b9\u96c6\u5408\u3092\u6c42\u3081\u305f\u3068\u304d\u306e\u7d50\u679c\u3092\u6bd4\u8f03\u3057\u307e\u3059\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>\u30b0\u30e9\u30d5\u5f69\u8272\u306e\u89e3\u6cd5\u306b\u306f\u3001\u30b5\u30d6\u30eb\u30fc\u30c1\u30f3\u3068\u3057\u3066\u6700\u5927\u72ec\u7acb\u70b9\u96c6\u5408\u3092\u6c42\u3081\u308b\u8caa\u6b32\u6cd5\u304c\u77e5\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u30b0\u30e9\u30d5\u5f69\u8272\u554f\u984c\u3068\u540c\u69d8\u306b\u6700\u5927\u72ec\u7acb\u96c6\u5408\u554f\u984c\u3082NP\u56f0\u96e3\u3067\u3042\u308a\u3001\u9ad8\u901f\u306b\u53b3\u5bc6\u306a\u89e3\u3092\u6c42\u3081\u308b\u3053\u3068\u306f\u56f0\u96e3\u3067\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u8caa\u6b32\u6cd5\u3084\u6c4e\u7528\u6700\u9069\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u8fd1\u4f3c\u7684\u306a\u89e3\u6cd5\u306b\u3088\u308b\u8a08\u7b97\u304c\u4e00\u822c\u7684\u3067\u3059\u3002\u672c\u8ad6\u6587\u3067\u306f\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3067\u72ec\u7acb\u70b9\u96c6\u5408\u3092\u9ad8\u7cbe\u5ea6\u306b\u6c42\u3081\u308b\u3053\u3068\u3067\u3001\u30b0\u30e9\u30d5\u5f69\u8272\u306e\u8caa\u6b32\u6cd5\u306b\u304a\u3051\u308b\u6700\u9069\u5316\u6027\u80fd\u306e\u5411\u4e0a\u3092\u56f3\u308a\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=\"%E3%82%B0%E3%83%A9%E3%83%95%E5%BD%A9%E8%89%B2%E3%81%AE%E8%B2%AA%E6%AC%B2%E6%B3%95\"><\/span>\u30b0\u30e9\u30d5\u5f69\u8272\u306e\u8caa\u6b32\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u307e\u305a\u30b0\u30e9\u30d5\u5f69\u8272\u3092\u884c\u3046\u8caa\u6b32\u6cd5\u306e\u6d41\u308c\u3092\u5c0e\u5165\u3057\u307e\u3059 (\u56f31\u53c2\u7167)\u3002\u4eca\u56de\u306f\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u6cd5\u3092\u7528\u3044\u3066\u72ec\u7acb\u70b9\u96c6\u5408\u3092\u6c42\u3081\u3066\u3044\u307e\u3059\u3002\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u6cd5\u3067\u306f\u78ba\u7387\u7684\u306b\u89e3\u5019\u88dc (\u30b5\u30f3\u30d7\u30eb) \u3092\u751f\u6210\u3057\u3001\u305d\u306e\u4e2d\u304b\u3089\u6700\u826f\u89e3\u3092\u51fa\u529b\u3057\u307e\u3059\u3002\u5168\u4f53\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u4ee5\u4e0b\u306e\u624b\u98061\uff5e4\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li>\u30b0\u30e9\u30d5\u304b\u3089\u72ec\u7acb\u70b9\u96c6\u5408\u306e\u5019\u88dc\u3092$ s $\u500b\u6c42\u3081\u308b<\/li><li>\u6c42\u3081\u305f\u5019\u88dc\u306e\u4e2d\u304b\u3089\u6700\u3082\u9802\u70b9\u6570\u306e\u591a\u3044\u72ec\u7acb\u70b9\u96c6\u5408\u3092\u9078\u3076<\/li><li>\u9078\u3093\u3060\u72ec\u7acb\u70b9\u96c6\u5408\u306b1\u8272\u5272\u308a\u5f53\u3066\u3066\u3001\u305d\u306e\u72ec\u7acb\u70b9\u96c6\u5408\u3092\u30b0\u30e9\u30d5\u304b\u3089\u524a\u9664\u3059\u308b<\/li><li>\u30b0\u30e9\u30d5\u304c\u7a7a\u306b\u306a\u3063\u305f\u3089\u7d42\u4e86\u3001\u7a7a\u3067\u306f\u306a\u304b\u3063\u305f\u30891.\u306b\u623b\u308b<\/li><\/ol>\n\n\n\n<p>\u3053\u306e\u8caa\u6b32\u6cd5\u3067\u306f\u5168\u3066\u30b9\u30c6\u30c3\u30d7\u3067\u6700\u5927\u72ec\u7acb\u70b9\u96c6\u5408\u3092\u6c42\u3081\u305f\u3068\u3057\u3066\u3082\u3001\u6700\u5c0f\u8272\u6570\u306e\u5f69\u8272\u304c\u5f97\u3089\u308c\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u305f\u3081\u3001\u5f69\u8272\u306e\u6700\u9069\u6027\u4fdd\u8a3c\u306f\u306a\u3044\u3053\u3068\u306b\u6ce8\u610f\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2022\/02\/Merged_document-580x1024.png\" alt=\"\" class=\"wp-image-2533\" width=\"496\" height=\"876\"\/><figcaption>\u56f31\uff1a\u30b0\u30e9\u30d5\u5f69\u8272\u306e\u6d41\u308c<\/figcaption><\/figure><\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%9C%80%E5%A4%A7%E7%8B%AC%E7%AB%8B%E7%82%B9%E9%9B%86%E5%90%88%E3%81%AE%E6%B1%82%E3%82%81%E6%96%B9\"><\/span>\u6700\u5927\u72ec\u7acb\u70b9\u96c6\u5408\u306e\u6c42\u3081\u65b9<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u624b\u98061\u3067\u6c42\u3081\u308b\u5019\u88dc\u6570$ s $\u3092\u5927\u304d\u3044\u5024\u306b\u8a2d\u5b9a\u3059\u308b\u3068\u3001\u5927\u304d\u306a\u72ec\u7acb\u70b9\u96c6\u5408\u3092\u898b\u3064\u3051\u3089\u308c\u308b\u53ef\u80fd\u6027\u306f\u9ad8\u304f\u306a\u308b\u4e00\u65b9\u3001\u5b9f\u884c\u6642\u9593\u304c\u5897\u52a0\u3057\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u6cd5\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u3057\u3066\u306f\u3001\u9ad8\u901f\u306a\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u304c\u53ef\u80fd\u3067\u3001\u304b\u3064\u826f\u8cea\u306a\u89e3\u5019\u88dc\u304c\u5f97\u3089\u308c\u308b\u3053\u3068\u304c\u671b\u307e\u3057\u3044\u3068\u8a00\u3048\u307e\u3059\u3002\u4eca\u56de\u306f\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3092\u7528\u3044\u3066\u3001\u72ec\u7acb\u70b9\u96c6\u5408\u306e\u89e3\u5019\u88dc\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u305f\u3081\u306b\u3001\u307e\u305a\u6700\u5927\u72ec\u7acb\u96c6\u5408\u554f\u984c\u3092\u5b9a\u5f0f\u5316\u3092\u884c\u3044\u307e\u3057\u3087\u3046\u3002<span style=\"font-weight: 400;\">\u30b0\u30e9\u30d5\u306e\u9802\u70b9\u6570\u3092$ n $\u3068<\/span>\u3057\u307e\u3059<span style=\"font-weight: 400;\">\u3002\u5404\u9802\u70b9\u306b$ i=1,\\cdots,n$\u3068\u756a\u53f7\u3092\u5272\u308a\u632f\u308a$ x_{i}$\u3092\u9802\u70b9$ i$\u3092\u9078\u3076\u3068\u304d1\u3001\u9078\u3070\u306a\u3044\u3068\u304d\u306b0\u306b\u306a\u308b2\u5024\u5909\u6570\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u6700\u5c0f\u5316\u3059\u308b\u30b3\u30b9\u30c8\u95a2\u6570\u306f\u56f32\u4e2d\u306e\u5f0f\u3067\u8868\u305b\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2022\/02\/b9c25017fdd804489717a14e902deee7-1024x486.jpg\" alt=\"\" class=\"wp-image-2526\" width=\"446\" height=\"211\"\/><figcaption>\u56f32\uff1a\u30b3\u30b9\u30c8\u95a2\u6570\u3068\u5404\u9805\u306e\u610f\u5473<\/figcaption><\/figure><\/div>\n\n\n\n<p>\u3053\u306e\u30b3\u30b9\u30c8\u95a2\u6570\u306e\u6700\u5c0f\u5316\u306fQUBO (Quadratic Unconstrained Binary Optimization) \u3068\u547c\u3070\u308c\u3001D-Wave\u30de\u30b7\u30f3\u3067\u5b9f\u88c5\u53ef\u80fd\u306a\u554f\u984c\u3067\u3059\u3002\u4ee5\u4e0a\u306b\u3088\u308a\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3067\u72ec\u7acb\u70b9\u96c6\u5408\u3092\u6c42\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%AE%9F%E9%A8%93%E6%96%B9%E6%B3%95\"><\/span>\u5b9f\u9a13\u65b9\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3092\u7528\u3044\u305f\u624b\u6cd5\u306e\u6709\u52b9\u6027\u3092\u691c\u8a3c\u3059\u308b\u305f\u3081\u306b\u3001\u53e4\u5178\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3092\u7528\u3044\u305f\u30b0\u30e9\u30d5\u5f69\u8272\u306e\u8fd1\u4f3c\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0 [1, 2]\u3068\u6bd4\u8f03\u3057\u307e\u3059\u3002\u3053\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u306f\u3001\u6700\u5927\u72ec\u7acb\u70b9\u96c6\u5408\u306e\u30b5\u30a4\u30ba\u3092\u4e00\u5b9a\u30aa\u30fc\u30c0\u30fc\u306e\u8fd1\u4f3c\u7387\u3067\u6291\u3048\u308b\u3053\u3068\u3067\u3001\u9ad8\u3005$\\chi \\times \\mathcal{O} \\left(n (\\log \\log n)^2 (\\log n)^{-3}\\right) $ \u500b\u306e\u8272\u6570\u3067\u5f69\u8272\u304c\u53ef\u80fd\u3067\u3042\u308b\u3053\u3068\u304c\u8a3c\u660e\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305f\u3060\u3057\u3001 $\\chi $ \u306f\u4e0e\u3048\u3089\u308c\u305f\u30b0\u30e9\u30d5\u306e\u5f69\u8272\u306b\u5fc5\u8981\u306a\u6700\u5c0f\u306e\u8272\u6570 (\u5f69\u8272\u6570) \u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u6bd4\u8f03\u3059\u308b\u969b\u306e\u57fa\u6e96\u3068\u306a\u308b3\u3064\u306e\u6307\u6a19\u3092\u5c0e\u5165\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e00\u3064\u76ee\u306f\u6210\u529f\u78ba\u7387\u3067\u3059\u3002$ r$\u56de\u5b9f\u884c\u3057\u305f\u3068\u304d\u306b$r_{s}$\u56de\u6210\u529f\u3057\u305f\u3068\u3059\u308b\u3068\u6210\u529f\u78ba\u7387$ p_{s}$\u306f<br>\\begin{equation}<br>p_{s}=\\frac{r_{s}}{r}<br>\\end{equation}<br>\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e8c\u3064\u76ee\u306f\u5b9f\u884c\u6642\u9593\u3067\u3059\u3002$ r$\u56de\u5b9f\u884c\u3057\u305f\u5185\u306e$ i$\u56de\u76ee\u306e\u5b9f\u884c\u306b\u304b\u304b\u3063\u305f\u6642\u9593$ t_{i}$\u304c\u3067\u3042\u308b\u3068\u304d\u5b9f\u884c\u6642\u9593\u306e\u5e73\u5747$ t_{wallclocktime}$\u306f<br>\\begin{equation}<br>t_{wallclocktime}=\\frac{\\sum_{i=1}^{r}t_{i}}{r}<br>\\end{equation}<br>\u3068\u306a\u308a\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u53e4\u5178\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306e\u307f\u3067\u5f69\u8272\u3092\u884c\u3046\u3068\u304d\u306f\u4e00\u3064\u306e\u30b0\u30e9\u30d5\u3092\u5f69\u8272\u3092\u59cb\u3081\u3066\u304b\u3089\u7d42\u3048\u308b\u307e\u3067\u306e\u6642\u9593\u3068\u3057\u307e\u3059\u3002\u307e\u305f\u63d0\u6848\u624b\u6cd5\u306b\u304a\u3051\u308b$ t_{i}$\u306f\u53e4\u5178\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306e\u5b9f\u884c\u6642\u9593\u3068D-Wave\u30de\u30b7\u30f3\u306e\u6e96\u5099\u6642\u9593\u3001\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3092\u884c\u3046\u6642\u9593\u306e\u5408\u8a08\u6642\u9593\u3068\u3057\u307e\u3059\u3002\u3053\u306e\u3068\u304d\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u306e\u30e9\u30b0\u3084\u57cb\u3081\u8fbc\u307f\u306e\u6642\u9593\u306f\u9664\u5916\u3057\u3066\u3044\u307e\u3059\u3002$ s$\u3092\u72ec\u7acb\u70b9\u96c6\u5408\u306e\u5019\u88dc\u306e\u500b\u6570\u3001$ k$\u3092\u30b0\u30e9\u30d5\u3092\u5f69\u8272\u3059\u308b\u8272\u306e\u6570\u3001$ r_{a}$\u3092\u72ec\u7acb\u70b9\u96c6\u5408\u3092\u6c42\u3081\u3089\u308c\u306a\u304b\u3063\u305f\u56de\u6570\u3068\u3057\u307e\u3059\u30021\u8272\u5f69\u8272\u3059\u308b\u305f\u3081\u306b\u306f\u72ec\u7acb\u70b9\u96c6\u5408\u3092$ s$\u500b\u6c42\u3081\u307e\u3059\u3002\u6c42\u3081\u305f$ s$\u500b\u306e\u5019\u88dc\u306e\u3059\u3079\u3066\u304c\u72ec\u7acb\u70b9\u96c6\u5408\u3067\u306f\u306a\u304b\u3063\u305f\u5834\u5408\u306f\u3082\u3046\u4e00\u5ea6\u8a08\u7b97\u3092\u884c\u3044\u307e\u3059\u3002\u72ec\u7acb\u70b9\u96c6\u5408\u306e\u8a08\u7b97\u306b\u5931\u6557\u3057\u305f\u56de\u6570\u3092$ r_{a}$\u3068\u3057\u307e\u3059\u3002\u3059\u308b\u3068\u3001$ k$\u8272\u5f69\u8272\u3059\u308b\u306e\u306b\u6c42\u3081\u308b\u72ec\u7acb\u70b9\u96c6\u5408\u306e\u5019\u88dc\u306e\u7dcf\u6570\u306f$ s \\times (k+r_{a})$\u500b\u3068\u306a\u308a\u307e\u3059\u3002\u4ee5\u4e0a\u3088\u308a\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306e\u5b9f\u884c\u6642\u9593\u306f<br>\\begin{equation}<br>s \\times (k+r_{a}) \\times t_{sample}<br>\\end{equation}<br>\u3068\u8868\u3055\u308c\u307e\u3059\u3002$ t_{sample}$\u306f\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u6642\u9593\u3001\u8aad\u307f\u51fa\u3057\u3001\u9045\u5ef6\u306e\u5408\u8a08\u6642\u9593\u3067\u3042\u308a\u4eca\u56de\u306f370\u03bcs\u3068\u306a\u308a\u307e\u3059\u3002<br>D-Wave\u30de\u30b7\u30f3\u306e\u5b9f\u884c\u6642\u9593\u306e\u8a73\u7d30\u306b\u95a2\u3057\u3066\u306f\u3001\u3053\u3061\u3089\u306e\u8cc7\u6599\u3092\u3054\u53c2\u8003\u304f\u3060\u3055\u3044 [3]\u3002<\/p>\n\n\n\n<p>\u4e09\u3064\u76ee\u306fTTS(Time To Solution)\u3067\u3059\u3002TTS\u306f1\u56de\u6210\u529f\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u6642\u9593\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002TTS\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u8868\u3055\u308c\u307e\u3059\u3002<br>\\begin{equation}<br>TTS = \\frac{\\log(1-p_{target})}{\\log(1-p_{s})} \\times t_{wallclocktime}<br> \\end{equation}<br>\u4eca\u56de\u306f$ p_{target}=0.99$\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E7%B5%90%E6%9E%9C\"><\/span>\u7d50\u679c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u30c7\u30fc\u30bf\u3068\u306a\u308b\u30b0\u30e9\u30d5\u306f\u3001\u9802\u70b9\u5bfe\u306b\u5bfe\u3057\u3066\u30e9\u30f3\u30c0\u30e0\u306b\u8fba\u304c\u4e0e\u3048\u3066\u751f\u6210\u3057\u307e\u3059\u3002\u9802\u70b9\u6570$ n$\u306f$ n=20,40,60$\u3068\u3057\u3066\u8fba\u3092\u751f\u6210\u3059\u308b\u78ba\u7387$ p$\u306f\u305d\u308c\u305e\u308c\u306e$ n$\u306b\u3064\u3044\u3066<br>\\begin{equation}<br>p = \\frac{c}{n} (c=4.5)<br>\\end{equation}<br>\u3068\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306e\u89e3\u5019\u88dc\u6570$ s$\u306b\u95a2\u3057\u3066\u306f\u3001\u4e88\u3081\u6210\u529f\u7387\u3068\u5b9f\u884c\u6642\u9593\u306e\u89b3\u70b9\u304b\u3089\u6700\u9069\u306a$ s$\u3092\u6c42\u3081\u3066\u3001$ s=30$\u3068\u8a2d\u5b9a\u3057\u307e\u3059\u3002\u53e4\u5178\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306f$ s=1$\u3068\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u7d50\u679c\u3092\u56f33\u306b\u793a\u3057\u307e\u3059\u3002\u3059\u3079\u3066\u306e\u6307\u6a19\u3067\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u304c\u53e4\u5178\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3092\u4e0a\u56de\u3063\u3066\u304a\u308a\u3001\u4eca\u56de\u306e\u5b9f\u9a13\u3067\u306f\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u304c\u53e4\u5178\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3088\u308a\u3082\u826f\u3044\u6027\u80fd\u3092\u767a\u63ee\u3057\u307e\u3057\u305f\u3002\u7279\u306b\u5b9f\u884c\u6642\u9593\u306b\u3064\u3044\u3066\u306f\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3092\u884c\u3046\u3068\u304d\u306b\u8aad\u307f\u51fa\u3057\u3084\u9045\u5ef6\u306e\u6642\u9593\u3092\u8003\u616e\u3057\u3066\u3082\u53e4\u5178\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3088\u308a\u3082\u9ad8\u901f\u306b\u5b9f\u884c\u3067\u304d\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2022\/02\/Compare_classical_qauntum.png\" alt=\"\" class=\"wp-image-2527\"\/><figcaption>\u56f33\uff1a\u305d\u308c\u305e\u308c\u306e\u6307\u6a19\u306b\u5bfe\u3059\u308b\u53e4\u5178\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3068\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306e\u6bd4\u8f03 (<a href=\"https:\/\/arxiv.org\/abs\/2012.04470\">arXiv:2012.04470<\/a>)<\/figcaption><\/figure><\/div>\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>\u4eca\u56de\u306e\u5b9f\u9a13\u3067\u306f\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3092\u7528\u3044\u3066\u72ec\u7acb\u70b9\u96c6\u5408\u3092\u6c42\u3081\u308b\u3053\u3068\u3067\u53e4\u5178\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3067\u6c42\u3081\u305f\u6642\u3088\u308a\u3082\u9ad8\u3044\u6027\u80fd\u3092\u767a\u63ee\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u4eca\u56de\u306f\u9802\u70b9\u6570\u304c60\u307e\u3067\u306e\u30b0\u30e9\u30d5\u3092\u7528\u3044\u3066\u304a\u308a\u3001\u3088\u308a\u9802\u70b9\u6570\u304c\u591a\u3044\u3088\u3046\u306a\u30b0\u30e9\u30d5\u306b\u5bfe\u3059\u308b\u5f69\u8272\u306b\u3064\u3044\u3066\u3082\u3001\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u304c\u512a\u4f4d\u3067\u3042\u308b\u304b\u306f\u4e0d\u660e\u3067\u3059\u3002\u307e\u305f\u3001\u4eca\u56de\u306f\u30e9\u30f3\u30c0\u30e0\u30b0\u30e9\u30d5\u306b\u304a\u3051\u308b\u691c\u8a3c\u3067\u3042\u3063\u305f\u304c\u3001\u5b9f\u4e16\u754c\u30c7\u30fc\u30bf\u306b\u95a2\u3057\u3066\u3082\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306e\u512a\u4f4d\u6027\u304c\u4fdd\u305f\u308c\u308b\u304b\u306f\u8208\u5473\u6df1\u3044\u3067\u3059\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] R.Bopanna and M.M.Halld\u00f3rsson. Approximating maximum<br>independent sets by excluding subgraphs. <em>BIT Numerical Mathematics<\/em>,<br>32(2), pp. 180\u2014196, 1992.<br>[2] M.M.Halld\u00f3rsson. A still better performance guarantee for approximate graph coloring. <em>Information Processing Letters<\/em>, 45(1), pp. 19\u201423, 1993.<br>[3] D-Wave, D-Wave System Documentation,  <a href=\"https:\/\/docs.dwavesys.com\/docs\/latest\/c_qpu_timing.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/docs.dwavesys.com\/docs\/latest\/c_qpu_timing.html<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%81%82%E3%81%A8%E3%81%8C%E3%81%8D\"><\/span>\u3042\u3068\u304c\u304d<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u4eca\u56de\u306e\u6bd4\u8f03\u7684\u5c0f\u3055\u3044\u30b5\u30a4\u30ba\u306e\u554f\u984c\u3067\u306f\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u304c\u512a\u4f4d\u306b\u306a\u308a\u307e\u3057\u305f\u304c\u3001\u7d50\u8ad6\u3067\u3082\u3042\u308b\u3088\u3046\u306b\u3088\u308a\u5927\u304d\u306a\u554f\u984c\u306a\u3069\u3067\u306f\u3069\u3046\u306a\u308b\u304b\u8208\u5473\u304c\u308f\u304d\u307e\u3057\u305f\u3002\u4eca\u56de\u4f7f\u308f\u308c\u305f\u53e4\u5178\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3067\u72ec\u7acb\u70b9\u96c6\u5408\u3092\u6c42\u3081\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u5225\u306e\u8a18\u4e8b\u3067\u7d39\u4ecb\u3057\u3088\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u30b0\u30e9\u30d5\u5f69\u8272\u3068\u306f\u96a3\u63a5\u3057\u305f\u9802\u70b9\u5bfe\u3092\u7570\u306a\u308b\u8272\u306b\u306a\u308b\u3088\u3046\u306b\u5f69\u8272\u3059\u308b\u3053\u3068\u3067\u3059\u30023\u8272\u4ee5\u4e0a\u306e\u30b0\u30e9\u30d5\u5f69\u8272\u306fNP\u56f0\u96e3\u3067\u3042\u308a\u3001\u9ad8\u901f\u306b\u8a08\u7b97\u3059\u308b\u3053\u3068\u304c\u56f0\u96e3\u306a\u554f\u984c\u306e\u4e00\u3064\u3067\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u53b3\u5bc6\u6027\u3092\u72a0\u7272\u306b\u3057\u305f\u8fd1\u4f3c\u7684\u306a\u89e3\u3092\u6c42\u3081\u308b\u306e\u304c\u59a5\u5f53\u3067\u3042\u308b\u3068\u8003\u3048\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u8fd1\u4f3c\u89e3\u3092\u6c42\u3081\u308b\u65b9\u6cd5\u306e\u4e00\u3064\u306b\u30b0\u30e9\u30d5\u304b\u3089\u72ec\u7acb\u70b9\u96c6\u5408(\u3069\u306e\u9802\u70b9\u3082\u96a3\u63a5\u3057\u3066\u3044\u306a\u3044\u9802\u70b9\u306e\u96c6\u5408)\u3092\u6c42\u3081\u3001\u4e00\u3064\u306e\u72ec\u7acb\u70b9\u96c6\u5408\u3054\u3068\u306b1\u8272\u305a\u3064\u5272\u308a\u5f53\u3066\u308b\u8caa\u6b32\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002\u672c\u8ad6\u6587\u3067\u306f\u3001\u3053\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u30b0\u30e9\u30d5\u5f69\u8272\u3092\u884c\u3046\u3068\u304d\u306b\u72ec\u7acb\u70b9\u96c6\u5408\u3092\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3092\u7528\u3044\u3066\u6c42\u3081\u307e\u3059\u3002\u3053\u306e\u63d0\u6848\u624b\u6cd5\u3092\u53e4\u5178\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3067\u72ec\u7acb\u70b9\u96c6\u5408\u3092\u6c42\u3081\u305f\u3068\u304d\u306e\u7d50\u679c\u3092\u6bd4\u8f03\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"author":10,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[10,12,34,52,107,112,122],"class_list":["post-2510","post","type-post","status-publish","format-standard","hentry","category-review","tag-d-wave","tag-d-wave-2x","tag-qubo","tag-52","tag-107","tag-112","tag-122"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3092\u7528\u3044\u305f\u30b0\u30e9\u30d5\u5f69\u8272 - T-QARD Harbor<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/02\/13\/\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3092\u7528\u3044\u305f\u30b0\u30e9\u30d5\u5f69\u8272\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3092\u7528\u3044\u305f\u30b0\u30e9\u30d5\u5f69\u8272 - T-QARD Harbor\" \/>\n<meta property=\"og:description\" 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