{"id":7786,"date":"2025-06-10T09:41:10","date_gmt":"2025-06-10T00:41:10","guid":{"rendered":"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/?p=7786"},"modified":"2025-09-30T14:17:39","modified_gmt":"2025-09-30T05:17:39","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%81%a7%e8%bb%8a%e3%81%aeco2%e6%8e%92%e5%87%ba%e9%87%8f%e3%82%92%e5%89%8a%e6%b8%9b%e3%81%97%e3%82%88%e3%81%86%ef%bc%81","status":"publish","type":"post","link":"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2025\/06\/10\/%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%81%a7%e8%bb%8a%e3%81%aeco2%e6%8e%92%e5%87%ba%e9%87%8f%e3%82%92%e5%89%8a%e6%b8%9b%e3%81%97%e3%82%88%e3%81%86%ef%bc%81\/","title":{"rendered":"\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3067\u8eca\u306eCO2\u6392\u51fa\u91cf\u3092\u524a\u6e1b\u3057\u3088\u3046\uff01"},"content":{"rendered":"<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\/2025\/06\/10\/%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%81%a7%e8%bb%8a%e3%81%aeco2%e6%8e%92%e5%87%ba%e9%87%8f%e3%82%92%e5%89%8a%e6%b8%9b%e3%81%97%e3%82%88%e3%81%86%ef%bc%81\/#%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\/2025\/06\/10\/%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%81%a7%e8%bb%8a%e3%81%aeco2%e6%8e%92%e5%87%ba%e9%87%8f%e3%82%92%e5%89%8a%e6%b8%9b%e3%81%97%e3%82%88%e3%81%86%ef%bc%81\/#%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\/2025\/06\/10\/%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%81%a7%e8%bb%8a%e3%81%aeco2%e6%8e%92%e5%87%ba%e9%87%8f%e3%82%92%e5%89%8a%e6%b8%9b%e3%81%97%e3%82%88%e3%81%86%ef%bc%81\/#%E5%85%88%E8%A1%8C%E7%A0%94%E7%A9%B6\" >\u5148\u884c\u7814\u7a76<\/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\/2025\/06\/10\/%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%81%a7%e8%bb%8a%e3%81%aeco2%e6%8e%92%e5%87%ba%e9%87%8f%e3%82%92%e5%89%8a%e6%b8%9b%e3%81%97%e3%82%88%e3%81%86%ef%bc%81\/#%E5%AE%9A%E5%BC%8F%E5%8C%96\" >\u5b9a\u5f0f\u5316<\/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\/2025\/06\/10\/%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%81%a7%e8%bb%8a%e3%81%aeco2%e6%8e%92%e5%87%ba%e9%87%8f%e3%82%92%e5%89%8a%e6%b8%9b%e3%81%97%e3%82%88%e3%81%86%ef%bc%81\/#%E5%AE%9F%E9%A8%93\" >\u5b9f\u9a13<\/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\/2025\/06\/10\/%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%81%a7%e8%bb%8a%e3%81%aeco2%e6%8e%92%e5%87%ba%e9%87%8f%e3%82%92%e5%89%8a%e6%b8%9b%e3%81%97%e3%82%88%e3%81%86%ef%bc%81\/#%E8%A9%95%E4%BE%A1%E6%8C%87%E6%A8%99\" >\u8a55\u4fa1\u6307\u6a19<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2025\/06\/10\/%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%81%a7%e8%bb%8a%e3%81%aeco2%e6%8e%92%e5%87%ba%e9%87%8f%e3%82%92%e5%89%8a%e6%b8%9b%e3%81%97%e3%82%88%e3%81%86%ef%bc%81\/#%E6%AF%94%E8%BC%83%E3%81%99%E3%82%8B%E6%89%8B%E6%B3%95\" >\u6bd4\u8f03\u3059\u308b\u624b\u6cd5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2025\/06\/10\/%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%81%a7%e8%bb%8a%e3%81%aeco2%e6%8e%92%e5%87%ba%e9%87%8f%e3%82%92%e5%89%8a%e6%b8%9b%e3%81%97%e3%82%88%e3%81%86%ef%bc%81\/#%E6%9C%AD%E5%B9%8C%E3%81%A7%E3%81%AE%E3%82%B7%E3%83%9F%E3%83%A5%E3%83%AC%E3%83%BC%E3%82%B7%E3%83%A7%E3%83%B3\" >\u672d\u5e4c\u3067\u306e\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3<\/a><\/li><\/ul><\/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\/2025\/06\/10\/%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%81%a7%e8%bb%8a%e3%81%aeco2%e6%8e%92%e5%87%ba%e9%87%8f%e3%82%92%e5%89%8a%e6%b8%9b%e3%81%97%e3%82%88%e3%81%86%ef%bc%81\/#%E8%80%83%E5%AF%9F\" >\u8003\u5bdf<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2025\/06\/10\/%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%81%a7%e8%bb%8a%e3%81%aeco2%e6%8e%92%e5%87%ba%e9%87%8f%e3%82%92%e5%89%8a%e6%b8%9b%e3%81%97%e3%82%88%e3%81%86%ef%bc%81\/#%E3%81%82%E3%81%A8%E3%81%8C%E3%81%8D\" >\u3042\u3068\u304c\u304d<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2025\/06\/10\/%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%81%a7%e8%bb%8a%e3%81%aeco2%e6%8e%92%e5%87%ba%e9%87%8f%e3%82%92%e5%89%8a%e6%b8%9b%e3%81%97%e3%82%88%e3%81%86%ef%bc%81\/#%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><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<ul>\n<li>\u30bf\u30a4\u30c8\u30eb\uff1aTraffic Signal Optimization in Large-Scale Urban Road Networks: An Adaptive-Predictive Controller Using Ising Models<\/li>\n<li>\u8457\u8005\uff1aInoue, D. et al.<\/li>\n<li>\u66f8\u8a8c\u60c5\u5831\uff1aIEEE Access, vol. 12, pp. 188739-188754, (2024).<\/li>\n<li>DOI: 10.1109\/ACCESS.2024.3514162.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%E6%A6%82%E8%A6%81\"><\/span>\u6982\u8981<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6e0b\u6ede\u3092\u89e3\u6d88\u3059\u308b\u3088\u3046\u306a\u4ea4\u901a\u4fe1\u53f7\u6a5f\u306e\u6700\u9069\u5316\u306f\u3001\u30c9\u30e9\u30a4\u30d0\u30fc\u306e\u30b9\u30c8\u30ec\u30b9\u8efd\u6e1b\u3084CO2\u524a\u6e1b\u91cf\u306e\u524a\u6e1b\u3068\u3044\u3046\u70b9\u306b\u304a\u3044\u3066\u91cd\u8981\u3067\u3059\u3002\u73fe\u5728\u306e\u65e5\u672c\u3067\u306f\u3001\u5b9a\u5468\u671f\u5236\u5fa1\u3068\u4ea4\u901a\u611f\u5fdc\u5236\u5fa1\u3068\u3044\u30462\u3064\u306e\u65b9\u6cd5\u3092\u4f75\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u4ea4\u901a\u611f\u5fdc\u5236\u5fa1\u3067\u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u4ea4\u901a\u60c5\u5831\u3092\u53d6\u5f97\u3057\u4fe1\u53f7\u306e\u72b6\u614b\u3092\u6c7a\u5b9a\u3059\u308b\u305f\u3081\u3001\u9ad8\u901f\u306a\u8a08\u7b97\u304c\u6c42\u3081\u3089\u308c\u3066\u304a\u308a\u3001\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306e\u6d3b\u7528\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3092\u6d3b\u7528\u3057\u305fR. Shikanai \u3089\u306e\u5148\u884c\u7814\u7a76\u3067\u306f\u3001\u66d6\u6627\u306a\u30d1\u30e9\u30e1\u30bf\u304c\u5b58\u5728\u3057\u3001\u30e2\u30c7\u30eb\u4e88\u6e2c\u5236\u5fa1\u3082\u5c0e\u5165\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002\u672c\u7814\u7a76\u3067\u306f\u305d\u306e\u3088\u3046\u306a\u66d6\u6627\u306a\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u9664\u53bb\u3057\u3001\u30e2\u30c7\u30eb\u4e88\u6e2c\u5236\u5fa1\u3092\u7d44\u307f\u8fbc\u3093\u3060\u30a4\u30b8\u30f3\u30b0\u30e2\u30c7\u30eb\u3092\u63d0\u6848\u3057\u307e\u3059\u3002\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eSUMO\u3092\u4f7f\u7528\u3057\u3001\u672d\u5e4c\u306e\u30de\u30c3\u30d7\u3068\u6b63\u65b9\u683c\u5b50\u3067\u5b9f\u9a13\u3092\u884c\u3044\u307e\u3057\u305f\u3002\u305d\u306e\u7d50\u679c\u3001\u5f93\u6765\u578b\u306e\u5236\u5fa1\u65b9\u6cd5\u306b\u6bd4\u3079\u3066\u672c\u624b\u6cd5\u306f\u6e0b\u6ede\u3092\u7de9\u548c\u3057\u3001CO2\u6392\u51fa\u91cf\u309225%\u524a\u6e1b\u3059\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3057\u305f\u3002\u307e\u305f\u3001\u554f\u984c\u30b5\u30a4\u30ba\u304c\u5927\u304d\u3044\u307b\u3069\u672c\u624b\u6cd5\u306e\u52b9\u679c\u304c\u73fe\u308c\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3057\u305f\u3002\u30de\u30c3\u30d7\u5185\u306b\u6d41\u5165\u3059\u308b\u8eca\u4e21\u6570\u3092\u5909\u5316\u3055\u305b\u305f\u5b9f\u9a13\u3067\u306f\u3001\u6025\u6fc0\u306b\u6e0b\u6ede\u3068\u306a\u308b\u76f8\u8ee2\u79fb\u304c\u78ba\u8a8d\u3055\u308c\u307e\u3057\u305f\u304c\u3001\u30b5\u30a4\u30ba\u304c\u5927\u304d\u3044\u5834\u5408\u306b\u9650\u308a\u305d\u306e\u5f71\u97ff\u3092\u6291\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002\u30bd\u30eb\u30d0\u30fc\u306e\u6bd4\u8f03\u3067\u306f\u3001\u8a08\u7b97\u6027\u80fd\u3068\u8a08\u7b97\u901f\u5ea6\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3092\u52a0\u5473\u3059\u308b\u3068\u3001QA\u304c\u6700\u3082\u5b9f\u7528\u7684\u3067\u3042\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%85%88%E8%A1%8C%E7%A0%94%E7%A9%B6\"><\/span>\u5148\u884c\u7814\u7a76<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>D-Wave\u30de\u30b7\u30f3\u3092\u5229\u7528\u3057\u305f\u4ea4\u901a\u4fe1\u53f7\u6a5f\u306e\u6700\u9069\u5316\u306b\u95a2\u3059\u308b\u8ad6\u6587\u304c\u3044\u304f\u3064\u304b\u5b58\u5728\u3057\u307e\u3059\u3002\u305d\u308c\u3089\u3068\u306e\u9055\u3044\u3092\u3001\u8457\u8005\u306fTable1\u306e\u3088\u3046\u306b\u307e\u3068\u3081\u3066\u3044\u307e\u3059\u3002\u6ce8\u76ee\u3057\u305f\u3044\u306e\u306f\u3001[3]\u3068\u306e\u6bd4\u8f03\u3067\u3059\u3002\u672c\u8ad6\u6587\u3067\u306f\u3001\u9069\u7528\u53ef\u80fd\u306a\u4ea4\u5dee\u70b9\u306f\u6700\u5927\u3067\u5341\u5b57\u8def(\u591a\u53c9\u8def\u306f\u4e0d\u53ef)\u3067\u3042\u308b\u3082\u306e\u306e\u3001\u4e88\u6e2c\u5236\u5fa1\u3092\u884c\u3063\u305f\u70b9\u3067[3]\u3068\u306f\u5927\u304d\u304f\u7570\u306a\u308a\u307e\u3059\u3002SUMO\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u7528\u53ef\u80fd\u6027\u306b\u3064\u3044\u3066\u691c\u8a3c\u3059\u308b\u70b9\u306f\u540c\u69d8\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><div id=\"attachment_7793\" style=\"width: 604px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-7793\" src=\"\/T-Wave\/wp-content\/uploads\/2025\/06\/table1.png\" alt=\"\" width=\"594\" height=\"170\" class=\" wp-image-7793\" \/><p id=\"caption-attachment-7793\" class=\"wp-caption-text\">\u88681: \u5148\u884c\u7814\u7a76\u3068\u306e\u6bd4\u8f03 ([\u53c2\u8003] <a href=\"https:\/\/arxiv.org\/abs\/2406.03690\">https:\/\/arxiv.org\/abs\/2406.03690<\/a>)<\/p><\/div>\u3010\u53c2\u8003\u6587\u732e\u3011<\/p>\n<ul>\n<li>[1] H. Hussain, M. B. Javaid, F. S. Khan, A. Dalal, and A. Khalique,\u2018\u2018Optimal control of traffic signals using quantum annealing,\u2019\u2019 Quantum Inf. Process., vol. 19, no. 9, p. 312, Aug. 2020.<\/li>\n<li>[2] A. Marchesin, B. Montrucchio, M. Graziano, A. Boella, and G. Mondo, \u2018\u2018Improving urban traffic mobility via a versatile quantum annealing model,\u2019\u2019 IEEE Trans. Quantum Eng., vol. 4, pp. 1\u201313, 2023.<\/li>\n<li>[3] R. Shikanai, M. Ohzeki, and K. Tanaka, \u2018\u2018Traffic signal optimization using quantum annealing on real map,\u2019\u2019 2023, arXiv:2308.14462.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%E5%AE%9A%E5%BC%8F%E5%8C%96\"><\/span>\u5b9a\u5f0f\u5316<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6c7a\u5b9a\u5909\u6570\u306f\u3001$\\sigma_{i} = \\pm 1$\u3068\u3057\u3066\u3001\u305d\u308c\u305e\u308c\u4ea4\u5dee\u70b9\u306e2\u72b6\u614b\u3092\u8868\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u56f31\u306e\u3088\u3046\u306b\u3001$\\sigma_{i} = +1$\u306e\u3068\u304d\u6771\u897f\u65b9\u5411\u304c\u9752\u4fe1\u53f7\u3001$\\sigma_{i} = -1$\u306e\u3068\u304d\u5357\u5317\u65b9\u5411\u304c\u9752\u4fe1\u53f7\u3068\u3057\u307e\u3059\u3002\u4eca\u56de\u306f\u9069\u7528\u53ef\u80fd\u306a\u4ea4\u5dee\u70b9\u304c\u300c\u4efb\u610f\u300d\u3067\u3042\u308b\u305f\u3081\u3001$\\sigma_{i} = +1$\u306e\u3068\u304d\u5357\u5317\u65b9\u5411\u304c\u9752\u4fe1\u53f7\u3067\u3082\u69cb\u3044\u307e\u305b\u3093\u3002<br \/>\n\u4e00\u65b9\u3001$\\sigma_{i}$\u306e\u5024\u306b\u3088\u3063\u3066\u3001\u3069\u306e\u65b9\u5411\u304c\u901a\u884c\u53ef\u80fd\u306b\u306a\u308b\u306e\u304b\u3092\u8868\u3059\u30d1\u30e9\u30e1\u30bf\u3092\u6e96\u5099\u3057\u3066\u304a\u304f\u3068\u4fbf\u5229\u3067\u3059\u3002\u305d\u3053\u3067\u3001$j \\to i$\u65b9\u5411\u306b\u5bfe\u3057\u3066\u3001$s_{ij}$\u3068\u3044\u3046\u5b9a\u6570\u3092\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/p>\n<p>$$<br \/>\n\\sigma_{i}s_{ij}= \\begin{cases}+1 &amp; \\text {\u9053\u8def$(i,j)\u65b9\u5411\u304c\u9032\u884c\u53ef\u80fd$} \\\\ -1 &amp; \\text {\u9053\u8def$(i,j)\u65b9\u5411\u304c\u9032\u884c\u4e0d\u53ef\u80fd$} \\end{cases}<br \/>\n$$<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u56f31\u306e\u3088\u3046\u306b\u3001$\\sigma_{i}=+1$\u3067\u6771\u897f\u65b9\u5411\u304c\u9752\u4fe1\u53f7\u3068\u5b9a\u7fa9\u3057\u3066\u3044\u308b\u3068\u3001$s_{ij}=+1$\u3068\u5b9a\u307e\u308a\u307e\u3059\u3002\u4e00\u65b9\u3001$\\sigma_{j}=-1$\u3067\u5357\u5317\u65b9\u5411\u304c\u9752\u4fe1\u53f7\u3068\u5b9a\u7fa9\u3059\u308b\u5834\u5408\u306f\u3001$s_{kj}=+1$\u3068\u5b9a\u307e\u308a\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306b\u3001\u5404$\\sigma$\u306b\u304a\u3044\u3066\u3001\u300c\u72b6\u614bA\u306e\u6642\u3069\u3061\u3089\u306e\u65b9\u5411\u3092\u9752\u306b\u3059\u308b\u306e\u304b\u3001\u72b6\u614bB\u306e\u6642\u3069\u3061\u3089\u306e\u65b9\u5411\u3092\u9752\u306b\u3059\u308b\u306e\u304b\u300d\u304c\u5b9a\u307e\u308c\u3070\u3001$s$\u3068\u3044\u3046\u30d1\u30e9\u30e1\u30fc\u30bf\u304c\u81ea\u305a\u3068\u6c7a\u5b9a\u3055\u308c\u307e\u3059\u3002<\/p>\n<p><div style=\"width: 514px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/inspirehep.net\/files\/9e441bc4f51a661d19ee15eac2a2f402\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/inspirehep.net\/files\/9e441bc4f51a661d19ee15eac2a2f402\" width=\"504\" height=\"135\" class=\"\" \/><\/a><p class=\"wp-caption-text\">\u56f31: \u6c7a\u5b9a\u5909\u6570\u306e\u5b9a\u7fa9 ([\u5f15\u7528] <a href=\"https:\/\/inspirehep.net\/literature\/2795460\">https:\/\/inspirehep.net\/literature\/2795460<\/a>)<\/p><\/div>\u6b21\u306b\u3001\u30b3\u30b9\u30c8\u95a2\u6570\u3092\u8a2d\u8a08\u3057\u3066\u3044\u304d\u307e\u3059\u3002\u307e\u305a\u3001\u4ea4\u5dee\u70b9\u3067\u300c\u6df7\u3093\u3067\u3044\u308b\u65b9\u5411\u300d\u3092\u8abf\u3079\u308b\u305f\u3081\u306b\u3001$x_{i}(t)$\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/p>\n<p>$$<br \/>\n\\begin{align*}<br \/>\nx_{i}(t) &amp;:= \\text{(\u4ea4\u5dee\u70b9$i$\u306b\u304a\u3051\u308b\u65b9\u5411A\u306e\u8eca\u4e21\u6570) &#8211; (\u4ea4\u5dee\u70b9$i$\u306b\u304a\u3051\u308b\u65b9\u5411B\u306e\u8eca\u4e21\u6570)} \\\\<br \/>\n&amp;:= 2\\sum_{j\\in N_{i}} \\eta_{ij} s_{ij} q_{ij} \\\\<br \/>\n\\end{align*}<br \/>\n\\tag{1}<br \/>\n$$<\/p>\n<p>\u3053\u3053\u3067\u3001$N_{i}$\u306f\u4ea4\u5dee\u70b9$i$\u306b\u96a3\u63a5\u3059\u308b\u4ea4\u5dee\u70b9\u306e\u96c6\u5408\u3001$\\eta_{ij}$\u306f\u9053\u8def$(i, j)$\u306e\u91cd\u307f\u30d1\u30e9\u30e1\u30bf\u3067\u3001$q_{ij}$\u306f\u9053\u8def$(i, j)$\u306e\u8eca\u4e21\u6570(\u8a73\u7d30\u306f\u5f8c\u8ff0)\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001$x_{i}(t)&gt;0$\u306a\u3089\u65b9\u5411A\u304c\u6df7\u3093\u3067\u3044\u308b\u306e\u3067\u3001\u65b9\u5411A\u304c\u9752\u4fe1\u53f7\u306b\u306a\u308b\u3088\u3046\u306a$\\sigma_{i}$\u306b\u3057\u3088\u3046\u3001\u3068\u3044\u3046\u65b9\u91dd\u304c\u7acb\u3066\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<br \/>\n\u3053\u3053\u304b\u3089\u306f\u3001\u672a\u6765\u306e\u8eca\u4e21\u6570\u3092\u4e88\u6e2c\u3057\u3066$\\vec{\\sigma}$\u3092\u6c7a\u5b9a\u3067\u304d\u308b\u3088\u3046\u306a\u3001\u4e88\u6e2c\u5236\u5fa1\u30e2\u30c7\u30eb\u3092\u7d44\u307f\u8fbc\u3093\u3067\u3044\u304d\u307e\u3059\u3002<\/p>\n<p>\u307e\u305a\u3001\u5148\u7a0b\u306e$q_{ij}$\u3092\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/p>\n<p>$$<br \/>\n% \\begin{align*}<br \/>\nq_{ij}(t) := \\{\\text{($\u9053\u8def(i,j)$\u306b\u6d41\u5165\u3059\u308b\u5272\u5408[\u53f0\/\u79d2]) &#8211; ($\u9053\u8def(i,j)$\u304b\u3089\u6d41\u51fa\u3059\u308b\u5272\u5408[\u53f0\/\u79d2])}\\}\\times t \\\\ + \\text{(\u5143\u3005\u3001$\u9053\u8def(i,j)$\u306b\u3044\u305f\u8eca\u4e21\u6570)}<br \/>\n% \\end{align*}<br \/>\n$$<\/p>\n<p>\u3053\u308c\u3092\u6642\u9593$t$\u3067\u5fae\u5206\u3059\u308b\u3068\u3001<br \/>\n$$<br \/>\n% \\begin{align*}<br \/>\n\\frac{d}{dt}q_{ij}(t) := \\text{($\u9053\u8def(i,j)$\u306b\u6d41\u5165\u3059\u308b\u5272\u5408[\u53f0\/\u79d2]) &#8211; ($\u9053\u8def(i,j)$\u304b\u3089\u6d41\u51fa\u3059\u308b\u5272\u5408[\u53f0\/\u79d2])}<br \/>\n% \\end{align*}<br \/>\n\\tag{2}<br \/>\n$$<\/p>\n<p>\u3068\u306a\u308a\u307e\u3059\u3002\u6b21\u306b\u3001\u6d41\u5165\u30fb\u6d41\u51fa\u3059\u308b\u5272\u5408\u3092\u56f32\u306e\u3088\u3046\u306b\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/p>\n<p><div style=\"width: 723px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/inspirehep.net\/files\/e412a3a41f6d96a5ac7d1d33e1f04923\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/inspirehep.net\/files\/e412a3a41f6d96a5ac7d1d33e1f04923\" width=\"713\" height=\"309\" class=\"\" \/><\/a><p class=\"wp-caption-text\">\u56f32: \u9053\u8def$(i,j)$\u306b\u304a\u3051\u308b\u6d41\u5165\u30fb\u6d41\u51fa\u3059\u308b\u5272\u5408 ([\u5f15\u7528] <a href=\"https:\/\/inspirehep.net\/literature\/2795460\">https:\/\/inspirehep.net\/literature\/2795460<\/a>)<\/p><\/div>\u307e\u305a\u3001$a_{ij}$\u304c\u6d41\u5165\u3059\u308b\u5272\u5408\u3092\u8868\u3057\u307e\u3059\u3002\u4e0a\u6dfb\u5b57\u306f\u3001$\\sigma_{j}$\u306e\u5024\u306b\u3088\u3063\u3066\u6c7a\u307e\u308a\u3001$\\sigma_{j}=+1$\u306e\u3068\u304d\u306e\u6d41\u5165\u5272\u5408\u306f$a_{ij}^0$\u3001$\\sigma_{j}=-1$\u306e\u3068\u304d\u306f$a_{ij}^1$\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u3053\u308c\u3088\u308a\u3001\u9053\u8def$(i,j)$\u306b\u6d41\u5165\u3059\u308b\u5272\u5408\u3092\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u307e\u3068\u3081\u3066\u8a18\u8ff0\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>$$<br \/>\n\\begin{aligned}<br \/>\n&amp; \\frac{1}{2} a_{i j}^0\\left(\\sigma_j+1\\right)+\\frac{1}{2} a_{i j}^1\\left(-\\sigma_j+1\\right)=\\frac{1}{2}\\left(\\bar{a}_{i j}+a_{i j}^{\\Delta} \\sigma_j\\right)<br \/>\n\\end{aligned}<br \/>\n$$<\/p>\n<p>\u3053\u3053\u3067\u3001$(\\bar{a}_{i j}, a_{i j}^{\\Delta})=(a_{ij}^0+a_{ij}^1, a_{ij}^0-a_{ij}^1)$\u3068\u3057\u3066\u3044\u307e\u3059\u3002$a_{ij}^0$\u3084$a_{ij}^1$\u306f\u4e8b\u524d\u306b\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3057\u3066\u7b97\u51fa\u3059\u308b\u3053\u3068\u3092\u60f3\u5b9a\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u8a08\u6e2c\u3059\u308b\u3053\u3068\u3067\u6025\u6fc0\u306a\u8eca\u4e21\u5909\u5316\u306b\u5bfe\u5fdc\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u6d41\u51fa\u5272\u5408\u3082\u540c\u69d8\u306b\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/p>\n<p>$$<br \/>\n\\begin{aligned}<br \/>\n\\frac{1}{2} o_{i j}^g\\left(s_{i j} \\sigma_i+1\\right)+\\frac{1}{2} o_{i j}^r\\left(-s_{i j} \\sigma_i+1\\right)=\\frac{1}{2}\\left(\\bar{o}_{i j}+o_{i j}^{\\Delta} s_{i j} \\sigma_i\\right)<br \/>\n\\end{aligned}<br \/>\n$$<\/p>\n<p>$o_{ij}^r$\u306f\u3001\u53f3\u6298\/\u5de6\u6298\u4fe1\u53f7\u306a\u3069\u3092\u60f3\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3092\u5f0f(2)\u306b\u4ee3\u5165\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>$$<br \/>\n% \\begin{align*}<br \/>\n\\frac{d}{dt}q_{ij}(t) = \\frac{1}{2}\\left(\\bar{a}_{i j}+a_{i j}^{\\Delta} \\sigma_j &#8211; \\bar{o}_{i j}-o_{i j}^{\\Delta} s_{i j} \\sigma_i\\right)<br \/>\n% \\end{align*}<br \/>\n\\tag{3}<br \/>\n$$<\/p>\n<p>\u6b21\u306b\u3001\u5f0f(1)\u306b\u5bfe\u3057\u3066\u6642\u9593$t$\u3067\u5fae\u5206\u3057\u3001\u5f0f(3)\u3092\u4ee3\u5165\u3059\u308b\u3068\u3001<\/p>\n<p>$$<br \/>\n\\begin{align*}<br \/>\n\\frac{d}{dt}x_{i}(t) &amp;= 2\\sum_{j\\in N_{i}} \\eta_{ij} s_{ij} \\frac{d}{dt}q_{ij} \\\\<br \/>\n&amp;= \\sum_{j\\in N_{i}} \\eta_{ij} s_{ij} \\left(\\bar{a}_{i j}+a_{i j}^{\\Delta} \\sigma_j &#8211; \\bar{o}_{i j}-o_{i j}^{\\Delta} s_{i j} \\sigma_i\\right) \\\\<br \/>\n&amp;= -\\sum_{j\\in N_{i}}\\eta_{ij}o_{i j}^{\\Delta}\\sigma_{i} + \\sum_{j\\in N_{i}}\\eta_{ij}s_{ij}a_{i j}^{\\Delta}\\sigma_{j} + \\sum_{j\\in N_{i}}\\eta_{ij}s_{ij}(\\bar{a}_{i j} &#8211; \\bar{o}_{i j}) \\\\<br \/>\n&amp;= A_{ii}\\sigma_{i} + \\sum_{j\\in N_{i}}A_{ij}\\sigma_{j} + b_{i} \\\\<br \/>\n\\end{align*}<br \/>\n$$<\/p>\n<p>\u3068\u306a\u308a\u307e\u3059\u3002$x_{i}$\u3092\u30d9\u30af\u30c8\u30eb\u3067\u8868\u8a18\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u8868\u8a18\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>$$<br \/>\n\\begin{align*}<br \/>\n\\frac{d}{dt}\\vec{x}(t)<br \/>\n&amp;= A\\vec{\\sigma}(t) + \\vec{b} \\\\<br \/>\n\\end{align*}<br \/>\n$$<\/p>\n<p>\u3053\u3053\u3067\u3001$\\tau$\u306f\u4fe1\u53f7\u6a5f\u306e\u5207\u308a\u66ff\u3048\u3092\u884c\u3046\u307e\u3067\u306e\u6642\u9593$\\tau$\u3092\u5c0e\u5165\u3057\u307e\u3059(\u4f8b\u3048\u3070\u300160\u79d2)\u3002\u3064\u307e\u308a\u3001$t \\le t&#8217; \\le t+\\tau$\u306e\u6642\u9593\u5e2f\u3067\u306f\u3001$\\vec{\\sigma}(t)$\u306e\u72b6\u614b\u304c\u7dad\u6301\u3055\u308c\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u3053\u306e\u4e8b\u5b9f\u3092\u5229\u7528\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u5dee\u5206\u65b9\u7a0b\u5f0f\u304c\u5f97\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>$$<br \/>\n\\begin{align*}<br \/>\n\\vec{x}(t+\\tau) &#8211; \\vec{x}(t)<br \/>\n&amp;= \\int_{t}^{t+\\tau}\\frac{d}{dt}\\vec{x}(t&#8217;) dt&#8217;\\\\<br \/>\n&amp;= \\int_{t}^{t+\\tau} (A\\vec{\\sigma}(t) + \\vec{b}) dt&#8217;\\\\<br \/>\n&amp;= (A\\vec{\\sigma}(t) + \\vec{b}) ((t+\\tau) &#8211; t)\\\\<br \/>\n&amp;= (A\\vec{\\sigma}(t) + \\vec{b})\\times \\tau \\\\<br \/>\n\\end{align*}<br \/>\n$$<\/p>\n<p>\u5f93\u3063\u3066\u3001<\/p>\n<p>$$<br \/>\n\\begin{align*}<br \/>\n\\vec{x}(t+\\tau)<br \/>\n&amp;= \\vec{x}(t) + A\\tau\\vec{\\sigma}(t) + \\vec{b}\\tau\\\\<br \/>\n&amp;= \\vec{x}(t) + \\tilde{A}\\vec{\\sigma}(t) + \\tilde{b}\\\\<br \/>\n\\end{align*}<br \/>\n$$<\/p>\n<p>\u3068\u306a\u308a\u307e\u3059\u3002\u3053\u306e\u30d9\u30af\u30c8\u30eb\u306e\u5185\u7a4d\u3092\u53d6\u308b\u3068\u3001\u30a4\u30b8\u30f3\u30b0\u30e2\u30c7\u30eb\u304c\u5f97\u3089\u308c\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u672c\u8ad6\u6587\u3067\u306f\u3001$\\tau$\u3088\u308a\u3082\u66f4\u306b\u5148\u306e$2\\tau, 3\\tau, &#8230;$\u306b\u3082\u5bfe\u5fdc\u3067\u304d\u308b\u3088\u3046\u306b\u4e00\u822c\u5316\u3057\u305f\u4ee5\u4e0b\u306e\u30a4\u30b8\u30f3\u30b0\u30e2\u30c7\u30eb\u3092\u63d0\u6848\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>$$<br \/>\n\\begin{aligned}<br \/>\n&amp; C\\left(\\sigma\\left(\\left[t, \\ldots, t+\\left(k_{\\mathrm{h}}-1\\right) \\tau\\right]\\right)\\right) \\\\<br \/>\n&amp; \\quad=\\sum_{k=1}^{k_{\\mathrm{h}}} \\vec{x}(t+k \\tau)^{\\top} Q \\vec{x}(t+k \\tau),<br \/>\n\\end{aligned}<br \/>\n\\tag{4}<br \/>\n$$<\/p>\n<p>\u3053\u3053\u3067\u3001$k_{h}$\u306f\u4f55\u624b\u5148\u307e\u3067\u898b\u901a\u3059\u304b\u3092\u8868\u3059\u6574\u6570\u5024\u3067\u3001$Q$\u306f\u4ea4\u5dee\u70b9\u3054\u3068\u306e\u91cd\u307f\u30d1\u30e9\u30e1\u30bf\u3067\u3059\u3002\u5168\u3066\u306e\u4ea4\u5dee\u70b9\u3092\u5e73\u7b49\u306b\u6271\u3046\u5834\u5408\u306f\u3001$Q=I_{N}$(\u5358\u4f4d\u884c\u5217)\u3068\u3057\u307e\u3059\u3002\u6700\u5f8c\u306b\u3001\u5f0f(4)\u306b\u3064\u3044\u3066\u5f0f\u5909\u5f62\u3092\u884c\u3044\u3001\u5c40\u6240\u78c1\u5834\u9805\u3068\u76f8\u4e92\u4f5c\u7528\u9805\u3092\u660e\u793a\u7684\u306b\u8868\u8a18\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002\u307e\u305a\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b$\\sigma, x$\u3092\u62e1\u5f35\u3057\u307e\u3059\u3002<br \/>\n$$<br \/>\n\\begin{aligned}<br \/>\n\\boldsymbol{\\sigma}(t) &amp; =\\left[\\vec{\\sigma}(t)^{\\top} \\cdots \\vec{\\sigma}\\left(t+\\left(k_{\\mathrm{h}}-1\\right) \\tau\\right)^{\\top}\\right]^{\\top} \\in\\{ \\pm 1\\}^{N k_{\\mathrm{h}}}, \\\\<br \/>\n\\mathbf{x}(t) &amp; =\\left[\\vec{x}(t)^{\\top} \\cdots \\vec{x}\\left(t+\\left(k_{\\mathrm{h}}-1\\right) \\tau\\right)^{\\top}\\right]^{\\top} \\in \\mathbb{R}^{N k_{\\mathrm{h}}} .<br \/>\n\\end{aligned}<br \/>\n$$<\/p>\n<p>\u3055\u3089\u306b\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u884c\u5217\u3068\u30d9\u30af\u30c8\u30eb\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/p>\n<p>$$<br \/>\n\\begin{aligned}<br \/>\n\\mathbf{I} &amp; =\\left[\\begin{array}{cccc}<br \/>\nI_N &amp; I_N &amp; \\cdots &amp; I_N<br \/>\n\\end{array}\\right]^{\\top} \\in \\mathbb{R}^{N k_{\\mathrm{h}} \\times N}, \\\\<br \/>\n\\mathbf{A} &amp; =\\left[\\begin{array}{ccccc}<br \/>\n\\tilde{A} &amp; 0 &amp; \\cdots &amp; \\cdots &amp; 0 \\\\<br \/>\n\\tilde{A} &amp; \\tilde{A} &amp; \\ddots &amp; &amp; \\vdots \\\\<br \/>\n\\vdots &amp; \\ddots &amp; \\ddots &amp; \\ddots &amp; \\vdots \\\\<br \/>\n\\tilde{A} &amp; \\tilde{A} &amp; \\cdots &amp; \\tilde{A} &amp; 0 \\\\<br \/>\n\\tilde{A} &amp; \\tilde{A} &amp; \\cdots &amp; \\tilde{A} &amp; \\tilde{A}<br \/>\n\\end{array}\\right]^{\\top} \\in \\mathbb{R}^{N k_{\\mathrm{h}} \\times N k_{\\mathrm{h}}}, \\\\<br \/>\n\\mathbf{b} &amp; =\\left[\\begin{array}{cccc}<br \/>\n\\vec{\\tilde{b}}^{\\top} &amp; 2 \\vec{\\tilde{b}}^{\\top} &amp; \\cdots &amp; k_{\\mathrm{h}} \\vec{\\tilde{b}}^{\\top}<br \/>\n\\end{array}\\right]^{\\top} \\in \\mathbb{R}^{N k_{\\mathrm{h}}} .<br \/>\n\\end{aligned}<br \/>\n$$<\/p>\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u5dee\u5206\u65b9\u7a0b\u5f0f\u3082\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u62e1\u5f35\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<p>$$<br \/>\n\\begin{aligned}<br \/>\n&amp;\\mathbf{x}(t+\\tau)=\\mathbf{I} x(t)+\\mathbf{A} \\boldsymbol{\\sigma}(t)+\\mathbf{b} .\\\\<br \/>\n\\end{aligned}<br \/>\n$$<\/p>\n<p>\u5f93\u3063\u3066\u3001\u30a4\u30b8\u30f3\u30b0\u30e2\u30c7\u30eb\u306f\u6b21\u306e\u3088\u3046\u306b\u5c40\u6240\u78c1\u5834\u9805\u3068\u76f8\u4e92\u4f5c\u7528\u9805\u3001\u305d\u3057\u3066\u5b9a\u6570\u9805\u306b\u5206\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>$$<br \/>\n\\begin{aligned}<br \/>\nC &amp; \\left(\\sigma\\left(\\left[t, \\ldots, t+\\left(k_{\\mathrm{h}}-1\\right) \\tau\\right]\\right)\\right) \\\\<br \/>\n&amp; =\\mathbf{x}(t+\\tau)^{\\top} \\mathbf{Q} \\mathbf{x}(t+\\tau) \\\\<br \/>\n&amp; =[\\mathbf{I} x(t)+\\mathbf{A} \\boldsymbol{\\sigma}(t)+\\mathbf{b}]^{\\top} \\mathbf{Q}[\\mathbf{I} x(t)+\\mathbf{A} \\boldsymbol{\\sigma}(t)+\\mathbf{b}] \\\\<br \/>\n&amp; =\\boldsymbol{\\sigma}(t)^{\\top} \\mathbf{A}^{\\top} \\mathbf{Q A} \\boldsymbol{\\sigma}(t)+2[\\mathbf{I} x(t)+\\mathbf{b}]^{\\top} \\mathbf{Q A} \\boldsymbol{\\sigma}(t)+\\boldsymbol{c},<br \/>\n\\end{aligned}<br \/>\n$$<\/p>\n<p>\u3053\u306e\u30a4\u30b8\u30f3\u30b0\u30e2\u30c7\u30eb\u3092\u3001\u30b7\u30df\u30e5\u30ec\u30fc\u30c6\u30c3\u30c9\u30fb\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0(SA)\u3084\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0(QA)\u3067\u89e3\u304f\u3053\u3068\u306b\u3088\u308a\u3001CO2\u6392\u51fa\u91cf\u3068\u3044\u3063\u305f\u69d8\u3005\u306a\u6307\u6a19\u306b\u3064\u3044\u3066\u8a55\u4fa1\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%AE%9F%E9%A8%93\"><\/span>\u5b9f\u9a13<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%E8%A9%95%E4%BE%A1%E6%8C%87%E6%A8%99\"><\/span>\u8a55\u4fa1\u6307\u6a19<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u672c\u8ad6\u6587\u306b\u304a\u3051\u308b\u30a4\u30b8\u30f3\u30b0\u30e2\u30c7\u30eb\u306f\u3001$\\vec{x}$\u306e\u5185\u7a4d\u3067\u8868\u3055\u308c\u307e\u3057\u305f\u3002\u3064\u307e\u308a\u3001\u5404\u4ea4\u5dee\u70b9\u3067\u5357\u5317\u65b9\u5411\u3084\u6771\u897f\u65b9\u5411\u306e\u6df7\u96d1\u5ea6\u304c\u540c\u3058\u304f\u3089\u3044\u306b\u306a\u3063\u3066\u6b32\u3057\u3044\u3001\u3068\u3044\u3046\u306e\u304c\u76ee\u7684\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u6df7\u96d1\u5ea6\u306e\u5e73\u6e96\u5316\u306f\u4ea4\u901a\u72b6\u6cc1\u3092\u76f4\u63a5\u7684\u306b\u8a55\u4fa1\u3057\u3066\u3044\u308b\u8a33\u3067\u306f\u306a\u3044\u305f\u3081\u3001\u4ee5\u4e0b\u306e\u6307\u6a19\u306b\u3064\u3044\u3066\u8a55\u4fa1\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li>Mean velocity: \u9053\u8def\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5185\u306e\u5168\u8eca\u4e21\u306e\u5e73\u5747\u901f\u5ea6<\/li>\n<li>Waiting vehicle ratio: \u9053\u8def\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5185\u306e\u5168\u8eca\u4e21\u306b\u5bfe\u3059\u308b\u505c\u6b62\u8eca\u4e21\u306e\u5272\u5408<\/li>\n<li>CO2 emissions: \u30b7\u30df\u30e5\u30ec\u30fc\u30bf\u306b\u3088\u3063\u3066\u7b97\u51fa\u3055\u308c\u308bCO2\u6392\u51fa\u91cf\u306e\u7dcf\u91cf<\/li>\n<li>Sum of squared vehicle bias: \u30a4\u30b8\u30f3\u30b0\u30e2\u30c7\u30eb\u306e\u30a8\u30cd\u30eb\u30ae\u30fc<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%E6%AF%94%E8%BC%83%E3%81%99%E3%82%8B%E6%89%8B%E6%B3%95\"><\/span>\u6bd4\u8f03\u3059\u308b\u624b\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u6bd4\u8f03\u3059\u308b\u624b\u6cd5\u306f\u4ee5\u4e0b\u306e4\u3064\u3067\u3059\u3002<\/p>\n<ul>\n<li>Local switching control : \u5c40\u6240\u7684\u306b\u4ee5\u4e0b\u306e\u6761\u4ef6\u5206\u5c90\u3067\u5236\u5fa1\u3092\u884c\u3044\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u5404\u4ea4\u5dee\u70b9\u3067(\u5468\u308a\u306e\u4ea4\u5dee\u70b9\u3092\u6c17\u306b\u305b\u305a\u306b)\u9032\u884c\u3067\u304d\u308b\u8eca\u4e21\u304c\u6700\u3082\u591a\u3044\u65b9\u5411\u3092\u9752\u306b\u3057\u307e\u3059\u3002<br \/>\n$$<br \/>\n\\begin{cases}\\sigma_i(t) \\leftarrow+1 &amp; \\text { if } x_i(t)&gt;0 \\\\ \\sigma_i(t) \\leftarrow \\sigma_i(t-\\tau) &amp; \\text { if } x_i(t)=0 \\\\ \\sigma_i(t) \\leftarrow-1 &amp; \\text { if } x_i(t)&lt;0\\end{cases}<br \/>\n$$<\/li>\n<li>Random control: \u5404\u4ea4\u5dee\u70b9\u3067\u300150%\u306e\u78ba\u7387\u3067\u9752\u4fe1\u53f7\u3001\u8d64\u4fe1\u53f7\u3092\u5207\u308a\u66ff\u3048\u307e\u3059\u3002<\/li>\n<li>Pattern control: \u3042\u3089\u304b\u3058\u3081\u6c7a\u3081\u3089\u308c\u305f\u5236\u5fa1\u30d1\u30bf\u30fc\u30f3(\u4f8b\u3048\u3070\u3001\u9752\u4fe1\u53f740\u79d2 \u2194 \u8d64\u4fe1\u53f730\u79d2)\u3092\u7e70\u308a\u8fd4\u3057\u307e\u3059\u3002\u521d\u671f\u72b6\u614b\u306b\u3064\u3044\u3066\u306f\u3001\u4ee5\u4e0b\u306e2\u3064\u3092\u8003\u3048\u307e\u3059\u3002\n<ul>\n<li>Random pattern: \u5404\u4ea4\u5dee\u70b9\u3067\u521d\u671f\u72b6\u614b\u3092\u30e9\u30f3\u30c0\u30e0\u306b\u6c7a\u5b9a\u3059\u308b\u3002<\/li>\n<li>Coordinated pattern: \u5168\u3066\u306e\u4ea4\u5dee\u70b9\u3067\u540c\u3058\u9032\u884c\u65b9\u5411\u306b\u3059\u308b\u3002(\u4f8b\u3048\u3070\u3001\u5168\u3066\u306e\u4ea4\u5dee\u70b9\u3067\u6771\u897f\u65b9\u5411\u3092\u9752\u4fe1\u53f7\u306b\u3057\u3066\u304a\u304f)<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%E6%9C%AD%E5%B9%8C%E3%81%A7%E3%81%AE%E3%82%B7%E3%83%9F%E3%83%A5%E3%83%AC%E3%83%BC%E3%82%B7%E3%83%A7%E3%83%B3\"><\/span>\u672d\u5e4c\u3067\u306e\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u307e\u305a\u3001\u672d\u5e4c\u306b\u304a\u3044\u3066\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u884c\u3044\u307e\u3059\u3002\u9053\u8def\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092OpenStreetMap\u306b\u91cd\u306d\u3066\u63cf\u753b\u3057\u305f\u306e\u304c\u56f33\u3067\u3059\u3002\u3044\u304f\u3064\u304b\u306eT\u5b57\u8def\u3092\u542b\u3093\u3060\u6b63\u65b9\u683c\u5b50\u306e\u3088\u3046\u306a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<br \/>\n\u672c\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001$\\tau=60, k_{h}=1$\u3068\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u8eca\u4e21\u4f4d\u7f6e\u3084\u76ee\u7684\u5730\u306f\u4e00\u69d8\u5206\u5e03\u3067\u6c7a\u5b9a\u3057\u3001\u7d4c\u8def\u306fSUMO\u306eduarouter\u3068\u3044\u3046\u30c4\u30fc\u30eb\u3067\u8a08\u7b97\u3092\u884c\u3044\u307e\u3059\u3002duarouter\u3067\u306f\u3001\u9053\u8def\u306e\u9577\u3055\u3084\u5236\u9650\u901f\u5ea6\u3001\u4fe1\u53f7\u6a5f\u306e\u5468\u671f\u60c5\u5831\u304b\u3089\u6700\u77ed\u7d4c\u8def\u304c\u7b97\u51fa\u3055\u308c\u307e\u3059\u3002<\/p>\n<div style=\"width: 551px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/inspirehep.net\/files\/dcfec6e5d13de0d2744a19b66588463c\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/inspirehep.net\/files\/dcfec6e5d13de0d2744a19b66588463c\" width=\"541\" height=\"349\" class=\"\" \/><\/a><p class=\"wp-caption-text\">\u56f33: \u672d\u5e4c\u306e\u9053\u8def\u30cd\u30c3\u30c8\u30ef\u30fc\u30af ([\u5f15\u7528] <a href=\"https:\/\/inspirehep.net\/literature\/2795460\">https:\/\/inspirehep.net\/literature\/2795460<\/a>)<\/p><\/div>\n<p>\u672c\u624b\u6cd5\u306f\u3001AMPIC(Adaptive Model Predictive Ising Controller)\u3068\u540d\u4ed8\u3051\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u56f34\u306f\u672d\u5e4c\u306b\u304a\u3051\u308b\u5404\u8a55\u4fa1\u6307\u6a19\u306e\u7d50\u679c\u3067\u3059\u3002\u3053\u308c\u3088\u308a\u3001\u5168\u3066\u306e\u6307\u6a19\u306b\u304a\u3044\u3066AMPIC\u304c\u4ed6\u3092\u4e0a\u56de\u3063\u305f\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002\u305d\u3057\u3066\u3001\u90e8\u5206\u6700\u9069\u306e&#8221;local&#8221;\u304c\u305d\u308c\u306b\u8ffd\u5f93\u3059\u308b\u3088\u3046\u306a\u7d50\u679c\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<div class=\"mceTemp\">\n<div id=\"attachment_7803\" style=\"width: 783px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-7803\" src=\"\/T-Wave\/wp-content\/uploads\/2025\/06\/fig5.png\" alt=\"\" width=\"773\" height=\"622\" class=\" wp-image-7803\" \/><p id=\"caption-attachment-7803\" class=\"wp-caption-text\">\u56f34: \u672d\u5e4c\u306b\u304a\u3051\u308b\u7d50\u679c ([\u5f15\u7528] <a href=\"https:\/\/arxiv.org\/abs\/2406.03690\">https:\/\/arxiv.org\/abs\/2406.03690<\/a>)\u00a0<\/p><\/div>\u7d9a\u3044\u3066\u3001\u30de\u30c3\u30d7\u5185\u306b\u767a\u751f\u3059\u308b\u8eca\u4e21\u6570\u3092\u5909\u5316\u3055\u305b\u3066,\u3000\u540c\u69d8\u306e\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u884c\u3063\u305f\u306e\u304c\u56f35\u306e\u7d50\u679c\u3067\u3059\u3002\u56f34\u306e\u7d50\u679c\u306f\u3001\u56f35\u306e\u6a2a\u8ef8\u300cVehicle generation rate\u300d\u304c2.22\u306e\u5834\u5408\u306b\u8a72\u5f53\u3057\u307e\u3059\u3002<br \/>\nAMPIC\u3067\u3042\u3063\u3066\u3082\u3001\u3042\u308b\u4e00\u5b9a\u4ee5\u4e0a\u306e\u8eca\u4e21\u6570\u306b\u9054\u3059\u308b\u3068\u6e0b\u6ede\u767a\u751f\u304c\u907f\u3051\u3089\u308c\u305a\u3001\u624b\u6cd5\u306e\u5dee\u7570\u306f\u306a\u304f\u306a\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n<div id=\"attachment_7804\" style=\"width: 812px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-7804\" src=\"\/T-Wave\/wp-content\/uploads\/2025\/06\/fig6.png\" alt=\"\" width=\"802\" height=\"636\" class=\" wp-image-7804\" \/><p id=\"caption-attachment-7804\" class=\"wp-caption-text\">\u56f35: \u8eca\u4e21\u6570\u3092\u5909\u5316\u3055\u305b\u305f\u5834\u5408\u306e\u7d50\u679c ([\u5f15\u7528] <a href=\"https:\/\/arxiv.org\/abs\/2406.03690\">https:\/\/arxiv.org\/abs\/2406.03690<\/a>)<\/p><\/div>\n<p>\u6b21\u306b, $N \\times N$\u306e\u6b63\u65b9\u683c\u5b50\u306e\u30de\u30c3\u30d7\u3092\u5bfe\u8c61\u306b\u3001$N$\u306e\u5927\u304d\u3055\u3092\u5909\u5316\u3055\u305b\u3066\u540c\u69d8\u306e\u5b9f\u9a13\u3092\u884c\u3044\u307e\u3059\u3002\u56f36(a)~(c)\u306f, AMPIC\u306e\u7d50\u679c\u3067\u3059\u3002\u6a2a\u8ef8$\\tilde{p}$\u306f\u3001\u30de\u30c3\u30d7\u306e\u8eca\u4e21\u5bc6\u5ea6\u3092\u516c\u5e73\u306b\u3059\u308b\u305f\u3081\u306b\u3001\u8eca\u4e21\u767a\u751f\u7387\u3092$\\sqrt{N}$\u3067\u5272\u3063\u3066\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3057\u3066\u3044\u307e\u3059\u3002\u3064\u307e\u308a\u3001$N$\u304c\u5927\u304d\u3044\u307b\u3069\u3001\u305f\u304f\u3055\u3093\u306e\u8eca\u4e21\u3092\u767a\u751f\u3055\u305b\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u7d50\u679c\u304b\u3089\u3001\u30de\u30c3\u30d7\u30b5\u30a4\u30ba\u304c\u5927\u304d\u3044\u307b\u3069\u3001AMPIC(\u5168\u4f53\u6700\u9069\u5316)\u306e\u52b9\u679c\u304c\u73fe\u308c\u3084\u3059\u304f\u306a\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30b5\u30a4\u30ba\u304c\u5927\u304d\u3044\u307b\u3069\u7d44\u5408\u305b\u6570\u304c\u591a\u304f\u306a\u308b\u305f\u3081\u3060\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>&#8220;local&#8221;\u624b\u6cd5\u306b\u5bfe\u3059\u308bAMPIC\u306e\u7d50\u679c(\u76f8\u5bfe\u8aa4\u5dee)\u304c\u56f36(d)~(f)\u3067\u3059\u3002$\\tilde{p}&lt;0.3$\u306e\u9818\u57df\u3067\u3001\u624b\u6cd5\u306b\u3088\u308b\u5dee\u304c\u9855\u8457\u306b\u73fe\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u3057\u3066\u3001$\\tilde{p} \\approx 0.4$\u3067\u6025\u6fc0\u306a\u5dee\u304c\u751f\u3058\u308b\u306e\u306f\u3001&#8221;local&#8221;\u3067\u306e\u307f\u6e0b\u6ede\u304c\u767a\u751f\u3057\u3066\u3044\u308b\u304b\u3089\u3067\u3059\u3002\u305d\u308c\u4ee5\u964d\u306e\u9818\u57df\u3067\u306f\u3001\u672c\u624b\u6cd5\u3082\u540c\u69d8\u306b\u6e0b\u6ede\u304c\u767a\u751f\u3059\u308b\u305f\u3081\u5dee\u304c\u6d88\u6ec5\u3057\u3066\u3044\u3057\u307e\u3044\u307e\u3059\u3002<br \/>\n<div id=\"attachment_7805\" style=\"width: 803px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-7805\" src=\"\/T-Wave\/wp-content\/uploads\/2025\/06\/fig7.png\" alt=\"\" width=\"793\" height=\"433\" class=\" wp-image-7805\" \/><p id=\"caption-attachment-7805\" class=\"wp-caption-text\">\u56f36: \u6b63\u65b9\u683c\u5b50\u306b\u304a\u3051\u308bAMPIC\u306e\u5b9f\u9a13 ([\u5f15\u7528] <a href=\"https:\/\/arxiv.org\/abs\/2406.03690\">https:\/\/arxiv.org\/abs\/2406.03690<\/a>)<\/p><\/div><\/p>\n<p>\u7d9a\u3044\u3066\u3001\u4f55\u624b\u5148\u3092\u898b\u308b\u306e\u304b\u3092\u8868\u3059$k_{h}$\u3092$1 \\sim 10$\u3067\u5909\u5316\u3055\u305b\u3066\u5b9f\u9a13\u3092\u884c\u3044\u307e\u3059\u3002$10 \\times 10$\u306e\u6b63\u65b9\u683c\u5b50\u3067\u5b9f\u9a13\u3092\u884c\u3063\u305f\u7d50\u679c\u304c\u56f37\u3067\u3059\u3002$k_{h}=6$\u307e\u3067\u306f\u9806\u8abf\u306b\u6539\u5584\u3059\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3057\u305f\u304c\u3001\u305d\u308c\u4ee5\u4e0a\u3067\u306f\u4e88\u6e2c\u7cbe\u5ea6\u306e\u60aa\u5316\u306b\u3088\u308a\u4ea4\u901a\u72b6\u6cc1\u306e\u6539\u5584\u306f\u308f\u305a\u304b\u306b\u306a\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<br \/>\n<div id=\"attachment_7806\" style=\"width: 971px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-7806\" src=\"\/T-Wave\/wp-content\/uploads\/2025\/06\/fig8.png\" alt=\"\" width=\"961\" height=\"263\" class=\" wp-image-7806\" \/><p id=\"caption-attachment-7806\" class=\"wp-caption-text\">\u56f37: $k_{h}$\u3092\u5909\u5316\u3055\u305b\u305f\u5834\u5408\u306e\u7d50\u679c ([\u5f15\u7528] <a href=\"https:\/\/arxiv.org\/abs\/2406.03690\">https:\/\/arxiv.org\/abs\/2406.03690<\/a>)<\/p><\/div><\/p>\n<p>\u6700\u5f8c\u306b\u3001\u8a08\u7b97\u624b\u6cd5\u306b\u3088\u308b\u6bd4\u8f03\u3092\u884c\u3063\u305f\u7d50\u679c\u304c\u88682\u3067\u3059\u3002\u624b\u6cd5\u306e\u8a73\u7d30\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<ul>\n<li>Greedy: \u5404\u30b9\u30c6\u30c3\u30d7\u3067\u30a8\u30cd\u30eb\u30ae\u30fc\u304c\u6700\u3082\u4f4e\u304f\u306a\u308b\u5909\u6570\u3092\u30d5\u30ea\u30c3\u30d7\u3057\u3066\u3044\u304f\u624b\u6cd5<\/li>\n<li>SA: \u30b7\u30df\u30e5\u30ec\u30fc\u30c6\u30c3\u30c9\u30fb\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0 (D-Wave neal)<\/li>\n<li>QA: \u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0 (D-Wave Advantage)<\/li>\n<\/ul>\n<p>\u4ea4\u901a\u72b6\u6cc1\u306b\u95a2\u3059\u308b\u8a55\u4fa1\u6307\u6a19(\u8868\u306e\u4e0a\u304b\u30893\u3064)\u306b\u304a\u3044\u3066, SA\u304c\u6700\u3082\u512a\u4f4d\u3067\u3042\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002\u4e00\u65b9\u3001\u8a08\u7b97\u6642\u9593\u306fQA(qpu_access_time\u3092\u8a08\u6e2c)\u304c\u5727\u52dd\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u7d50\u679c\u304b\u3089\u3001\u8a08\u7b97\u6027\u80fd\u3068\u8a08\u7b97\u6642\u9593\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3092\u8003\u616e\u3059\u308b\u3068QA\u304c\u6700\u3082\u5b9f\u7528\u7684\u3067\u3042\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u305f\u3060\u3057\u3001SA\u306f\u5b9f\u884c\u3059\u308b\u30de\u30b7\u30f3\u306e\u6027\u80fd\u306b\u3088\u308a\u7d50\u679c\u306f\u5909\u52d5\u3059\u308b\u3068\u8ff0\u3079\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<div id=\"attachment_7808\" style=\"width: 973px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-7808\" src=\"\/T-Wave\/wp-content\/uploads\/2025\/06\/table2.png\" alt=\"\" width=\"963\" height=\"142\" class=\" wp-image-7808\" \/><p id=\"caption-attachment-7808\" class=\"wp-caption-text\">\u88682: \u5404\u624b\u6cd5\u306b\u3088\u308b\u6bd4\u8f03 ([\u5f15\u7528] <a href=\"https:\/\/arxiv.org\/abs\/2406.03690\">https:\/\/arxiv.org\/abs\/2406.03690<\/a>)<\/p><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E8%80%83%E5%AF%9F\"><\/span>\u8003\u5bdf<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u56f36\u3067\u306f\u3001\u3042\u308b\u4e00\u5b9a\u306e\u8eca\u4e21\u6570\u3092\u8d85\u3048\u308b\u3068\u4e00\u6c17\u306b\u201d\u6e0b\u6ede\u72b6\u614b\u201d\u3068\u306a\u308b\u76f8\u8ee2\u79fb\u304c\u78ba\u8a8d\u3055\u308c\u307e\u3057\u305f\u3002\u901a\u5e38\u306e\u76f8\u8ee2\u79fb\u306f\u3001\u30b5\u30a4\u30ba\u304c\u5927\u304d\u3044\u307b\u3069\u76f8\u8ee2\u79fb\u306e\u6319\u52d5\u304c\u92ed\u304f\u73fe\u308c\u307e\u3059\u304c\u3001\u4eca\u56de\u306f\u305d\u308c\u3068\u306f\u9006\u306e\u7d50\u679c\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u5927\u898f\u6a21\u30b5\u30a4\u30ba\u307b\u3069\u672c\u624b\u6cd5\u306e\u52b9\u679c\u304c\u73fe\u308c\u3001\u7d50\u679c\u3068\u3057\u3066\u8ee2\u79fb\u304c\u7de9\u3084\u304b\u306b\u751f\u3058\u305f\u306e\u3060\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<h3><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><\/h3>\n<p>QA\u3092\u5229\u7528\u3057\u305f\u4fe1\u53f7\u6a5f\u6700\u9069\u5316\u554f\u984c\u306b\u95a2\u3059\u308b\u8ad6\u6587\u306f\u3044\u304f\u3064\u304b\u5b58\u5728\u3057\u307e\u3059\u304c\u3001\u4e88\u6e2c\u5236\u5fa1\u30e2\u30c7\u30eb\u3092\u30b3\u30b9\u30c8\u95a2\u6570\u306b\u7d44\u307f\u8fbc\u3093\u3060\u306e\u306f\u753b\u671f\u7684\u3067\u3057\u305f\u3002\u4e00\u65b9\u3067\u3001\u56f37\u306e\u3088\u3046\u306b\u3001\u73fe\u6642\u70b9\u306e\u30c7\u30fc\u30bf\u304b\u3089\u4e88\u6e2c\u3055\u308c\u305f\u8eca\u4e21\u6570\u3067\u305d\u3053\u307e\u3067\u826f\u3044\u7d50\u679c\u304c\u5f97\u3089\u308c\u308b\u306e\u306f\u4e0d\u601d\u8b70\u3067\u3057\u305f\u3002\u306a\u305c\u306a\u3089\u3001\u30a4\u30b8\u30f3\u30b0\u30e2\u30c7\u30eb\u3092\u8a2d\u8a08\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u300c\u9053\u8def\u306e\u6d41\u51fa\u5165\u5272\u5408\u300d\u306f\u3001\u4fe1\u53f7\u6a5f\u306e\u72b6\u614b\u5909\u5316\u306b\u3088\u308a\u5927\u5e45\u306b\u5909\u5316\u3059\u308b\u3068\u8003\u3048\u3089\u308c\u308b\u304b\u3089\u3067\u3059\u3002\u5b9f\u7528\u4e0a\u3067\u306f\u3001\u6700\u9069\u5316\u3059\u308b\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u9053\u8def\u306e\u8eca\u4e21\u6570\u3092\u8a08\u6e2c\u3057\u3066\u8a08\u7b97\u3059\u308b\u3001\u3068\u3044\u3046\u9010\u6b21\u7684\u306a\u6700\u9069\u5316\u304c\u3001\u6025\u6fc0\u306a\u4ea4\u901a\u91cf\u5909\u5316\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u3068\u3044\u3046\u70b9\u3067\u512a\u308c\u3066\u3044\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<h3><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<p>\u9e7f\u5185\u601c\u592e<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u6e0b\u6ede\u3092\u89e3\u6d88\u3059\u308b\u3088\u3046\u306a\u4ea4\u901a\u4fe1\u53f7\u6a5f\u306e\u6700\u9069\u5316\u306f\u3001\u30c9\u30e9\u30a4\u30d0\u30fc\u306e\u30b9\u30c8\u30ec\u30b9\u8efd\u6e1b\u3084CO2\u524a\u6e1b\u91cf\u306e\u524a\u6e1b\u3068\u3044\u3046\u70b9\u306b\u304a\u3044\u3066\u91cd\u8981\u3067\u3059\u3002\u73fe\u5728\u306e\u65e5\u672c\u3067\u306f\u3001\u5b9a\u5468\u671f\u5236\u5fa1\u3068\u4ea4\u901a\u611f\u5fdc\u5236\u5fa1\u3068\u3044\u30462\u3064\u306e\u65b9\u6cd5\u3092\u4f75\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u4ea4\u901a\u611f\u5fdc\u5236\u5fa1\u3067\u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u4ea4\u901a\u60c5\u5831\u3092\u53d6\u5f97\u3057\u4fe1\u53f7\u306e\u72b6\u614b\u3092\u6c7a\u5b9a\u3059\u308b\u305f\u3081\u3001\u9ad8\u901f\u306a\u8a08\u7b97\u304c\u6c42\u3081\u3089\u308c\u3066\u304a\u308a\u3001\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306e\u6d3b\u7528\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3092\u6d3b\u7528\u3057\u305fR. Shikanai \u3089\u306e\u5148\u884c\u7814\u7a76\u3067\u306f\u3001\u66d6\u6627\u306a\u30d1\u30e9\u30e1\u30bf\u304c\u5b58\u5728\u3057\u3001\u30e2\u30c7\u30eb\u4e88\u6e2c\u5236\u5fa1\u3082\u5c0e\u5165\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002\u672c\u7814\u7a76\u3067\u306f\u305d\u306e\u3088\u3046\u306a\u66d6\u6627\u306a\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u9664\u53bb\u3057\u3001\u30e2\u30c7\u30eb\u4e88\u6e2c\u5236\u5fa1\u3092\u7d44\u307f\u8fbc\u3093\u3060\u30a4\u30b8\u30f3\u30b0\u30e2\u30c7\u30eb\u3092\u63d0\u6848\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"author":8,"featured_media":8189,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[10,112,122],"class_list":["post-7786","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-review","tag-d-wave","tag-112","tag-122"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3067\u8eca\u306eCO2\u6392\u51fa\u91cf\u3092\u524a\u6e1b\u3057\u3088\u3046\uff01 - 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\/2025\/06\/10\/\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3067\u8eca\u306eco2\u6392\u51fa\u91cf\u3092\u524a\u6e1b\u3057\u3088\u3046\uff01\/\" \/>\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\u3067\u8eca\u306eCO2\u6392\u51fa\u91cf\u3092\u524a\u6e1b\u3057\u3088\u3046\uff01 - T-QARD Harbor\" \/>\n<meta property=\"og:description\" content=\"\u6e0b\u6ede\u3092\u89e3\u6d88\u3059\u308b\u3088\u3046\u306a\u4ea4\u901a\u4fe1\u53f7\u6a5f\u306e\u6700\u9069\u5316\u306f\u3001\u30c9\u30e9\u30a4\u30d0\u30fc\u306e\u30b9\u30c8\u30ec\u30b9\u8efd\u6e1b\u3084CO2\u524a\u6e1b\u91cf\u306e\u524a\u6e1b\u3068\u3044\u3046\u70b9\u306b\u304a\u3044\u3066\u91cd\u8981\u3067\u3059\u3002\u73fe\u5728\u306e\u65e5\u672c\u3067\u306f\u3001\u5b9a\u5468\u671f\u5236\u5fa1\u3068\u4ea4\u901a\u611f\u5fdc\u5236\u5fa1\u3068\u3044\u30462\u3064\u306e\u65b9\u6cd5\u3092\u4f75\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u4ea4\u901a\u611f\u5fdc\u5236\u5fa1\u3067\u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u4ea4\u901a\u60c5\u5831\u3092\u53d6\u5f97\u3057\u4fe1\u53f7\u306e\u72b6\u614b\u3092\u6c7a\u5b9a\u3059\u308b\u305f\u3081\u3001\u9ad8\u901f\u306a\u8a08\u7b97\u304c\u6c42\u3081\u3089\u308c\u3066\u304a\u308a\u3001\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306e\u6d3b\u7528\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3092\u6d3b\u7528\u3057\u305fR. 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