{"id":2201,"date":"2026-11-06T00:00:00","date_gmt":"2026-11-05T15:00:00","guid":{"rendered":"https:\/\/quantumsea.net\/?p=2201"},"modified":"2026-11-05T06:22:40","modified_gmt":"2026-11-04T21:22:40","slug":"qs-pinn-quantum-gate-control-20261105","status":"publish","type":"post","link":"https:\/\/quantumsea.net\/?p=2201","title":{"rendered":"\u91cf\u5b50\u30b2\u30fc\u30c8\u306e\u5236\u5fa1\u6ce2\u5f62\u3092\u5b66\u3076PINN\u3001\u5b66\u7fd2\u5f8c\u306b\u4f55\u3092\u78ba\u304b\u3081\u308b\u304b"},"content":{"rendered":"<p>\u91cf\u5b50\u30d3\u30c3\u30c8\u306b\u76ee\u7684\u306e\u64cd\u4f5c\u3092\u3055\u305b\u308b\u306b\u306f\u3001\u96fb\u78c1\u5834\u306a\u3069\u306e\u5f37\u3055\u3092\u6642\u9593\u3068\u3068\u3082\u306b\u3069\u3046\u5909\u3048\u308b\u304b\u3092\u6c7a\u3081\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u5236\u5fa1\u6ce2\u5f62\u3092AI\u306b\u5b66\u7fd2\u3055\u305b\u3066\u3082\u3001\u5b66\u7fd2\u4e2d\u306e\u8aa4\u5dee\u304c\u5c0f\u3055\u3044\u3060\u3051\u3067\u306f\u3001\u72d9\u3063\u305f\u91cf\u5b50\u30b2\u30fc\u30c8\u304c\u6b63\u3057\u304f\u50cd\u304f\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>\u30b3\u30eb\u30c9\u30d0\u5927\u5b66\u306a\u3069\u306eLuis Fabra\u3089\u306f\u30012026\u5e7411\u67082\u65e5\u516c\u958b\u306e\u30d7\u30ec\u30d7\u30ea\u30f3\u30c8\u3067\u3001\u7269\u7406\u6cd5\u5247\u3092\u5b66\u7fd2\u306b\u7d44\u307f\u8fbc\u3080\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u300cPINN\u300d\u3092\u4f7f\u3044\u30011\u91cf\u5b50\u30d3\u30c3\u30c8\u30682\u91cf\u5b50\u30d3\u30c3\u30c8\u306e\u5236\u5fa1\u6ce2\u5f62\u3092\u8a2d\u8a08\u3057\u307e\u3057\u305f\u3002\u7279\u5fb4\u306f\u3001\u6ce2\u5f62\u3092\u5b66\u3076\u6bb5\u968e\u3001\u91cf\u5b50\u30b2\u30fc\u30c8\u3068\u3057\u3066\u78ba\u304b\u3081\u308b\u6bb5\u968e\u3001\u5c11\u6570\u306e\u4fc2\u6570\u3084\u77e9\u5f62\u30d1\u30eb\u30b9\u3078\u5909\u63db\u3059\u308b\u6bb5\u968e\u3092\u5206\u3051\u3001\u305d\u308c\u305e\u308c\u306e\u8aa4\u5dee\u3092\u8abf\u3079\u305f\u3053\u3068\u3067\u3059\u3002\u6210\u679c\u306f\u6570\u5024\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3067\u3001\u5b9f\u6a5f\u306e\u30b2\u30fc\u30c8\u7cbe\u5ea6\u3092\u6e2c\u3063\u305f\u5831\u544a\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<section 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aria-label=\"\u7c21\u5358\u306b\u307e\u3068\u3081\u308b\u3068\uff1f\">\n<p><strong>\u7c21\u5358\u306b\u307e\u3068\u3081\u308b\u3068\uff1f<\/strong><\/p>\n<ul>\n<li>PINN\u306f\u3001\u91cf\u5b50\u72b6\u614b\u306e\u6642\u9593\u5909\u5316\u3068\u5236\u5fa1\u6ce2\u5f62\u3092\u540c\u6642\u306b\u5b66\u7fd2\u3057\u307e\u3059\u3002\u7269\u7406\u6cd5\u5247\u3068\u306e\u305a\u308c\u3084\u76ee\u6a19\u72b6\u614b\u3068\u306e\u5dee\u3092\u6e1b\u3089\u3057\u3001\u6ce2\u5f62\u306e\u59cb\u3081\u3068\u7d42\u308f\u308a\u306b\u306f\u6ed1\u3089\u304b\u306b\u30bc\u30ed\u3078\u623b\u308b\u6761\u4ef6\u3092\u7d44\u307f\u8fbc\u307f\u307e\u3059\u3002<\/li>\n<li>\u5b66\u7fd2\u5f8c\u306e\u6ce2\u5f62\u3092\u5225\u306e\u6570\u5024\u8a08\u7b97\u3067\u52d5\u304b\u3057\u3001\u5b66\u7fd2\u306b\u4f7f\u308f\u306a\u304b\u3063\u305f\u5165\u529b\u72b6\u614b\u3084\u5e73\u5747\u30b2\u30fc\u30c8\u5fe0\u5b9f\u5ea6\u3067\u8a55\u4fa1\u3057\u307e\u3057\u305f\u3002\u5b66\u7fd2\u8aa4\u5dee\u3068\u52d5\u4f5c\u7cbe\u5ea6\u3092\u540c\u3058\u3082\u306e\u3068\u3057\u3066\u6271\u3044\u307e\u305b\u3093\u3002<\/li>\n<li>\u6ed1\u3089\u304b\u306a\u6ce2\u5f62\u3092\u77ed\u3044\u6570\u5024\u8868\u73fe\u3084\u77e9\u5f62\u30d1\u30eb\u30b9\u3078\u5909\u3048\u308b\u969b\u3082\u3001\u5143\u306e\u52d5\u4f5c\u3092\u4fdd\u3066\u308b\u304b\u3092\u5225\u306b\u691c\u8a3c\u3057\u307e\u3057\u305f\u3002\u5b9f\u6a5f\u3078\u306e\u8ee2\u9001\u306b\u306f\u3001\u632f\u5e45\u30fb\u5e2f\u57df\u30fb\u6642\u9593\u523b\u307f\u306a\u3069\u306e\u6761\u4ef6\u304c\u6b8b\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/section>\n<h2>\u7269\u7406\u6cd5\u5247\u3092\u5165\u308c\u3066\u3082\u3001\u7b54\u3048\u5408\u308f\u305b\u306f\u5225\u306b\u5fc5\u8981\u306b\u306a\u308b<\/h2>\n<p>PINN\u306fPhysics-Informed Neural Network\u306e\u7565\u3067\u3059\u3002\u89b3\u6e2c\u30c7\u30fc\u30bf\u3078\u306e\u5f53\u3066\u306f\u307e\u308a\u3060\u3051\u3067\u306a\u304f\u3001\u5bfe\u8c61\u304c\u5f93\u3046\u65b9\u7a0b\u5f0f\u3068\u306e\u305a\u308c\u3082\u5b66\u7fd2\u6642\u306e\u640d\u5931\u306b\u52a0\u3048\u308b\u624b\u6cd5\u3067\u3059\u3002\u4eca\u56de\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u6642\u523b\u3092\u5165\u529b\u3068\u3057\u3001\u91cf\u5b50\u72b6\u614b\u3092\u8868\u3059\u5bc6\u5ea6\u884c\u5217\u306e\u6210\u5206\u3068\u3001\u72b6\u614b\u3092\u52d5\u304b\u3059\u5236\u5fa1\u6ce2\u5f62\u3092\u51fa\u529b\u3057\u307e\u3059\u3002<\/p>\n<p>\u5b66\u7fd2\u3067\u306f\u3001\u30b7\u30e5\u30ec\u30fc\u30c7\u30a3\u30f3\u30ac\u30fc\u65b9\u7a0b\u5f0f\u306b\u5bfe\u5fdc\u3059\u308b\u6642\u9593\u767a\u5c55\u3068\u306e\u305a\u308c\u3001\u6700\u5f8c\u306b\u76ee\u6a19\u306e\u64cd\u4f5c\u3078\u5230\u9054\u3067\u304d\u305f\u304b\u3001\u5bc6\u5ea6\u884c\u5217\u306e\u898f\u683c\u5316\u304c\u4fdd\u305f\u308c\u308b\u304b\u306a\u3069\u3092\u540c\u6642\u306b\u8a55\u4fa1\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u5236\u5fa1\u6ce2\u5f62\u306b\u7279\u5b9a\u306e\u95a2\u6570\u3092\u639b\u3051\u308b\u3053\u3068\u3067\u3001\u958b\u59cb\u6642\u3068\u7d42\u4e86\u6642\u306e\u632f\u5e45\u3060\u3051\u3067\u306a\u304f\u3001\u305d\u306e\u4e00\u968e\u5fae\u5206\u3082\u30bc\u30ed\u306b\u306a\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002\u30b9\u30a4\u30c3\u30c1\u306e\u5165\u308c\u5207\u308a\u3067\u6025\u306b\u8df3\u306d\u308b\u6ce2\u5f62\u3092\u907f\u3051\u308b\u305f\u3081\u306e\u69cb\u6210\u3067\u3059\u3002<\/p>\n<p>\u305f\u3060\u3057\u3001\u640d\u5931\u306f\u8907\u6570\u306e\u6761\u4ef6\u3092\u307e\u3068\u3081\u305f\u5b66\u7fd2\u7528\u306e\u6307\u6a19\u3067\u3059\u3002\u305d\u306e\u5024\u304c\u3088\u308a\u5c0f\u3055\u3044\u8a2d\u5b9a\u3067\u3082\u3001\u5b9f\u969b\u306b\u6ce2\u5f62\u3092\u4f7f\u3063\u3066\u8a08\u7b97\u3057\u305f\u30b2\u30fc\u30c8\u306e\u5fe0\u5b9f\u5ea6\u304c\u9ad8\u304f\u306a\u308b\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002\u307e\u305f\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u91cd\u307f\u306b\u5bfe\u3059\u308b\u6b63\u5247\u5316\u306f\u3001\u88c5\u7f6e\u306e\u6700\u5927\u632f\u5e45\u3084\u5e2f\u57df\u5e45\u3092\u53b3\u5bc6\u306b\u5b88\u308b\u5236\u7d04\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<figure><a href=\"https:\/\/quantumsea.net\/wp-content\/uploads\/2026\/11\/qs-pinn-quantum-gate-control-20261105-figure3-c93dafa61822.png\"><img decoding=\"async\" src=\"https:\/\/quantumsea.net\/wp-content\/uploads\/2026\/11\/qs-pinn-quantum-gate-control-20261105-figure3-c93dafa61822.png\" alt=\"\u6ce2\u5f62\u3092\u5b66\u7fd2\u3057\u3001\u5225\u8a08\u7b97\u3067\u30b2\u30fc\u30c8\u3092\u8a55\u4fa1\u3057\u3001\u6ce2\u5f62\u306e\u5909\u63db\u5f8c\u306b\u518d\u8a55\u4fa1\u3059\u308b\u4e09\u6bb5\u968e\u306e\u56f3\" style=\"max-width:100%;height:auto\" \/><\/a><figcaption>\u5b66\u7fd2\u306e\u640d\u5931\u3001\u91cf\u5b50\u30b2\u30fc\u30c8\u306e\u8aa4\u5dee\u3001\u6ce2\u5f62\u306e\u5909\u63db\u3067\u52a0\u308f\u308b\u8aa4\u5dee\u306f\u3001\u5225\u3005\u306b\u78ba\u304b\u3081\u307e\u3059\u3002Quantum Sea\u4f5c\u6210\u3002<\/figcaption><\/figure>\n<h2>\u4e00\u3064\u306e\u5165\u529b\u3092\u52d5\u304b\u3059\u3053\u3068\u3068\u3001\u30b2\u30fc\u30c8\u3092\u4f5c\u308b\u3053\u3068\u306e\u9055\u3044<\/h2>\n<p>\u91cf\u5b50\u30b2\u30fc\u30c8\u306f\u3001\u7279\u5b9a\u306e\u521d\u671f\u72b6\u614b\u3060\u3051\u3092\u76ee\u7684\u5730\u3078\u904b\u3079\u308c\u3070\u3088\u3044\u64cd\u4f5c\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5165\u529b\u304c\u5225\u306e\u72b6\u614b\u3067\u3082\u3001\u540c\u3058\u5909\u63db\u3068\u3057\u3066\u50cd\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u305f\u3068\u3048\u30701\u91cf\u5b50\u30d3\u30c3\u30c8\u306e\u30a2\u30c0\u30de\u30fc\u30eb\u30b2\u30fc\u30c8\u3067\u306f\u3001\u8a08\u7b97\u57fa\u5e95\u306e\u300c0\u300d\u300c1\u300d\u3060\u3051\u3067\u306a\u304f\u3001\u305d\u308c\u3089\u306e\u91cd\u306d\u5408\u308f\u305b\u3067\u3042\u308b\u300c\uff0b\u300d\u300c\u2212\u300d\u3082\u542b\u3081\u305f\u56db\u3064\u306e\u72b6\u614b\u3092\u4f7f\u3044\u307e\u3059\u3002\u3059\u3079\u3066\u306e\u72b6\u614b\u306b\u5171\u901a\u3059\u308b\u4e00\u3064\u306e\u6ce2\u5f62\u3092\u5b66\u3070\u305b\u308b\u3053\u3068\u3067\u3001\u3042\u308b\u72b6\u614b\u3060\u3051\u306b\u90fd\u5408\u306e\u3088\u3044\u5236\u5fa1\u306b\u306a\u308b\u3053\u3068\u3092\u907f\u3051\u307e\u3059\u30022\u91cf\u5b50\u30d3\u30c3\u30c8\u306e\u5236\u5fa1NOT\uff08CX\uff09\u30b2\u30fc\u30c8\u3067\u3082\u3001\u7570\u306a\u308b\u57fa\u5e95\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u8907\u6570\u306e\u5165\u529b\u3092\u540c\u6642\u306b\u6271\u3044\u307e\u3059\u3002<\/p>\n<p>\u5b66\u7fd2\u304c\u7d42\u308f\u308b\u3068\u3001\u5f97\u3089\u308c\u305f\u6ce2\u5f62\u3092\u53d6\u308a\u51fa\u3057\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304c\u51fa\u3057\u305f\u72b6\u614b\u306e\u8ecc\u8de1\u3068\u306f\u5225\u306b\u3001\u65b9\u7a0b\u5f0f\u3092\u6570\u5024\u7684\u306b\u89e3\u304d\u76f4\u3057\u307e\u3059\u3002\u5b66\u7fd2\u306b\u4f7f\u308f\u306a\u304b\u3063\u305f\u30e9\u30f3\u30c0\u30e0\u306a\u7d14\u7c8b\u72b6\u614b\u3092\u5165\u529b\u3057\u3001\u7406\u60f3\u306e\u51fa\u529b\u3068\u306e\u91cd\u306a\u308a\u3092\u5fe0\u5b9f\u5ea6\u3068\u3057\u3066\u8abf\u3079\u307e\u3059\u3002\u30e9\u30f3\u30c0\u30e0\u306a\u72b6\u614b\u306f\u3001\u7279\u5b9a\u306e\u65b9\u5411\u306b\u504f\u3089\u306a\u3044\u30cf\u30fc\u30eb\u6e2c\u5ea6\u306b\u5f93\u3063\u3066\u9078\u3073\u307e\u3059\u3002<\/p>\n<p>\u3055\u3089\u306b\u3001\u5165\u529b\u72b6\u614b\u5168\u4f53\u306b\u308f\u305f\u308b\u5e73\u5747\u30b2\u30fc\u30c8\u5fe0\u5b9f\u5ea6\u3092\u6c42\u3081\u308b\u5f0f\u3068\u3082\u7167\u5408\u3057\u307e\u3057\u305f\u3002\u30a2\u30c0\u30de\u30fc\u30eb\u30b2\u30fc\u30c8\u306e\u30e6\u30cb\u30bf\u30ea\u306a\u30e2\u30c7\u30eb\u3067\u306f\u3001\u5e73\u5747\u30b2\u30fc\u30c8\u4e0d\u5fe0\u5b9f\u5ea6\u3001\u3059\u306a\u308f\u30611\u304b\u3089\u5fe0\u5b9f\u5ea6\u3092\u5f15\u3044\u305f\u5024\u306f8.49\u00d710<sup>\u22128<\/sup>\u3067\u3057\u305f\u3002\u3053\u308c\u306f\u3001\u305d\u306e\u30e2\u30c7\u30eb\u3067\u306e\u7406\u60f3\u64cd\u4f5c\u3068\u306e\u9694\u305f\u308a\u3067\u3059\u3002\u5b9f\u6a5f\u306e\u8aa4\u308a\u7387\u3084\u3001\u3042\u3089\u3086\u308b\u5165\u529b\u3067\u306e\u6700\u60aa\u5024\u3092\u793a\u3059\u6570\u5b57\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<h2>\u6ce2\u5f62\u3092\u5c0f\u3055\u304f\u4fdd\u5b58\u3067\u304d\u3066\u3082\u3001\u30b2\u30fc\u30c8\u304c\u6b63\u78ba\u3068\u306f\u9650\u3089\u306a\u3044<\/h2>\n<p>\u5b66\u7fd2\u306b\u4f7f\u3046\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304c\u5927\u304d\u304f\u3066\u3082\u3001\u5b8c\u6210\u3057\u305f\u6ce2\u5f62\u3092\u540c\u3058\u5927\u304d\u3055\u306e\u307e\u307e\u88c5\u7f6e\u3078\u6e21\u3059\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u7814\u7a76\u3067\u306f\u3001\u6ce2\u5f62\u3092\u30c1\u30a7\u30d3\u30b7\u30a7\u30d5\u591a\u9805\u5f0f\u306e\u548c\u3068\u3057\u3066\u8fd1\u4f3c\u3057\u3001\u4fc2\u6570\u306e\u5217\u3078\u7f6e\u304d\u63db\u3048\u307e\u3057\u305f\u3002\u59cb\u70b9\u3068\u7d42\u70b9\u3067\u6ed1\u3089\u304b\u306b\u30bc\u30ed\u306b\u306a\u308b\u6761\u4ef6\u306f\u3001\u3053\u306e\u8868\u73fe\u306b\u3082\u7d44\u307f\u8fbc\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n<p>\u5bfe\u8c61\u306f139\u672c\u306e\u5236\u5fa1\u6ce2\u5f62\u3067\u300131\u306e\u30b2\u30fc\u30c8\u624b\u9806\u300111\u306e\u30e2\u30c7\u30eb\u30fb\u5236\u5fa1\u8cc7\u6e90\u306e\u7fa4\u306b\u5206\u304b\u308c\u3066\u3044\u307e\u3059\u3002\u8abf\u3079\u305f\u7bc4\u56f2\u3067\u306f\u3001\u6ce2\u5f621\u672c\u3042\u305f\u308a24\u4fc2\u6570\u3092\u4f7f\u3046\u3068\u300111\u7fa4\u3059\u3079\u3066\u306e\u5e73\u5747\u4e8c\u4e57\u8aa4\u5dee\u304c10<sup>\u22126<\/sup>\u3092\u4e0b\u56de\u308a\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u5404\u7fa4\u306e\u6ce2\u5f62\u8fd1\u4f3c\u8aa4\u5dee\u306e\u5e73\u5747\u306b\u95a2\u3059\u308b\u6761\u4ef6\u3067\u3059\u3002\u3059\u3079\u3066\u306e\u6ce2\u5f62\u306e\u5168\u6642\u523b\u3067\u8aa4\u5dee\u304c\u305d\u306e\u5024\u4ee5\u4e0b\u306b\u306a\u308b\u3053\u3068\u3084\u3001\u30b2\u30fc\u30c8\u306e\u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style=\"overflow-x:auto\">\n<table 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Fabra\u3089, \u201cHigh-fidelity quantum gate learning via physics-informed neural networks,\u201d arXiv:2611.03851v1\u30012026\u5e7411\u67082\u65e5\u516c\u958b\u3002\u7b2cIII\u2013VI\u7bc0\u3001\u56f31\u201310\u3001\u30c7\u30fc\u30bf\u30fb\u30b3\u30fc\u30c9\u63d0\u4f9b\u6b04\u3002\u67fb\u8aad\u524d\u30d7\u30ec\u30d7\u30ea\u30f3\u30c8\u3002<a href=\"https:\/\/arxiv.org\/abs\/2611.03851v1\">\u8ad6\u6587\u30da\u30fc\u30b8<\/a>\u30fb<a href=\"https:\/\/arxiv.org\/pdf\/2611.03851v1\">PDF<\/a>\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u91cf\u5b50\u30d3\u30c3\u30c8\u306b\u76ee\u7684\u306e\u64cd\u4f5c\u3092\u3055\u305b\u308b\u306b\u306f\u3001\u96fb\u78c1\u5834\u306a\u3069\u306e\u5f37\u3055\u3092\u6642\u9593\u3068\u3068\u3082\u306b\u3069\u3046\u5909\u3048\u308b\u304b\u3092\u6c7a\u3081\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u5236\u5fa1\u6ce2\u5f62\u3092AI\u306b\u5b66\u7fd2\u3055\u305b\u3066\u3082\u3001\u5b66\u7fd2\u4e2d\u306e\u8aa4\u5dee\u304c\u5c0f\u3055\u3044\u3060\u3051\u3067\u306f\u3001\u72d9\u3063\u305f\u91cf\u5b50\u30b2\u30fc\u30c8\u304c\u6b63\u3057\u304f\u50cd\u304f\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002 \u30b3\u30eb\u30c9\u30d0 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