{"id":15516,"date":"2025-01-16T09:00:02","date_gmt":"2025-01-16T00:00:02","guid":{"rendered":"https:\/\/www.ecomottblog.com\/?p=15516"},"modified":"2025-03-14T17:08:59","modified_gmt":"2025-03-14T08:08:59","slug":"%e3%83%87%e3%83%bc%e3%82%bf%e9%a7%86%e5%8b%95%e5%9e%8b%e3%83%a2%e3%83%87%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ae%e3%81%9f%e3%82%81%e3%81%ae%e3%83%8b%e3%83%a5%e3%83%bc%e3%83%a9%e3%83%ab%e3%82%aa%e3%83%9a","status":"publish","type":"post","link":"https:\/\/www.ecomottblog.com\/?p=15516","title":{"rendered":"\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u30e2\u30c7\u30ea\u30f3\u30b0\u306e\u305f\u3081\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30aa\u30da\u30ec\u30fc\u30bf\u30fc"},"content":{"rendered":"

\"\"\u3053\u3093\u306b\u3061\u306f\u3001\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u90e8\u9580\u306e\u30ed\u30d9\u30eb\u30c8\u30fb\u30d5\u30d0\u30c1\u3067\u3059\u3002\u3053\u306e\u6295\u7a3f\u3067\u306f\u3001\u300cNeural Operator\u300d[1] \u306b\u3064\u3044\u3066\u304a\u8a71\u3057\u3057\u307e\u3059\u3002\u3053\u306e\u30e2\u30c7\u30eb\u306f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u30d9\u30fc\u30b9\u306b\u3057\u305f\u3082\u306e\u3067\u3001\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3057\u305f\u30a2\u30d7\u30ed\u30fc\u30c1\uff08\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u30a2\u30d7\u30ed\u30fc\u30c1\uff09\u306b\u3088\u3063\u3066\u3001\u3055\u307e\u3056\u307e\u306a\u30d7\u30ed\u30bb\u30b9\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u306b\u306f\u3001\u3053\u306e\u30e2\u30c7\u30eb\u306b\u95a2\u3059\u308b\u8208\u5473\u6df1\u3044\u8b1b\u7fa9\u3084\u8a18\u4e8b\u3001\u307e\u305f\u305d\u306e\u5b9f\u969b\u306e\u5fdc\u7528\u4f8b\u304c\u305f\u304f\u3055\u3093\u3042\u308a\u307e\u3059\u3002\u305d\u3053\u3067\u3001\u3053\u306e\u30c8\u30d4\u30c3\u30af\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u7d39\u4ecb\u3057\u3001\u3069\u306e\u3088\u3046\u306b\u5f79\u7acb\u3066\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u304b\u3092\u304a\u4f1d\u3048\u3057\u307e\u3059\u3002<\/p>\n

Neural Operator\u30e2\u30c7\u30eb\u306e\u958b\u767a\u3092\u6307\u63ee\u3057\u305f\u306e\u306f\u30a2\u30cb\u30de\u30fb\u30a2\u30ca\u30f3\u30c9\u30af\u30de\u30fc\u30eb\u6559\u6388\u3067\u3059\u3002\u5f7c\u5973\u306e\u30c1\u30fc\u30e0\u306f\u3001\u30e2\u30c7\u30eb\u306e\u5b9f\u7528\u7684\u306a\u5fdc\u7528\u306b\u3082\u53d6\u308a\u7d44\u307f\u3001\u6628\u5e74\u3001NeuralOperator\u3068\u3044\u3046Python\u306e\u30e9\u30a4\u30d6\u30e9\u30ea [2]\uff08\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u6f14\u7b97\u5b50\u5b66\u7fd2\u7528\u30e9\u30a4\u30d6\u30e9\u30ea\uff09\u3092\u958b\u767a\u3057\u307e\u3057\u305f\u3002<\/p>\n

\u3053\u306e\u6295\u7a3f\u304c\u3042\u306a\u305f\u306e\u8208\u5473\u3092\u5f15\u304d\u3001\u523a\u6fc0\u3092\u4e0e\u3048\u308b\u3082\u306e\u306b\u306a\u308c\u3070\u5b09\u3057\u3044\u3067\u3059\uff01
\n<\/p>\n

Neural Operator\u306e\u52d5\u4f5c\u306e\u8aac\u660e<\/h1>\n

Neural Operator\u306f\u3001\u4ee5\u524d\u7d39\u4ecb\u3057\u305f\u300cDeepONet\u300d<\/a>\u3068\u540c\u69d8\u306b\u3001\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u4e00\u3064\u306e\u95a2\u6570\u3092\u5225\u306e\u95a2\u6570\u306b\u5909\u63db\u3059\u308b\u30eb\u30fc\u30eb\u3092\u5b66\u7fd2\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u30e2\u30c7\u30eb\uff08data-driven model\uff09\u306e\u4e00\u4f8b\u3067\u3059\u3002<\/p>\n

\u300c\u4e00\u3064\u306e\u95a2\u6570\u3092\u5225\u306e\u95a2\u6570\u306b\u5909\u63db\u3059\u308b\u300d\u3068\u3044\u3046\u8003\u3048\u65b9\u306f\u96e3\u3057\u304f\u611f\u3058\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u5b9f\u969b\u306b\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u3088\u3046\u306a\u3082\u306e\u3092\u6307\u3057\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u91d1\u5c5e\u68d2\u306e\u4e2d\u3067\u71b1\u304c\u5e83\u304c\u308b\u69d8\u5b50\u3092\u60f3\u50cf\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u521d\u3081\u306f\u68d2\u306e\u5404\u90e8\u5206\u306e\u6e29\u5ea6\u304c\u6c7a\u307e\u3063\u3066\u3044\u307e\u3059\uff08\u305f\u3068\u3048\u3070\u3001\u4e00\u65b9\u306e\u7aef\u306f\u51b7\u305f\u304f\u3001\u3082\u3046\u4e00\u65b9\u306e\u7aef\u306f\u71b1\u3044\u3001\u4e2d\u9593\u306f\u305d\u306e\u4e2d\u9593\u306e\u6e29\u5ea6\uff09\u3002\u6642\u9593\u304c\u7d4c\u3064\u3068\u3001\u71b1\u306f\u7269\u7406\u6cd5\u5247\uff08\u305f\u3068\u3048\u3070\u71b1\u4f1d\u5c0e\u65b9\u7a0b\u5f0f\uff09\u306b\u5f93\u3063\u3066\u5e83\u304c\u308a\u307e\u3059\u3002<\/p>\n

\u68d2\u5168\u4f53\u3067\u6e29\u5ea6\u304c\u6642\u9593\u3068\u3068\u3082\u306b\u3069\u306e\u3088\u3046\u306b\u5909\u5316\u3059\u308b\u304b\u3092\u8a08\u7b97\u3059\u308b\u306b\u306f\u3001\u3053\u306e\u73fe\u8c61\u3092\u8aac\u660e\u3059\u308b\u30eb\u30fc\u30eb\u304c\u5fc5\u8981\u3067\u3059\u3002\u3053\u306e\u30eb\u30fc\u30eb\u306f\u3001\u6761\u4ef6\uff08\u305f\u3068\u3048\u3070\u3001\u4e00\u65b9\u306e\u7aef\u304c\u52a0\u71b1\u3055\u308c\u3001\u3082\u3046\u4e00\u65b9\u304c\u51b7\u5374\u3055\u308c\u308b\u5834\u5408\uff09\u306b\u3088\u3063\u3066\u6e29\u5ea6\u304c\u3069\u306e\u3088\u3046\u306b\u5909\u5316\u3059\u308b\u304b\u3092\u8aac\u660e\u3057\u307e\u3059\u3002Neural Operator\u306f\u3001\u3053\u306e\u3088\u3046\u306a\u30eb\u30fc\u30eb\u3092\u5b66\u7fd2\u3059\u308b\u30c4\u30fc\u30eb\u3067\u3059\u3002
\n\u3053\u306e\u5834\u5408:<\/p>\n

\u5165\u529b\u95a2\u6570<\/strong> \uff08Neural Operator\u304c\u5909\u63db\u3059\u308b\u3082\u306e\uff09\u306f\u3001\u68d2\u306e\u521d\u671f\u306e\u6e29\u5ea6\u5206\u5e03\u3067\u3059\u3002<\/p>\n

\u51fa\u529b\u95a2\u6570<\/strong>\uff08\u5909\u63db\u5f8c\uff09\u306f\u3001\u4e00\u5b9a\u6642\u9593\u5f8c\u306e\u68d2\u306e\u6e29\u5ea6\u5206\u5e03\u3067\u3059\u3002<\/p>\n

Neural Operator\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/h1>\n

\"\"
\n\u56f3\uff11\uff0eNeural Operator\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3002\u56f3\u306f\u8a18\u4e8b[1]\u3092\u53c2\u8003\u306b\u4f5c\u6210\u3055\u308c\u307e\u3057\u305f\u3002a(x) \u306f\u5165\u529b\u95a2\u6570\u3067\u3001u(x) \u306f\u51fa\u529b\u95a2\u6570\u3067\u3059\u3002<\/p>\n

Neural Operator\u306f\u3001\u4ee5\u4e0b\u306e\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u8981\u7d20\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3000\uff08\u56f3\uff11\uff09:<\/p>\n

\u5165\u529b\u5c04\u5f71 (P)<\/strong> \u2013 \u3053\u308c\u306f\u524d\u51e6\u7406\u306e\u6bb5\u968e\u3067\u3059\u3002\u5165\u529b\u95a2\u6570\uff08\u4f8b\u3048\u3070\u3001\u521d\u671f\u306e\u6e29\u5ea6\u5206\u5e03\uff09\u3092\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304c\u51e6\u7406\u3067\u304d\u308b\u5f62\u5f0f\uff08\u6570\u5024\u306e\u30d9\u30af\u30c8\u30eb\u3084\u305d\u306e\u4ed6\u306e\u9069\u5207\u306a\u30c7\u30fc\u30bf\u5f62\u72b6\uff09\u306b\u5909\u63db\u3057\u307e\u3059\u3002<\/p>\n

\u51e6\u7406\u5c64 (Layer 1, Layer 2, …,  Layer L)<\/strong> \u2013 Neural Operator\u306e\u4e2d\u5fc3\u90e8\u5206\u3067\u3059\u3002\u3053\u308c\u3089\u306e\u5c64\u306f\u3001\u7dda\u5f62\u7a4d\u5206\u6f14\u7b97\u5b50\u3068\u975e\u7dda\u5f62\u6d3b\u6027\u5316\u95a2\u6570\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002Neural Operator\u306f\u5358\u306a\u308b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u306f\u306a\u304f\u3001\u305d\u306e\u6a5f\u80fd\u306f\u7dda\u5f62\u7a4d\u5206\u6f14\u7b97\u5b50\u306e\u8a2d\u8a08\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u305f\u3081\u3001\u7814\u7a76\u8005\u305f\u3061\u306f\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u6f14\u7b97\u5b50\u3092\u63d0\u6848\u3057\u307e\u3057\u305f\u3002\u305d\u306e\u4e2d\u3067\u6700\u3082\u826f\u3044\u7d50\u679c\u304c\u5f97\u3089\u308c\u305f\u306e\u304c\u3001\u30d5\u30fc\u30ea\u30a8\u5909\u63db\u306b\u57fa\u3065\u3044\u305f\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u3042\u308bFourier Neural Operator\u3067\u3059\u3002<\/p>\n

\u51fa\u529b\u5c04\u5f71 (Q)<\/strong> \u2013 \u3053\u308c\u306f\u6700\u7d42\u6bb5\u968e\u3067\u3001\u30c7\u30fc\u30bf\u306e\u5185\u90e8\u8868\u73fe\u3092\u51fa\u529b\u95a2\u6570\uff08\u4f8b\u3048\u3070\u3001\u4e00\u5b9a\u6642\u9593\u5f8c\u306e\u6e29\u5ea6\u4e88\u6e2c\uff09\u306b\u5909\u63db\u3057\u307e\u3059\u3002<\/p>\n

\u3053\u308c\u3089\u306e\u8981\u7d20\u306b\u3088\u308a\u3001Neural Operator\u306f\u6b63\u78ba\u306a\u7269\u7406\u73fe\u8c61\u306e\u30e2\u30c7\u30ea\u30f3\u30b0\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u63d0\u4f9b\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u57fa\u306b\u3057\u3066\u52d5\u4f5c\u3057\u3001\u6b63\u78ba\u306a\u7269\u7406\u65b9\u7a0b\u5f0f\u3092\u77e5\u3089\u306a\u304f\u3066\u3082\u5229\u7528\u3067\u304d\u308b\u70b9\u304c\u7279\u5fb4\u3067\u3059\u3002Neural Operator\u306e\u8ffd\u52a0\u306e\u5229\u70b9\u306f\u3001\u5b66\u7fd2\u304c\u5b8c\u4e86\u3057\u305f\u5f8c\u3001\u65b0\u3057\u3044\u985e\u4f3c\u3057\u305f\u554f\u984c\u306b\u5bfe\u3057\u3066\u8fc5\u901f\u306b\u89e3\u3092\u63d0\u4f9b\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n

Neural Operator\u306e\u5fdc\u7528\u4f8b<\/h1>\n

\u80ba\u75be\u60a3\u306e\u8a3a\u65ad\u652f\u63f4<\/h2>\n

\u80ba\u306e\u8d85\u97f3\u6ce2\u691c\u67fb\u306f\u3001\u77ed\u671f\u7684\uff08\u6025\u6027\uff09\u304a\u3088\u3073\u9577\u671f\u7684\uff08\u6162\u6027\uff09\u306a\u80ba\u75be\u60a3\u306e\u8a3a\u65ad\u3084\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306b\u5f79\u7acb\u3064\u305f\u3081\u3001\u75c5\u9662\u3084\u8a3a\u7642\u6240\u3067\u307e\u3059\u307e\u3059\u666e\u53ca\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u6280\u8853\u306f\u3001\u30e9\u30b8\u30aa\u5468\u6ce2\u6570\uff08RF\uff09\u30c7\u30fc\u30bf\u3092\u751f\u6210\u3057\u3001\u305d\u308c\u3092\u753b\u50cf\u306b\u5909\u63db\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u3053\u308c\u3089\u306e\u753b\u50cf\u3092\u6b63\u3057\u304f\u89e3\u91c8\u3059\u308b\u306b\u306f\u3001\u719f\u7df4\u3057\u305f\u653e\u5c04\u7dda\u6280\u5e2b\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n

\u8a3a\u65ad\u3092\u3088\u308a\u7c21\u5358\u306b\u3059\u308b\u305f\u3081\u306b\u3001\u79d1\u5b66\u8005\u305f\u3061\u306fFourier Neural Operator\u306b\u57fa\u3065\u304f\u4eba\u5de5\u77e5\u80fd\u30e2\u30c7\u30eb[3]\u3092\u958b\u767a\u3057\u307e\u3057\u305f\u3002\u3053\u306eAI\u30e2\u30c7\u30eb\u306f\u3001\u8d85\u97f3\u6ce2RF\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306b\u80ba\u306e\u30a8\u30a2\u30ec\u30fc\u30b7\u30e7\u30f3\u30de\u30c3\u30d7\uff08\u80ba\u306b\u3069\u308c\u3060\u3051\u7a7a\u6c17\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u304b\u3092\u793a\u3059\u30de\u30c3\u30d7\uff09\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u80ba\u306e\u30a8\u30a2\u30ec\u30fc\u30b7\u30e7\u30f3\u7387\u3092\u6b63\u78ba\u306b\u63a8\u5b9a\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u8208\u5473\u6df1\u3044\u3053\u3068\u306b\u3001\u3053\u306eAI\u306f\u5408\u6210\u30c7\u30fc\u30bf\uff08\u8d85\u97f3\u6ce2\u6ce2\u304c\u3069\u306e\u3088\u3046\u306b\u52d5\u4f5c\u3059\u308b\u304b\u3092\u793a\u3059\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\uff09\u3092\u4f7f\u3063\u3066\u8a13\u7df4\u3055\u308c\u307e\u3057\u305f\u304c\u3001\u305d\u308c\u3067\u3082\u4f53\u5916\uff08ex vivo\uff09\u306e\u5b9f\u969b\u306e\u751f\u7269\u5b66\u7684\u30b5\u30f3\u30d7\u30eb\u3067\u30c6\u30b9\u30c8\u3057\u3066\u3082\u826f\u597d\u306b\u52d5\u4f5c\u3057\u307e\u3059\u3002<\/p>\n

\u5730\u5c64\u5185\u306b\u304a\u3051\u308b\u4e8c\u9178\u5316\u70ad\u7d20\u306e\u8caf\u8535\u6642\u306e\u6319\u52d5\u306e\u30e2\u30c7\u30ea\u30f3\u30b0<\/h2>\n

\u4e8c\u9178\u5316\u70ad\u7d20\u306e\u56de\u53ce\u3068\u8caf\u7559\u6280\u8853\uff08CCS, Carbon Capture and Storage\uff09\u306f\u3001\u6c17\u5019\u5909\u52d5\u3068\u6226\u3046\u305f\u3081\u306e\u91cd\u8981\u306a\u624b\u6bb5\u3067\u3059\u3002\u3053\u306e\u6280\u8853\u306f\u3001\u5927\u6c17\u4e2d\u3084\u6392\u51fa\u6e90\u304b\u3089\u4e8c\u9178\u5316\u70ad\u7d20\u3092\u56de\u53ce\u3057\u3001\u305d\u308c\u3092\u5730\u4e0b\u6df1\u304f\u306e\u5730\u8cea\u69cb\u9020\u5185\u306b\u6c38\u4e45\u7684\u306b\u8caf\u7559\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u4e8c\u9178\u5316\u70ad\u7d20\u3092\u8caf\u7559\u3059\u308b\u3053\u3068\u306f\u3001\u4e16\u754c\u898f\u6a21\u3067\u306e\u6392\u51fa\u524a\u6e1b\uff08\u8131\u70ad\u7d20\u5316\uff09\u306b\u304a\u3051\u308b\u91cd\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u3067\u3059\u3002\u3053\u306e\u6280\u8853\u3092\u3055\u3089\u306b\u767a\u5c55\u3055\u305b\u308b\u305f\u3081\u306b\u306f\u3001\u5730\u4e0b\u8caf\u7559\u5c64\u5185\u3067\u306e\u5727\u529b\u306e\u4e0a\u6607\u3084\u3001CO2\u304c\u5e83\u7bc4\u56f2\u306e\u5730\u5c64\u5185\u3067\u3069\u306e\u3088\u3046\u306b\u79fb\u52d5\u3059\u308b\u304b\u3092\u6b63\u78ba\u306b\u30e2\u30c7\u30eb\u5316\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002
\n\u3053\u306e\u305f\u3081\u3001\u79d1\u5b66\u8005\u305f\u3061\u306fNested Fourier Neural Operator \u3068\u547c\u3070\u308c\u308bNeural Operator\u306e\u6539\u826f\u7248\u3092\u4f7f\u7528\u3057\u307e\u3057\u305f [4]\u3002<\/p>\n

\u3053\u306e\u30e2\u30c7\u30eb\u306f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u306e\u8fc5\u901f\u306a\u30e2\u30c7\u30ea\u30f3\u30b0\u3084\u78ba\u7387\u7684\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u53ef\u80fd\u306b\u3057\u3001CCS\u6280\u8853\u306e\u4e16\u754c\u7684\u306a\u62e1\u5927\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>\n

FourCastNet (Fourier ForeCasting Neural Network)<\/h2>\n

FourCastNet [5] \u306f\u3001\u5929\u6c17\u4e88\u5831\u30e2\u30c7\u30eb\u3067\u3059\u3002\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066\u3001\u77ed\u671f\u304a\u3088\u3073\u4e2d\u671f\u306e\u6b63\u78ba\u306a\u30b0\u30ed\u30fc\u30d0\u30eb\u5929\u6c17\u4e88\u5831\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3053\u306e\u30e2\u30c7\u30eb\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3055\u307e\u3056\u307e\u306a\u6c17\u8c61\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u4e88\u6e2c\u3067\u304d\u307e\u3059: \u5730\u8868\u4ed8\u8fd1\u306e\u98a8\u901f\u3001\u964d\u96e8\u91cf\u3001\u5927\u6c17\u4e2d\u306e\u6c34\u84b8\u6c17\u306e\u91cf\u3002FourCastNet\u306f\u3001Fourier Neural Operator\u3068Vision Transformers\u3068\u3044\u30462\u3064\u306e\u9ad8\u5ea6\u306a\u6280\u8853\u3092\u7d71\u5408\u3057\u3066\u4f5c\u3089\u308c\u305f\u305f\u3081\u3001\u975e\u5e38\u306b\u7cbe\u5ea6\u304c\u9ad8\u304f\u52b9\u7387\u7684\u3067\u3059\u3002<\/p>\n

\u6587\u732e\uff1a<\/h1>\n

[1] N. Kovachki, Z. Li, B. Liu, K. Azizzadenesheli, K. Bhattacharya, A. Stuart, A. Anandkumar: Neural Operator: Learning Maps Between Function Spaces, arXiv:2108.08481<\/a>
\n[2] J. Kossaifi, N. Kovachki, Z. Li, D. Pitt, M. Liu-Schiaffini,R. J. George, B. Bonev, K. Azizzadenesheli, J. Berner, A. Anandkumar: A Library for Learning Neural Operators, arXiv:2412.10354v2<\/a>
\n[3] J. Wang, O. Ostras, M. Sode, B. Tolooshams, Z. Li , K. Azizzadenesheli, G. F. Pinton, A. Anandkumar: Ultrasound Lung Aeration Map via Physics-Aware Neural Operators, arXiv:2501.01157v1<\/a>
\n[4] G. Wen, Z. Li, Q. Long, K. Azizzadenesheli, A. Anandkumar, S. M. Benson: Real-time High-resolution CO2 Geological Storage Prediction using Nested Fourier Neural Operators. arXiv:2210.17051v2<\/a>
\n[5] J. Pathak, S. Subramanian, P. Harrington, S. Raja, A. Chattopadhyay, M. Mardani, T. Kurth, D. Hall, Z. Li, K. Azizzadenesheli, P. Hassanzadeh, K. Kashinath, A. Anandkumar: FourCastNet: A Global Data-driven High-resolution Weather Model using Adaptive Fourier Neural Operators, arXiv:2202.11214<\/a>
\n <\/p>\n

 <\/p>\n","protected":false},"excerpt":{"rendered":"

\u3053\u3093\u306b\u3061\u306f\u3001\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u90e8\u9580\u306e\u30ed\u30d9\u30eb\u30c8\u30fb\u30d5\u30d0\u30c1\u3067\u3059\u3002\u3053\u306e\u6295\u7a3f\u3067\u306f\u3001\u300cNeural Operator\u300d[1] \u306b\u3064\u3044\u3066\u304a\u8a71\u3057\u3057\u307e\u3059\u3002\u3053\u306e\u30e2\u30c7\u30eb\u306f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u30d9\u30fc\u30b9\u306b\u3057\u305f\u3082\u306e\u3067\u3001\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3057\u305f\u30a2\u30d7\u30ed\u30fc […]<\/p>\n","protected":false},"author":104,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[27],"tags":[45,251,252],"_links":{"self":[{"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=\/wp\/v2\/posts\/15516"}],"collection":[{"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=\/wp\/v2\/users\/104"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=15516"}],"version-history":[{"count":20,"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=\/wp\/v2\/posts\/15516\/revisions"}],"predecessor-version":[{"id":16661,"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=\/wp\/v2\/posts\/15516\/revisions\/16661"}],"wp:attachment":[{"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=15516"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=15516"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=15516"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}