{"id":4512,"date":"2026-04-17T00:03:39","date_gmt":"2026-04-16T15:03:39","guid":{"rendered":"https:\/\/blog.id774.net\/entry\/?p=4512"},"modified":"2026-04-17T00:11:53","modified_gmt":"2026-04-16T15:11:53","slug":"%e7%9f%a5%e6%80%a7%e3%81%af%e3%81%a9%e3%81%93%e3%81%be%e3%81%a7%e5%a4%96%e9%83%a8%e5%8c%96%e3%81%95%e3%82%8c%e3%82%8b%e3%81%ae%e3%81%8b","status":"publish","type":"post","link":"https:\/\/blog.id774.net\/entry\/2026\/04\/17\/4512\/","title":{"rendered":"\u77e5\u6027\u306f\u3069\u3053\u307e\u3067\u5916\u90e8\u5316\u3055\u308c\u308b\u306e\u304b"},"content":{"rendered":"

\u672c\u7a3f\u306f\u3001\u77e5\u6027\u304c\u751f\u547d\u306e\u5185\u90e8\u306b\u6210\u7acb\u3057\u305f\u5f8c\u3001\u306a\u305c\u305d\u306e\u307e\u307e\u751f\u547d\u5185\u90e8\u306b\u3068\u3069\u307e\u3089\u305a\u3001\u6587\u5b57\u3001\u5236\u5ea6\u3001\u6a5f\u68b0\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001AI \u306a\u3069\u306e\u5916\u90e8\u62c5\u4f53\u3078\u6a5f\u80fd\u3092\u518d\u914d\u7f6e\u3057\u3066\u3044\u304f\u306e\u304b\u3092\u3001\u4e00\u3064\u306e\u72ec\u7acb\u3057\u305f\u7406\u8ad6\u3068\u3057\u3066\u8a18\u8ff0\u3059\u308b\u3002\u4e3b\u5f35\u306f\u5358\u7d14\u3067\u3042\u308b\u3002\u77e5\u6027\u306f\u751f\u547d\u3092\u5b89\u5b9a\u5316\u3059\u308b\u305f\u3081\u306b\u751f\u307e\u308c\u308b\u304c\u3001\u77e5\u6027\u304c\u9ad8\u5ea6\u5316\u3059\u308b\u3068\u3001\u4eca\u5ea6\u306f\u305d\u306e\u77e5\u6027\u81ea\u4f53\u304c\u751f\u547d\u5185\u90e8\u306e\u65b0\u3057\u3044\u8ca0\u8377\u3068\u4e0d\u5b89\u5b9a\u6027\u306b\u306a\u308b\u3002\u305d\u306e\u305f\u3081\u77e5\u6027\u306f\u3001\u81ea\u5206\u306e\u6a5f\u80fd\u3092\u3088\u308a\u5b89\u5b9a\u3067\u8907\u88fd\u53ef\u80fd\u306a\u5916\u90e8\u69cb\u9020\u3078\u5206\u6563\u3055\u305b\u308b\u3002\u3053\u306e\u904e\u7a0b\u306f\u6587\u5316\u53f2\u3067\u3082\u6280\u8853\u53f2\u3067\u3082\u3042\u308b\u304c\u3001\u672c\u8cea\u7684\u306b\u306f\u69cb\u9020\u632f\u52d5<\/a>\u306e\u4f4e\u6e1b\u904e\u7a0b\u3067\u3042\u308a\u3001\u3057\u304b\u3082\u6a5f\u80fd\u3054\u3068\u306b\u7570\u306a\u308b\u81e8\u754c\u70b9\u3092\u6301\u3064\u975e\u540c\u671f\u306a\u76f8\u8ee2\u79fb\u5217\u3068\u3057\u3066\u8a18\u8ff0\u3067\u304d\u308b[1]<\/a>[2]<\/a>[3]<\/a>[4]<\/a>\u3002<\/p>\n

\u3053\u3053\u3067\u3044\u3046\u77e5\u6027\u5916\u90e8\u5316\u3068\u306f\u3001\u5358\u306b\u9053\u5177\u3092\u4f7f\u3046\u3053\u3068\u3067\u306f\u306a\u3044\u3002\u77e5\u6027\u6a5f\u80fd\u305d\u306e\u3082\u306e\u306e\u4e3b\u62c5\u4f53\u304c\u3001\u751f\u547d\u5185\u90e8\u304b\u3089\u751f\u547d\u5916\u90e8\u3078\u3069\u3053\u307e\u3067\u79fb\u3063\u3066\u3044\u308b\u304b\u3068\u3044\u3046\u554f\u984c\u3067\u3042\u308b\u3002\u8a18\u61b6\u306f\u3059\u3067\u306b\u5927\u304d\u304f\u5916\u90e8\u3078\u51fa\u3066\u3044\u308b\u3002\u8a08\u7b97\u3082\u540c\u69d8\u3067\u3042\u308b\u3002\u898f\u5247\u51e6\u7406\u306f\u304b\u306a\u308a\u5916\u90e8\u306b\u5bc4\u3063\u3066\u3044\u308b\u3002\u4e88\u6e2c\u306f\u8ee2\u79fb\u4e2d\u306b\u3042\u308b\u3002\u610f\u5473\u751f\u6210\u306f\u5883\u754c\u306b\u3042\u308a\u3001\u4fa1\u5024\u5224\u65ad\u306f\u307e\u3060\u751f\u547d\u5185\u90e8\u306b\u5f37\u304f\u7559\u307e\u3063\u3066\u3044\u308b\u3002\u3053\u306e\u4e0d\u5747\u4e00\u6027\u3092\u4e00\u679a\u306e\u7406\u8ad6\u56f3\u3068\u3057\u3066\u793a\u3059\u306e\u304c\u300c\u77e5\u6027\u5916\u90e8\u5316\u306e\u76f8\u56f3\u300d\u3067\u3042\u308b[5]<\/a>[6]<\/a>[7]<\/a>\u3002<\/p>\n

\n

1. \u672c\u7a3f\u306e\u72ec\u7acb\u547d\u984c \u2015\u2015 \u77e5\u6027\u306f\u751f\u547d\u304b\u3089\u751f\u307e\u308c\u308b\u304c\u3001\u751f\u547d\u306e\u5185\u90e8\u306b\u306f\u3068\u3069\u307e\u3089\u306a\u3044<\/h2>\n

\u6700\u521d\u306b\u3001\u672c\u7a3f\u304c\u4f55\u3092\u4e3b\u5f35\u3057\u3066\u3044\u308b\u306e\u304b\u3092\u72ec\u7acb\u3057\u305f\u547d\u984c\u3068\u3057\u3066\u56fa\u5b9a\u3059\u308b\u3002\u7b2c\u4e00\u306b\u3001\u77e5\u6027\u306f\u751f\u547d\u306e\u5185\u90e8\u306b\u81ea\u7136\u306b\u751f\u307e\u308c\u308b\u3002\u3053\u308c\u306f\u3001\u751f\u547d\u304c\u81ea\u5df1\u7dad\u6301\u306e\u305f\u3081\u306b\u89b3\u6e2c\u3001\u4e88\u6e2c\u3001\u4ecb\u5165\u3092\u5fc5\u8981\u3068\u3059\u308b\u69cb\u9020\u3060\u304b\u3089\u3067\u3042\u308b\u3002\u7b2c\u4e8c\u306b\u3001\u3057\u304b\u3057\u77e5\u6027\u304c\u9ad8\u5ea6\u5316\u3059\u308b\u3068\u3001\u305d\u306e\u77e5\u6027\u81ea\u4f53\u304c\u751f\u547d\u5185\u90e8\u3067\u65b0\u3057\u3044\u8ca0\u8377\u3092\u751f\u3080\u3002\u7b2c\u4e09\u306b\u3001\u305d\u306e\u305f\u3081\u77e5\u6027\u306f\u81ea\u5206\u306e\u6a5f\u80fd\u3092\u751f\u547d\u5916\u90e8\u306e\u62c5\u4f53\u3078\u79fb\u3057\u3066\u3044\u304f\u3002\u7b2c\u56db\u306b\u3001\u3053\u306e\u79fb\u884c\u306f\u4e00\u69d8\u3067\u306f\u306a\u304f\u3001\u6a5f\u80fd\u3054\u3068\u306b\u7570\u306a\u308b\u81e8\u754c\u70b9\u3092\u6301\u3064\u3002\u7b2c\u4e94\u306b\u3001\u3057\u305f\u304c\u3063\u3066\u6587\u660e\u3068\u306f\u3001\u77e5\u6027\u5916\u90e8\u5316\u304c\u6a5f\u80fd\u5225\u306b\u7570\u306a\u308b\u76f8\u3067\u9032\u884c\u3057\u305f\u7d50\u679c\u3068\u3057\u3066\u751f\u307e\u308c\u305f\u5206\u6563\u77e5\u6027\u69cb\u9020\u3067\u3042\u308b[1]<\/a>[4]<\/a>[8]<\/a>\u3002<\/p>\n

\u3053\u306e\u4e3b\u5f35\u306e\u65b0\u898f\u6027\u306f\u3001\u77e5\u6027\u5916\u90e8\u5316\u3092\u5358\u306a\u308b\u6587\u660e\u306e\u7279\u5fb4\u3068\u3057\u3066\u3067\u306f\u306a\u304f\u3001\u751f\u547d\u62c5\u4f53\u306e\u5236\u7d04\u3068\u77e5\u6027\u81ea\u8eab\u306e\u5185\u90e8\u8ca0\u8377\u304b\u3089\u5fc5\u7136\u7684\u306b\u751f\u307e\u308c\u308b\u529b\u5b66\u3068\u3057\u3066\u5b9a\u5f0f\u5316\u3059\u308b\u70b9\u306b\u3042\u308b\u3002\u3064\u307e\u308a\u300c\u4eba\u9593\u304c\u9053\u5177\u3092\u4f7f\u3046\u300d\u306e\u3067\u306f\u306a\u304f\u3001\u300c\u77e5\u6027\u304c\u81ea\u5206\u306e\u62c5\u4f53\u914d\u7f6e\u3092\u518d\u8a2d\u8a08\u3059\u308b\u300d\u3068\u8aad\u3080\u3002\u3053\u306e\u8996\u70b9\u306b\u7acb\u3064\u3068\u3001\u6587\u5b57\u3001\u66f8\u7269\u3001\u5236\u5ea6\u3001\u8a08\u7b97\u6a5f\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001AI \u306f\u3001\u305d\u308c\u305e\u308c\u5225\u306e\u6280\u8853\u3067\u306f\u306a\u304f\u3001\u540c\u3058\u73fe\u8c61\u306e\u7570\u306a\u308b\u5c40\u9762\u3068\u3057\u3066\u7406\u89e3\u3067\u304d\u308b[5]<\/a>[6]<\/a>[9]<\/a>\u3002<\/p>\n

\n

\u672c\u7a3f\u306e\u4e00\u884c\u8981\u7d04\u306f\u3053\u3046\u306a\u308b\u3002\u77e5\u6027\u306f\u751f\u547d\u3092\u5b89\u5b9a\u5316\u3059\u308b\u305f\u3081\u306b\u751f\u307e\u308c\u308b\u304c\u3001\u305d\u306e\u77e5\u6027\u304c\u751f\u547d\u5185\u90e8\u306b\u96c6\u4e2d\u3057\u3059\u304e\u308b\u3068\u3001\u4eca\u5ea6\u306f\u305d\u308c\u81ea\u4f53\u304c\u65b0\u3057\u3044\u632f\u52d5\u6e90\u306b\u306a\u308b\u3002\u305d\u306e\u305f\u3081\u77e5\u6027\u306f\u81ea\u5206\u3092\u5916\u90e8\u3078\u518d\u914d\u7f6e\u3057\u59cb\u3081\u308b\u3002<\/p>\n<\/div>\n\n\n\n\n\n\n\n\n\n
\u6bb5\u968e<\/th>\n\u547d\u984c<\/th>\n\u610f\u5473<\/th>\n\u672c\u7a3f\u3067\u306e\u5f79\u5272<\/th>\n<\/tr>\n<\/thead>\n
\u7b2c 1 \u547d\u984c<\/td>\n\u77e5\u6027\u306f\u751f\u547d\u306e\u5185\u90e8\u306b\u751f\u307e\u308c\u308b<\/td>\n\u751f\u547d\u306f\u89b3\u6e2c\u30fb\u4e88\u6e2c\u30fb\u5236\u5fa1\u3092\u5fc5\u8981\u3068\u3059\u308b\u69cb\u9020\u3067\u3042\u308b<\/td>\n\u77e5\u6027\u306e\u8d77\u6e90\u3092\u56fa\u5b9a\u3059\u308b<\/td>\n<\/tr>\n
\u7b2c 2 \u547d\u984c<\/td>\n\u77e5\u6027\u306f\u5185\u90e8\u3067\u8ca0\u8377\u306b\u306a\u308b<\/td>\n\u9ad8\u5ea6\u5316\u3057\u305f\u77e5\u6027\u304c\u65b0\u305f\u306a\u632f\u52d5\u6e90\u306b\u306a\u308b<\/td>\n\u5916\u90e8\u5316\u306e\u5fc5\u8981\u6761\u4ef6\u3092\u4e0e\u3048\u308b<\/td>\n<\/tr>\n
\u7b2c 3 \u547d\u984c<\/td>\n\u77e5\u6027\u306f\u5916\u90e8\u3078\u79fb\u52d5\u3059\u308b<\/td>\n\u62c5\u4f53\u304c\u751f\u547d\u5185\u90e8\u304b\u3089\u5916\u90e8\u69cb\u9020\u3078\u518d\u914d\u7f6e\u3055\u308c\u308b<\/td>\n\u672c\u7a3f\u306e\u4e2d\u5fc3\u73fe\u8c61\u3092\u5b9a\u7fa9\u3059\u308b<\/td>\n<\/tr>\n
\u7b2c 4 \u547d\u984c<\/td>\n\u5916\u90e8\u5316\u306f\u6a5f\u80fd\u3054\u3068\u306b\u7570\u306a\u308b<\/td>\n\u8a18\u61b6\u30fb\u8a08\u7b97\u30fb\u610f\u5473\u30fb\u4fa1\u5024\u3067\u9032\u884c\u5ea6\u304c\u9055\u3046<\/td>\n\u76f8\u56f3\u30e2\u30c7\u30eb\u306e\u5fc5\u8981\u6027\u3092\u5c0e\u304f<\/td>\n<\/tr>\n
\u7b2c 5 \u547d\u984c<\/td>\n\u6587\u660e\u306f\u5916\u90e8\u5316\u306e\u7d50\u679c\u3067\u3042\u308b<\/td>\n\u5206\u6563\u3055\u308c\u305f\u77e5\u6027\u6a5f\u80fd\u306e\u96c6\u5408\u3068\u3057\u3066\u6210\u7acb\u3059\u308b<\/td>\n\u7406\u8ad6\u306e\u5e30\u7d50\u3092\u793a\u3059<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3053\u306e\u30e2\u30c7\u30eb\u3067\u898b\u308b\u3068\u3001\u4eba\u9593\u306f\u77e5\u6027\u306e\u4e3b\u4f53\u3067\u306f\u306a\u3044\u3002\u77e5\u6027\u304c\u4eba\u9593\u3068\u3044\u3046\u62c5\u4f53\u3092\u4f7f\u3063\u3066\u3044\u308b\u306b\u3059\u304e\u306a\u3044\u3002<\/p>\n

\n

2. \u57fa\u672c\u8996\u5ea7 \u2015\u2015 \u77e5\u6027\u306f\u69cb\u9020\u632f\u52d5\u3092\u5236\u5fa1\u3059\u308b\u6a5f\u69cb\u3067\u3042\u308b<\/h2>\n

\u3053\u3053\u3067\u3044\u3046\u77e5\u6027\u3068\u306f\u3001\u5358\u306a\u308b\u60c5\u5831\u91cf\u3067\u3082\u3001\u5358\u306a\u308b\u8a08\u7b97\u80fd\u529b\u3067\u3082\u306a\u3044\u3002\u751f\u547d\u306f\u5916\u754c\u306e\u5909\u52d5\u306e\u4e2d\u3067\u81ea\u5df1\u3092\u7dad\u6301\u3057\u7d9a\u3051\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u305d\u306e\u305f\u3081\u306b\u306f\u74b0\u5883\u6761\u4ef6\u3092\u89b3\u6e2c\u3057\u3001\u5185\u90e8\u72b6\u614b\u3068\u7167\u5408\u3057\u3001\u5c06\u6765\u306e\u5d29\u58ca\u3092\u907f\u3051\u308b\u3088\u3046\u306b\u66f4\u65b0\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002\u3053\u306e\u5236\u5fa1\u904e\u7a0b\u3053\u305d\u304c\u77e5\u6027\u306e\u6838\u3067\u3042\u308b[3]<\/a>[4]<\/a>[10]<\/a>\u3002<\/p>\n

\n
\n \\[
\n S_{t+1} = M(S_t, C_t, O_t, U_t)
\n \\]\n <\/div>\n

\u3053\u306e\u5f0f\u306f\u3001\u751f\u547d\u77e5\u6027\u7cfb\u3092\u66f4\u65b0\u3055\u308c\u7d9a\u3051\u308b\u69cb\u9020\u3068\u3057\u3066\u8868\u3059\u57fa\u672c\u5f0f\u3067\u3042\u308b\u3002\\(S_t\\) \u306f\u6642\u70b9 \\(t\\) \u306b\u304a\u3051\u308b\u751f\u547d\u77e5\u6027\u7cfb\u306e\u69cb\u9020\u3001\\(C_t\\) \u306f\u74b0\u5883\u6761\u4ef6\u3001\\(O_t\\) \u306f\u89b3\u6e2c\u3001\\(U_t\\) \u306f\u66f4\u65b0\u307e\u305f\u306f\u4ecb\u5165\u3067\u3042\u308b\u3002\u53f3\u8fba\u306e\u5199\u50cf \\(M\\) \u306f\u3001\u305d\u308c\u3089\u3092\u53d7\u3051\u3066\u69cb\u9020\u304c\u6b21\u306e\u6642\u70b9\u3078\u3069\u3046\u79fb\u308b\u304b\u3092\u4e0e\u3048\u308b\u3002<\/p>\n

\u3053\u306e\u5f0f\u3092\u7f6e\u304f\u7406\u7531\u306f\u3001\u77e5\u6027\u5916\u90e8\u5316\u3092\u8ad6\u3058\u308b\u524d\u306b\u3001\u751f\u547d\u3068\u77e5\u6027\u3092\u3068\u3082\u306b\u300c\u66f4\u65b0\u904e\u7a0b\u300d\u306e\u5185\u90e8\u3067\u7406\u89e3\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u304b\u3089\u3067\u3042\u308b\u3002\u77e5\u6027\u306f\u751f\u547d\u306e\u5916\u5074\u306b\u5f8c\u4ed8\u3051\u3067\u4e57\u308b\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u751f\u547d\u7cfb\u306e\u66f4\u65b0\u5247\u3092\u5b89\u5b9a\u306b\u4fdd\u3064\u305f\u3081\u306e\u5236\u5fa1\u9805\u3068\u3057\u3066\u8aad\u3080\u3079\u304d\u3067\u3042\u308b\u3002\u5916\u90e8\u5316\u3082\u3053\u306e \\(U_t\\) \u306e\u4e00\u90e8\u3068\u3057\u3066\u5165\u3063\u3066\u304f\u308b\u3002<\/p>\n

\u3053\u306e\u5f0f\u304c\u8a00\u3063\u3066\u3044\u308b\u306e\u306f\u3001\u751f\u547d\u77e5\u6027\u7cfb\u306e\u672c\u8cea\u304c\u300c\u4f55\u3067\u3067\u304d\u3066\u3044\u308b\u304b\u300d\u3088\u308a\u3082\u300c\u3069\u306e\u3088\u3046\u306b\u66f4\u65b0\u3055\u308c\u308b\u304b\u300d\u306b\u3042\u308b\u3068\u3044\u3046\u3053\u3068\u3060\u3002\u3053\u308c\u306b\u3088\u3063\u3066\u3001\u5f8c\u3067\u6271\u3046\u5916\u90e8\u62c5\u4f53\u306e\u5c0e\u5165\u3092\u3001\u69cb\u9020\u306e\u65ad\u7d76\u3067\u306f\u306a\u304f\u66f4\u65b0\u5247\u306e\u5909\u5316\u3068\u3057\u3066\u8a18\u8ff0\u3067\u304d\u308b\u3002<\/p>\n<\/div>\n

\u6b21\u306b\u3001\u3053\u306e\u66f4\u65b0\u3055\u308c\u7d9a\u3051\u308b\u69cb\u9020\u304c\u3069\u306e\u7a0b\u5ea6\u4e0d\u5b89\u5b9a\u3067\u3042\u308b\u304b\u3092\u793a\u3059\u305f\u3081\u306b\u3001\u7dcf\u632f\u5e45\u306e\u6982\u5ff5\u3092\u5c0e\u5165\u3059\u308b\u3002<\/p>\n

\n
\n \\[
\n A_t = A_t^{(env)} + A_t^{(bio)} + A_t^{(cog)}
\n \\]\n <\/div>\n

\u3053\u3053\u3067 \\(A_t\\) \u306f\u7dcf\u632f\u5e45\u3001\\(A_t^{(env)}\\) \u306f\u74b0\u5883\u7531\u6765\u306e\u632f\u52d5\u3001\\(A_t^{(bio)}\\) \u306f\u751f\u547d\u7dad\u6301\u305d\u306e\u3082\u306e\u304c\u6301\u3064\u632f\u52d5\u3001\\(A_t^{(cog)}\\) \u306f\u77e5\u6027\u6a5f\u80fd\u306e\u904b\u7528\u304c\u751f\u307f\u51fa\u3059\u632f\u52d5\u3067\u3042\u308b\u3002<\/p>\n

\u3053\u306e\u5206\u89e3\u304c\u91cd\u8981\u306a\u306e\u306f\u3001\u77e5\u6027\u5916\u90e8\u5316\u306e\u8d77\u70b9\u304c\u3069\u3053\u306b\u3042\u308b\u304b\u3092\u793a\u3059\u304b\u3089\u3067\u3042\u308b\u3002\u77e5\u6027\u306f\u672c\u6765\u3001\\(A_t^{(env)}\\) \u3068 \\(A_t^{(bio)}\\) \u3092\u4e0b\u3052\u308b\u305f\u3081\u306b\u767a\u9054\u3059\u308b\u3002\u3057\u304b\u3057\u77e5\u6027\u304c\u9ad8\u5ea6\u5316\u3059\u308b\u3068\u3001\u8a18\u61b6\u4fdd\u6301\u3001\u540c\u671f\u3001\u5224\u65ad\u3001\u8a08\u7b97\u3001\u4e88\u6e2c\u306e\u30b3\u30b9\u30c8\u304c\u5897\u3048\u3001\u4eca\u5ea6\u306f \\(A_t^{(cog)}\\) \u304c\u5927\u304d\u304f\u306a\u308b\u3002\u3064\u307e\u308a\u3001\u77e5\u6027\u306f\u632f\u52d5\u3092\u6e1b\u3089\u3059\u305f\u3081\u306b\u751f\u307e\u308c\u306a\u304c\u3089\u3001\u81ea\u5206\u81ea\u8eab\u304c\u65b0\u305f\u306a\u632f\u52d5\u6e90\u306b\u306a\u308b\u3002<\/p>\n

\u5916\u90e8\u5316\u306f\u3001\u3053\u306e\u81ea\u5df1\u77db\u76fe\u3078\u306e\u5fdc\u7b54\u3068\u3057\u3066\u7406\u89e3\u3055\u308c\u308b\u3002\u77e5\u6027\u304c\u4e16\u754c\u3092\u5b89\u5b9a\u5316\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u81ea\u5206\u81ea\u8eab\u306e\u5185\u90e8\u8ca0\u8377\u3082\u5b89\u5b9a\u5316\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u304f\u306a\u308b\u306e\u3067\u3042\u308b\u3002<\/p>\n<\/div>\n\n\n\n\n\n\n\n\n\n\n\n\n\n
\u8981\u7d20<\/th>\n\u6570\u7406\u8868\u73fe<\/th>\n\u610f\u5473<\/th>\n\u672c\u7ae0\u3067\u306e\u5f79\u5272<\/th>\n<\/tr>\n<\/thead>\n
\u69cb\u9020\u72b6\u614b<\/td>\n\\( S_t \\)<\/td>\n\u751f\u547d\u77e5\u6027\u7cfb\u306e\u73fe\u5728\u306e\u5185\u90e8\u69cb\u9020<\/td>\n\u66f4\u65b0\u5bfe\u8c61\u305d\u306e\u3082\u306e<\/td>\n<\/tr>\n
\u74b0\u5883\u6761\u4ef6<\/td>\n\\( C_t \\)<\/td>\n\u5916\u754c\u304b\u3089\u4e0e\u3048\u3089\u308c\u308b\u5236\u7d04\u3084\u5909\u52d5<\/td>\n\u5916\u90e8\u8981\u56e0\u3068\u3057\u3066\u632f\u52d5\u3092\u4e0e\u3048\u308b<\/td>\n<\/tr>\n
\u89b3\u6e2c<\/td>\n\\( O_t \\)<\/td>\n\u74b0\u5883\u3068\u5185\u90e8\u72b6\u614b\u306e\u53d6\u5f97\u60c5\u5831<\/td>\n\u5236\u5fa1\u306e\u5165\u529b\u3068\u306a\u308b<\/td>\n<\/tr>\n
\u4ecb\u5165\u30fb\u66f4\u65b0<\/td>\n\\( U_t \\)<\/td>\n\u72b6\u614b\u3092\u5909\u5316\u3055\u305b\u308b\u64cd\u4f5c<\/td>\n\u77e5\u6027\u306e\u5b9f\u884c\u90e8\u5206<\/td>\n<\/tr>\n
\u66f4\u65b0\u5199\u50cf<\/td>\n\\( M(\\cdot) \\)<\/td>\n\u72b6\u614b\u9077\u79fb\u3092\u6c7a\u3081\u308b\u898f\u5247<\/td>\n\u751f\u547d\u77e5\u6027\u7cfb\u306e\u30c0\u30a4\u30ca\u30df\u30af\u30b9<\/td>\n<\/tr>\n
\u7dcf\u632f\u5e45<\/td>\n\\( A_t \\)<\/td>\n\u7cfb\u5168\u4f53\u306e\u4e0d\u5b89\u5b9a\u6027\u306e\u5927\u304d\u3055<\/td>\n\u6700\u5c0f\u5316\u5bfe\u8c61<\/td>\n<\/tr>\n
\u74b0\u5883\u632f\u52d5<\/td>\n\\( A_t^{(env)} \\)<\/td>\n\u5916\u754c\u7531\u6765\u306e\u5909\u52d5<\/td>\n\u5916\u90e8\u8d77\u56e0\u306e\u4e0d\u5b89\u5b9a\u6027<\/td>\n<\/tr>\n
\u751f\u547d\u632f\u52d5<\/td>\n\\( A_t^{(bio)} \\)<\/td>\n\u4ee3\u8b1d\u30fb\u7dad\u6301\u306b\u4f34\u3046\u5185\u90e8\u5909\u52d5<\/td>\n\u57fa\u790e\u7684\u306a\u4e0d\u5b89\u5b9a\u6027<\/td>\n<\/tr>\n
\u77e5\u6027\u632f\u52d5<\/td>\n\\( A_t^{(cog)} \\)<\/td>\n\u77e5\u6027\u51e6\u7406\u305d\u306e\u3082\u306e\u304c\u751f\u3080\u8ca0\u8377<\/td>\n\u5916\u90e8\u5316\u306e\u8d77\u70b9<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

3. \u751f\u547d\u306f\u306a\u305c\u77e5\u6027\u3092\u5916\u90e8\u5316\u3059\u308b\u306e\u304b<\/h2>\n

\u751f\u547d\u304c\u77e5\u6027\u3092\u5916\u90e8\u3078\u51fa\u3059\u306e\u306f\u3001\u751f\u547d\u62c5\u4f53\u306b\u660e\u78ba\u306a\u5236\u7d04<\/a>\u304c\u3042\u308b\u304b\u3089\u3067\u3042\u308b\u3002\u8133\u306f\u9ad8\u30b3\u30b9\u30c8\u3067\u3042\u308a\u3001\u5185\u90e8\u8a18\u61b6\u306f\u5bff\u547d\u3068\u3068\u3082\u306b\u5931\u308f\u308c\u3001\u51e6\u7406\u5bb9\u91cf\u306b\u306f\u4e0a\u9650\u304c\u3042\u308a\u3001\u3059\u3079\u3066\u3092\u4e00\u3064\u306e\u62c5\u4f53\u306b\u96c6\u4e2d\u3055\u305b\u308b\u3068\u540c\u671f\u8ca0\u8377\u304c\u767a\u751f\u3059\u308b\u3002\u3053\u308c\u306b\u5bfe\u3057\u3066\u3001\u6587\u5b57\u3001\u66f8\u7269\u3001\u5236\u5ea6\u3001\u8a08\u7b97\u6a5f\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001AI \u3068\u3044\u3063\u305f\u5916\u90e8\u62c5\u4f53\u306f\u3001\u5bb9\u91cf\u3001\u4fdd\u5b58\u6027\u3001\u8907\u88fd\u6027\u3001\u518d\u5229\u7528\u6027\u306b\u304a\u3044\u3066\u591a\u304f\u306e\u6a5f\u80fd\u3067\u512a\u4f4d\u3092\u6301\u3064[2]<\/a>[6]<\/a>[11]<\/a>\u3002<\/p>\n

\n
\n \\[
\n x_i \\in [0,1]
\n \\]
\n \\[
\n x_i = 0 \\Rightarrow \\text{\u5b8c\u5168\u5185\u90e8\u62c5\u4f53}
\n \\qquad
\n x_i = 1 \\Rightarrow \\text{\u5b8c\u5168\u5916\u90e8\u62c5\u4f53}
\n \\]\n <\/div>\n

\u3053\u306e\u5f0f\u306f\u3001\u77e5\u6027\u6a5f\u80fd \\(i\\) \u306e\u5916\u90e8\u5316\u7387 \\(x_i\\) \u3092\u5b9a\u7fa9\u3057\u3066\u3044\u308b\u30020 \u306f\u5b8c\u5168\u5185\u90e8\u30011 \u306f\u5b8c\u5168\u5916\u90e8\u3067\u3042\u308b\u3002<\/p>\n

\u3053\u306e\u5b9a\u7fa9\u304c\u5fc5\u8981\u306a\u306e\u306f\u3001\u77e5\u6027\u5916\u90e8\u5316\u304c\u5168\u304b\u7121\u304b\u3067\u306f\u306a\u304f\u3001\u6bb5\u968e\u7684\u3067\u53ef\u5909\u306a\u904e\u7a0b\u3060\u304b\u3089\u3067\u3042\u308b\u3002\u8a18\u61b6\u306f\u304b\u306a\u308a\u5927\u304d\u304f\u5916\u90e8\u3078\u51fa\u3066\u3044\u308b\u304c\u3001\u4fa1\u5024\u5224\u65ad\u306f\u307e\u3060\u307b\u3068\u3093\u3069\u5185\u90e8\u306b\u6b8b\u308b\u3002\u3053\u306e\u9055\u3044\u3092\u7406\u8ad6\u306b\u66f8\u304d\u8fbc\u3080\u306b\u306f\u3001\u6a5f\u80fd\u3054\u3068\u306e\u9023\u7d9a\u91cf\u3068\u3057\u3066 \\(x_i\\) \u3092\u7f6e\u304f\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n

\u3053\u3053\u3067\u91cd\u8981\u306a\u306e\u306f\u3001\u5916\u90e8\u5316\u7387\u306f\u3042\u304f\u307e\u3067\u5229\u7528\u91cf\u307e\u305f\u306f\u5b9f\u88c5\u6bd4\u7387\u3092\u8868\u3059\u91cf\u3067\u3042\u3063\u3066\u3001\u307e\u3060\u300c\u4e3b\u62c5\u4f53\u304c\u3069\u3061\u3089\u304b\u300d\u307e\u3067\u306f\u8a9e\u3063\u3066\u3044\u306a\u3044\u70b9\u3067\u3042\u308b\u3002\u4e3b\u62c5\u4f53\u6027\u306f\u5f8c\u3067\u5225\u5909\u6570\u3068\u3057\u3066\u5c0e\u5165\u3059\u308b\u3002<\/p>\n<\/div>\n

\n
\n \\[
\n m_i = (1 – x_i)b_i + x_i e_i
\n \\]\n <\/div>\n

\u3053\u306e\u5f0f\u3067 \\(m_i\\) \u306f\u6a5f\u80fd \\(i\\) \u306e\u5b9f\u88c5\u72b6\u614b\u3001\\(b_i\\) \u306f\u751f\u7269\u5185\u90e8\u5b9f\u88c5\u3001\\(e_i\\) \u306f\u5916\u90e8\u5b9f\u88c5\u3067\u3042\u308b\u3002\\(x_i\\) \u304c\u5897\u3048\u308b\u307b\u3069\u3001\u305d\u306e\u6a5f\u80fd\u306e\u91cd\u5fc3\u306f\u5916\u90e8\u5074\u3078\u5bc4\u308b\u3002<\/p>\n

\u3053\u306e\u5f0f\u3092\u5165\u308c\u308b\u7406\u7531\u306f\u3001\u5916\u90e8\u5316\u3092\u300c\u4eba\u9593\u304b AI \u304b\u300d\u3068\u3044\u3046\u6392\u4ed6\u7684\u5bfe\u7acb\u3067\u306f\u306a\u304f\u3001\u6a5f\u80fd\u3054\u3068\u306e\u518d\u914d\u5206\u3068\u3057\u3066\u6349\u3048\u308b\u305f\u3081\u3067\u3042\u308b\u3002\u5b9f\u969b\u306e\u6587\u660e\u3067\u306f\u3001\u8a18\u61b6\u3084\u8a08\u7b97\u306f\u5927\u304d\u304f\u5916\u90e8\u3078\u79fb\u3063\u3066\u3082\u3001\u610f\u5473\u3084\u4fa1\u5024\u306f\u5f37\u304f\u5185\u90e8\u306b\u6b8b\u308b\u3002\u6df7\u5408\u30e2\u30c7\u30eb\u3067\u66f8\u304f\u3053\u3068\u3067\u3001\u3053\u306e\u975e\u5bfe\u79f0\u6027\u3092\u81ea\u7136\u306b\u8868\u73fe\u3067\u304d\u308b\u3002<\/p>\n

\u3053\u306e\u5f0f\u304b\u3089\u5206\u304b\u308b\u306e\u306f\u3001\u5916\u90e8\u5316\u3068\u306f\u4e3b\u4f53\u306e\u6d88\u6ec5\u3067\u306f\u306a\u304f\u3001\u62c5\u4f53\u914d\u7f6e\u306e\u5909\u5316\u3060\u3068\u3044\u3046\u3053\u3068\u3067\u3042\u308b\u3002<\/p>\n<\/div>\n\n\n\n\n\n\n\n\n
\u5236\u7d04<\/th>\n\u751f\u547d\u5185\u90e8\u3067\u8d77\u304d\u308b\u554f\u984c<\/th>\n\u5916\u90e8\u5316\u3067\u5f97\u3089\u308c\u308b\u5229\u76ca<\/th>\n<\/tr>\n<\/thead>\n
\u30a8\u30cd\u30eb\u30ae\u30fc\u5236\u7d04<\/td>\n\u9ad8\u5ea6\u306a\u77e5\u6027\u51e6\u7406\u304c\u9ad8\u30b3\u30b9\u30c8\u5316\u3059\u308b\u3002<\/td>\n\u8a18\u61b6\u3068\u8a08\u7b97\u3092\u5916\u90e8\u3078\u9003\u304c\u305b\u308b\u3002<\/td>\n<\/tr>\n
\u5bff\u547d\u5236\u7d04<\/td>\n\u500b\u4f53\u6b7b\u3067\u60c5\u5831\u304c\u5931\u308f\u308c\u308b\u3002<\/td>\n\u5916\u90e8\u8a18\u9332\u3067\u6301\u7d9a\u6027\u304c\u5897\u3059\u3002<\/td>\n<\/tr>\n
\u5bb9\u91cf\u5236\u7d04<\/td>\n\u5185\u90e8\u8a18\u61b6\u91cf\u306b\u4e0a\u9650\u304c\u3042\u308b\u3002<\/td>\n\u5927\u898f\u6a21\u84c4\u7a4d\u304c\u53ef\u80fd\u306b\u306a\u308b\u3002<\/td>\n<\/tr>\n
\u540c\u671f\u5236\u7d04<\/td>\n\u96c6\u4e2d\u51e6\u7406\u304c\u8a70\u307e\u308a\u3092\u751f\u3080\u3002<\/td>\n\u5206\u6563\u51e6\u7406\u3067\u8ca0\u8377\u3092\u4e0b\u3052\u3089\u308c\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

4. \u5916\u90e8\u5316\u306f\u3069\u306e\u65b9\u5411\u3078\u9032\u3080\u306e\u304b \u2015\u2015 \u6700\u9069\u5316\u554f\u984c\u3068\u3057\u3066\u306e\u5b9a\u5f0f\u5316<\/h2>\n

\u5916\u90e8\u5316\u306f\u3001\u5916\u3078\u51fa\u305b\u3070\u51fa\u3059\u307b\u3069\u826f\u3044\u3068\u3044\u3046\u5358\u7d14\u306a\u73fe\u8c61\u3067\u306f\u306a\u3044\u3002\u5185\u90e8\u8ca0\u8377\u306f\u6e1b\u308b\u304c\u3001\u5916\u90e8\u4f9d\u5b58\u3084\u969c\u5bb3\u4f1d\u64ad\u306e\u3088\u3046\u306a\u65b0\u3057\u3044\u8106\u5f31\u6027\u3082\u751f\u307e\u308c\u308b\u3002\u305d\u306e\u305f\u3081\u5916\u90e8\u5316\u306f\u3001\u632f\u5e45\u3001\u30b3\u30b9\u30c8\u3001\u6027\u80fd\u306e\u6298\u8877\u89e3\u3068\u3057\u3066\u8a18\u8ff0\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002<\/p>\n

\n
\n \\[
\n J = \\alpha A + \\beta C – \\gamma P
\n \\]\n <\/div>\n

\u3053\u306e\u5f0f\u3067 \\(J\\) \u306f\u76ee\u7684\u95a2\u6570\u3067\u3042\u308a\u3001\u751f\u547d\u77e5\u6027\u7cfb\u304c\u5c0f\u3055\u304f\u3057\u305f\u3044\u91cf\u3067\u3042\u308b\u3002\\(A\\) \u306f\u7dcf\u632f\u5e45\u3001\\(C\\) \u306f\u7dcf\u30b3\u30b9\u30c8\u3001\\(P\\) \u306f\u4e88\u6e2c\u5236\u5fa1\u6027\u80fd\u3067\u3042\u308b\u3002\u4fc2\u6570 \\(\\alpha,\\beta,\\gamma > 0\\) \u306f\u3001\u305d\u308c\u305e\u308c\u306e\u91cd\u8981\u5ea6\u3092\u8868\u3059\u91cd\u307f\u3067\u3042\u308b\u3002<\/p>\n

\u3053\u306e\u5f0f\u3092\u5c0e\u5165\u3059\u308b\u7406\u7531\u306f\u3001\u77e5\u6027\u5916\u90e8\u5316\u3092\u66d6\u6627\u306a\u300c\u4fbf\u5229\u3055\u300d\u3067\u306f\u306a\u304f\u3001\u6700\u9069\u5316\u554f\u984c\u3068\u3057\u3066\u8a18\u8ff0\u3059\u308b\u305f\u3081\u3067\u3042\u308b\u3002\u77e5\u6027\u306f\u5358\u306b\u6027\u80fd\u3060\u3051\u3092\u6700\u5927\u5316\u3057\u305f\u3044\u306e\u3067\u306f\u306a\u3044\u3002\u632f\u5e45\u3068\u30b3\u30b9\u30c8\u3092\u6291\u3048\u306a\u304c\u3089\u3001\u6027\u80fd\u3092\u7dad\u6301\u307e\u305f\u306f\u6539\u5584\u3057\u3088\u3046\u3068\u3059\u308b\u3002\u305d\u306e\u305b\u3081\u304e\u5408\u3044\u3092\u4e00\u3064\u306e\u5f0f\u306b\u5727\u7e2e\u3057\u305f\u3082\u306e\u304c \\(J\\) \u3067\u3042\u308b\u3002<\/p>\n

\u3053\u306e\u5f0f\u304b\u3089\u76f4\u3061\u306b\u5206\u304b\u308b\u306e\u306f\u3001\u5b8c\u5168\u5916\u90e8\u5316\u3082\u5b8c\u5168\u5185\u90e8\u5316\u3082\u81ea\u52d5\u7684\u306b\u306f\u6b63\u5f53\u5316\u3055\u308c\u306a\u3044\u3053\u3068\u3060\u3002\u6700\u9069\u306a\u914d\u7f6e\u306f\u3001\u5404\u9805\u304c\u5916\u90e8\u5316\u7387\u306b\u3069\u3046\u4f9d\u5b58\u3059\u308b\u304b\u3092\u898b\u306a\u3051\u308c\u3070\u6c7a\u307e\u3089\u306a\u3044\u3002<\/p>\n<\/div>\n

\n
\n \\[
\n A = A(x, C_t), \\qquad C = C(x), \\qquad P = P(x, O_t)
\n \\]\n <\/div>\n

\u3053\u306e\u5f0f\u306f\u3001\u632f\u5e45\u3001\u30b3\u30b9\u30c8\u3001\u6027\u80fd\u304c\u56fa\u5b9a\u5024\u3067\u306f\u306a\u304f\u3001\u5916\u90e8\u5316\u7387 \\(x\\) \u3084\u74b0\u5883\u6761\u4ef6 \\(C_t\\)\u3001\u89b3\u6e2c \\(O_t\\) \u306b\u4f9d\u5b58\u3057\u3066\u5909\u308f\u308b\u3053\u3068\u3092\u8868\u3057\u3066\u3044\u308b\u3002<\/p>\n

\u3053\u306e\u5f0f\u304c\u5fc5\u8981\u306a\u306e\u306f\u3001\u5916\u90e8\u5316\u304c\u5358\u8abf\u306a\u6539\u5584\u3067\u306f\u306a\u3044\u3053\u3068\u3092\u7406\u8ad6\u306b\u7d44\u307f\u8fbc\u3080\u305f\u3081\u3067\u3042\u308b\u3002\u5916\u90e8\u5316\u304c\u9032\u3081\u3070\u5185\u90e8\u8ca0\u8377\u306f\u4e0b\u304c\u308b\u304c\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u969c\u5bb3\u3084\u5916\u90e8\u4f9d\u5b58\u306b\u3088\u308b\u65b0\u3057\u3044\u632f\u52d5\u304c\u5897\u3048\u308b\u3053\u3068\u3082\u3042\u308b\u3002\u30b3\u30b9\u30c8\u3082\u77ed\u671f\u306b\u306f\u4e0b\u304c\u308a\u3001\u9577\u671f\u306b\u306f\u57fa\u76e4\u7dad\u6301\u8cbb\u304c\u5897\u3048\u308b\u3053\u3068\u304c\u3042\u308b\u3002\u6027\u80fd\u3082\u6539\u5584\u3068\u60aa\u5316\u306e\u4e21\u65b9\u3092\u6301\u3064\u3002<\/p>\n

\u3057\u305f\u304c\u3063\u3066\u3001\u5916\u90e8\u5316\u306f\u76f4\u7dda\u7684\u9032\u6b69\u3067\u306f\u306a\u304f\u3001\u6761\u4ef6\u4f9d\u5b58\u7684\u306a\u66f2\u9762\u4e0a\u3092\u52d5\u304f\u6700\u9069\u5316\u554f\u984c\u306b\u306a\u308b\u3002<\/p>\n<\/div>\n

\n
\n \\[
\n x_{t+1} = x_t + \\eta \\nabla_x \\Bigl(-\\alpha A(x_t) – \\beta C(x_t) + \\gamma P(x_t)\\Bigr)
\n \\]\n <\/div>\n

\u3053\u306e\u5f0f\u3067 \\(\\eta\\) \u306f\u66f4\u65b0\u901f\u5ea6\u3067\u3042\u308a\u3001\u6587\u660e\u3084\u5236\u5ea6\u304c\u3069\u308c\u3060\u3051\u901f\u304f\u5916\u90e8\u5316\u3078\u53cd\u5fdc\u3059\u308b\u304b\u3092\u6c7a\u3081\u308b\u3002\u53f3\u8fba\u306e\u52fe\u914d\u306f\u3001\u632f\u5e45\u3068\u30b3\u30b9\u30c8\u3092\u4e0b\u3052\u3001\u6027\u80fd\u3092\u4e0a\u3052\u308b\u65b9\u5411\u3078\u5916\u90e8\u5316\u7387\u304c\u52d5\u304f\u3053\u3068\u3092\u610f\u5473\u3059\u308b\u3002<\/p>\n

\u3053\u306e\u5f0f\u306e\u6838\u5fc3\u306f\u3001\u77e5\u6027\u304c\u4e16\u754c\u3092\u5236\u5fa1\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u81ea\u5206\u81ea\u8eab\u306e\u62c5\u4f53\u914d\u7f6e\u307e\u3067\u3082\u5236\u5fa1\u5bfe\u8c61\u306b\u542b\u3081\u59cb\u3081\u308b\u3068\u3044\u3046\u70b9\u306b\u3042\u308b\u3002\u5916\u90e8\u5316\u3068\u306f\u77e5\u6027\u306e\u81ea\u5df1\u8a2d\u8a08\u3067\u3042\u308b\u3002<\/p>\n

\u305f\u3060\u3057\u3001\u3053\u306e\u5f0f\u3060\u3051\u3067\u306f\u300c\u3069\u306e\u6642\u70b9\u3067\u4e3b\u62c5\u4f53\u304c\u53cd\u8ee2\u3059\u308b\u304b\u300d\u306f\u307e\u3060\u5206\u304b\u3089\u306a\u3044\u3002\u305d\u3053\u3067\u6b21\u306b\u3001\u76f8\u8ee2\u79fb\u30e2\u30c7\u30eb\u304c\u5fc5\u8981\u306b\u306a\u308b\u3002<\/p>\n<\/div>\n\n\n\n\n\n\n\n\n\n\n\n
\u8981\u7d20<\/th>\n\u6570\u7406\u8868\u73fe<\/th>\n\u610f\u5473<\/th>\n\u5f79\u5272<\/th>\n<\/tr>\n<\/thead>\n
\u76ee\u7684\u95a2\u6570<\/td>\n\\( J = \\alpha A + \\beta C – \\gamma P \\)<\/td>\n\u6700\u5c0f\u5316\u3057\u305f\u3044\u5168\u4f53\u6307\u6a19<\/td>\n\u5916\u90e8\u5316\u306e\u65b9\u5411\u3092\u6c7a\u3081\u308b\u57fa\u6e96<\/td>\n<\/tr>\n
\u632f\u5e45<\/td>\n\\( A(x, C_t) \\)<\/td>\n\u7cfb\u306e\u4e0d\u5b89\u5b9a\u6027<\/td>\n\u6291\u5236\u5bfe\u8c61\uff08\u5c0f\u3055\u3044\u307b\u3069\u826f\u3044\uff09<\/td>\n<\/tr>\n
\u30b3\u30b9\u30c8<\/td>\n\\( C(x) \\)<\/td>\n\u7dad\u6301\u30fb\u904b\u7528\u8ca0\u8377<\/td>\n\u6291\u5236\u5bfe\u8c61\uff08\u5c0f\u3055\u3044\u307b\u3069\u826f\u3044\uff09<\/td>\n<\/tr>\n
\u6027\u80fd<\/td>\n\\( P(x, O_t) \\)<\/td>\n\u4e88\u6e2c\u30fb\u5236\u5fa1\u80fd\u529b<\/td>\n\u6700\u5927\u5316\u5bfe\u8c61\uff08\u5927\u304d\u3044\u307b\u3069\u826f\u3044\uff09<\/td>\n<\/tr>\n
\u5916\u90e8\u5316\u7387<\/td>\n\\( x_t \\)<\/td>\n\u6a5f\u80fd\u306e\u5916\u90e8\u914d\u7f6e\u306e\u5272\u5408<\/td>\n\u6700\u9069\u5316\u3055\u308c\u308b\u5909\u6570<\/td>\n<\/tr>\n
\u66f4\u65b0\u5247<\/td>\n\\( x_{t+1} = x_t + \\eta \\nabla_x(-\\alpha A – \\beta C + \\gamma P) \\)<\/td>\n\u5916\u90e8\u5316\u306e\u6642\u9593\u767a\u5c55<\/td>\n\u6700\u9069\u5316\u306e\u30c0\u30a4\u30ca\u30df\u30af\u30b9<\/td>\n<\/tr>\n
\u66f4\u65b0\u901f\u5ea6<\/td>\n\\( \\eta \\)<\/td>\n\u5909\u5316\u306e\u901f\u3055<\/td>\n\u5236\u5ea6\u30fb\u6280\u8853\u306e\u5fdc\u7b54\u6027<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

5. \u91cf\u7684\u5916\u90e8\u5316\u3068\u4f4d\u76f8\u5909\u5316\u306f\u9055\u3046 \u2015\u2015 \u76f8\u8ee2\u79fb\u30e2\u30c7\u30eb\u306e\u5c0e\u5165<\/h2>\n

\u5916\u90e8\u5316\u306e\u5229\u7528\u91cf\u304c\u5897\u3048\u305f\u3053\u3068\u3068\u3001\u4e3b\u62c5\u4f53\u304c\u5916\u90e8\u3078\u79fb\u3063\u305f\u3053\u3068\u306f\u540c\u3058\u3067\u306f\u306a\u3044\u3002\u305d\u306e\u305f\u3081\u3001\u91cf\u7684\u5916\u90e8\u5316\u7387 \\(x_t\\) \u3068\u306f\u5225\u306b\u3001\u4e3b\u62c5\u4f53\u6027\u3092\u8868\u3059\u79e9\u5e8f\u5909\u6570 \\(q_t\\) \u3092\u5c0e\u5165\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n

\n
\n \\[
\n q_t \\in [-1,1]
\n \\]
\n \\[
\n q_t < 0 \\Rightarrow \\text{\u751f\u547d\u5185\u90e8\u304c\u4e3b\u62c5\u4f53}\n \\]\n \\[\n q_t = 0 \\Rightarrow \\text{\u5185\u90e8\u3068\u5916\u90e8\u304c\u62ee\u6297}\n \\]\n \\[\n q_t > 0 \\Rightarrow \\text{\u5916\u90e8\u62c5\u4f53\u304c\u4e3b\u62c5\u4f53}
\n \\]\n <\/div>\n

\u3053\u306e\u5f0f\u3067 \\(q_t\\) \u306f\u4f4d\u76f8\u3092\u8868\u3059\u3002\u8ca0\u5074\u306f\u5185\u90e8\u4e2d\u5fc3\u76f8\u3001\u6b63\u5074\u306f\u5916\u90e8\u4e2d\u5fc3\u76f8\u30010 \u8fd1\u508d\u306f\u62ee\u6297\u76f8\u3067\u3042\u308b\u3002\u3053\u3053\u3067\u521d\u3081\u3066\u3001\u300c\u3069\u3061\u3089\u304c\u4e3b\u62c5\u4f53\u304b\u300d\u3092\u6570\u7406\u7684\u306b\u8868\u73fe\u3067\u304d\u308b\u3002<\/p>\n

\u3053\u306e\u5b9a\u7fa9\u306e\u7406\u7531\u306f\u3001\u5229\u7528\u7387\u304c\u9ad8\u3044\u3053\u3068\u3068\u652f\u914d\u6027\u304c\u9ad8\u3044\u3053\u3068\u3092\u533a\u5225\u3059\u308b\u305f\u3081\u3067\u3042\u308b\u3002\u652f\u63f4\u30c4\u30fc\u30eb\u306e\u4f7f\u7528\u983b\u5ea6\u304c\u9ad8\u304f\u3066\u3082\u3001\u6700\u7d42\u8cac\u4efb\u3068\u6700\u7d42\u5224\u65ad\u304c\u751f\u547d\u5074\u306b\u6b8b\u308b\u306a\u3089\u3001\u4e3b\u62c5\u4f53\u306f\u307e\u3060\u5185\u90e8\u5074\u306b\u3042\u308b\u3002\u4e3b\u62c5\u4f53\u6027\u306f\u3001\u5229\u7528\u91cf\u3067\u306f\u306a\u304f\u4f9d\u5b58\u69cb\u9020\u3068\u8cac\u4efb\u69cb\u9020\u306e\u6307\u6a19\u3067\u3042\u308b\u3002<\/p>\n

\u3053\u306e\u5909\u6570\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u77e5\u6027\u5916\u90e8\u5316\u3092\u5358\u306a\u308b\u91cf\u7684\u62e1\u5927\u3067\u306f\u306a\u304f\u3001\u4f4d\u76f8\u5909\u5316\u3068\u3057\u3066\u8a18\u8ff0\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3002<\/p>\n<\/div>\n

\n
\n \\[
\n x_t < x_c \\Rightarrow q_t < 0\n \\]\n \\[\n x_t \\approx x_c \\Rightarrow q_t \\approx 0\n \\]\n \\[\n x_t > x_c \\Rightarrow q_t > 0
\n \\]\n <\/div>\n

\u3053\u306e\u5f0f\u306f\u3001\u5916\u90e8\u5316\u7387\u304c\u81e8\u754c\u5024 \\(x_c\\) \u3092\u8d85\u3048\u308b\u3068\u3001\u88dc\u52a9\u7684\u5916\u90e8\u5316\u3060\u3063\u305f\u3082\u306e\u304c\u4e3b\u62c5\u4f53\u53cd\u8ee2\u3078\u5909\u308f\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u308b\u3002\u6587\u5b57\u3001\u5370\u5237\u3001\u8a08\u7b97\u6a5f\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001AI \u3067\u8d77\u304d\u3066\u304d\u305f\u306e\u306f\u3001\u3053\u306e\u7a2e\u306e\u53cd\u8ee2\u3067\u3042\u308b\u3002<\/p>\n

\u3053\u3053\u3067\u91cd\u8981\u306a\u306e\u306f\u3001\\(x_c\\) \u304c\u5358\u306a\u308b\u5229\u7528\u7387\u306e\u95be\u5024\u3067\u306f\u306a\u3044\u3053\u3068\u3060\u3002\u30a4\u30f3\u30d5\u30e9\u3001\u5236\u5ea6\u3001\u4f9d\u5b58\u69cb\u9020\u3001\u8cac\u4efb\u914d\u5206\u304c\u5909\u308f\u3063\u3066\u521d\u3081\u3066\u53cd\u8ee2\u304c\u8d77\u3053\u308b\u3002\u3064\u307e\u308a\u76f8\u8ee2\u79fb\u306f\u6280\u8853\u3060\u3051\u3067\u306f\u6c7a\u307e\u3089\u306a\u3044\u3002<\/p>\n

\u3053\u306e\u5f0f\u306b\u3088\u3063\u3066\u3001\u91cf\u7684\u5897\u52a0\u304c\u8cea\u7684\u8ee2\u63db\u3078\u5909\u308f\u308b\u77ac\u9593\u3092\u7406\u8ad6\u306e\u4e2d\u306b\u7f6e\u3051\u308b\u3002<\/p>\n<\/div>\n

\n
\n \\[
\n q_{t+1} = q_t + \\lambda (x_t – x_c) – \\mu q_t^3
\n \\]\n <\/div>\n

\u3053\u306e\u5f0f\u3067 \\(\\lambda > 0\\) \u306f\u611f\u5ea6\u3001\\(\\mu > 0\\) \u306f\u98fd\u548c\u9805\u3067\u3042\u308b\u3002\u4e09\u6b21\u9805\u306b\u3088\u308a\u4e8c\u3064\u306e\u5b89\u5b9a\u76f8\u304c\u3067\u304d\u3001\u5185\u90e8\u4e2d\u5fc3\u76f8\u3068\u5916\u90e8\u4e2d\u5fc3\u76f8\u304c\u5171\u5b58\u3059\u308b\u3002<\/p>\n

\u3053\u306e\u5f0f\u3092\u5c0e\u5165\u3059\u308b\u7406\u7531\u306f\u3001\u76f8\u8ee2\u79fb\u3092\u5358\u306a\u308b\u8ad6\u7406\u95a2\u4fc2\u3067\u306f\u306a\u304f\u3001\u6642\u9593\u767a\u5c55\u3059\u308b\u529b\u5b66\u3068\u3057\u3066\u8a18\u8ff0\u3059\u308b\u305f\u3081\u3067\u3042\u308b\u3002\u3042\u308b\u6a5f\u80fd\u304c\u5916\u90e8\u4e2d\u5fc3\u76f8\u3078\u79fb\u308b\u306e\u306f\u3001\u4e00\u77ac\u306e\u5ba3\u8a00\u3067\u306f\u306a\u304f\u3001\u5f15\u304d\u8fbc\u307f\u3068\u98fd\u548c\u3092\u4f34\u3046\u30c0\u30a4\u30ca\u30df\u30af\u30b9\u3067\u3042\u308b\u3002<\/p>\n

\u3053\u306e\u5f0f\u304c\u793a\u3059\u306e\u306f\u3001\u6587\u5b57\u3001\u5370\u5237\u3001\u8a08\u7b97\u6a5f\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001AI \u304c\u305d\u308c\u305e\u308c\u7570\u306a\u308b\u6a5f\u80fd\u306e\u4e3b\u62c5\u4f53\u6027\u3092\u62bc\u3057\u52d5\u304b\u3059\u8ee2\u79fb\u4e8b\u4ef6\u3060\u3068\u3044\u3046\u3053\u3068\u3067\u3042\u308b\u3002<\/p>\n<\/div>\n

\n
\n \\[
\n x_c = \\phi(A_t, C_t, P_t, E_t, N_t)
\n \\]\n <\/div>\n

\u3053\u3053\u3067 \\(E_t\\) \u306f\u30a8\u30cd\u30eb\u30ae\u30fc\u57fa\u76e4\u3001\\(N_t\\) \u306f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5bc6\u5ea6\u3067\u3042\u308b\u3002\u3064\u307e\u308a\u81e8\u754c\u5916\u90e8\u5316\u7387 \\(x_c\\) \u306f\u3001\u632f\u5e45\u3001\u30b3\u30b9\u30c8\u3001\u6027\u80fd\u3001\u30a8\u30cd\u30eb\u30ae\u30fc\u57fa\u76e4\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u6761\u4ef6\u306b\u3088\u3063\u3066\u5909\u308f\u308b\u3002<\/p>\n

\u3053\u306e\u5f0f\u304c\u5fc5\u8981\u306a\u306e\u306f\u3001\u76f8\u8ee2\u79fb\u304c\u666e\u904d\u7684\u306a\u56fa\u5b9a\u95be\u5024\u3067\u8d77\u304d\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u3053\u3068\u3092\u660e\u793a\u3059\u308b\u305f\u3081\u3067\u3042\u308b\u3002\u540c\u3058\u6280\u8853\u3067\u3082\u3001\u96fb\u529b\u57fa\u76e4\u3084\u901a\u4fe1\u7db2\u3001\u5236\u5ea6\u6574\u5099\u306e\u5ea6\u5408\u3044\u304c\u9055\u3048\u3070\u3001\u4e3b\u62c5\u4f53\u53cd\u8ee2\u306f\u8d77\u304d\u305f\u308a\u8d77\u304d\u306a\u304b\u3063\u305f\u308a\u3059\u308b\u3002<\/p>\n

\u3057\u305f\u304c\u3063\u3066\u3001\u77e5\u6027\u5916\u90e8\u5316\u306e\u76f8\u56f3\u306f\u5e38\u306b\u6761\u4ef6\u3064\u304d\u306e\u76f8\u56f3\u3067\u3042\u308b\u3002<\/p>\n<\/div>\n\n\n\n\n\n\n\n\n\n
\u533a\u5206<\/th>\n\u6570\u7406\u8868\u73fe<\/th>\n\u4f55\u3092\u5b9a\u7fa9\u3057\u3066\u3044\u308b\u304b<\/th>\n\u5f79\u5272<\/th>\n<\/tr>\n<\/thead>\n
\u4f4d\u76f8\u306e\u5b9a\u7fa9<\/td>\n\\( q_t \\in [-1,1] \\)<\/td>\n\u4e3b\u62c5\u4f53\u6027\u306e\u72b6\u614b\u7a7a\u9593<\/td>\n\u5185\u90e8 \/ \u5916\u90e8\u306e\u533a\u5225\u3092\u5c0e\u5165\u3059\u308b<\/td>\n<\/tr>\n
\u4f4d\u76f8\u306e\u610f\u5473<\/td>\n\\( q_t < 0,\\; =0,\\; >0 \\)<\/td>\n\u5185\u90e8\u4e2d\u5fc3\u30fb\u62ee\u6297\u30fb\u5916\u90e8\u4e2d\u5fc3\u306e\u533a\u5206<\/td>\n\u72b6\u614b\u306e\u89e3\u91c8\u3092\u4e0e\u3048\u308b<\/td>\n<\/tr>\n
\u76f8\u8ee2\u79fb\u6761\u4ef6<\/td>\n\\( \\operatorname{sign}(q_t) = \\operatorname{sign}(x_t – x_c) \\;\\text{(in quasi-static limit)} \\)<\/td>\n\u91cf\u3068\u4f4d\u76f8\u306e\u5bfe\u5fdc\u95a2\u4fc2<\/td>\n\u91cf\u2192\u8cea\u8ee2\u63db\u3092\u5b9a\u7fa9\u3059\u308b<\/td>\n<\/tr>\n
\u30c0\u30a4\u30ca\u30df\u30af\u30b9<\/td>\n\\( q_{t+1} = q_t + \\lambda (x_t – x_c) – \\mu q_t^3 \\)<\/td>\n\u4f4d\u76f8\u306e\u6642\u9593\u767a\u5c55<\/td>\n\u76f8\u8ee2\u79fb\u3092\u9023\u7d9a\u904e\u7a0b\u3068\u3057\u3066\u8a18\u8ff0<\/td>\n<\/tr>\n
\u81e8\u754c\u6761\u4ef6<\/td>\n\\( x_c = \\phi(A_t, C_t, P_t, E_t, N_t) \\)<\/td>\n\u8ee2\u79fb\u95be\u5024\u306e\u6c7a\u5b9a\u8981\u56e0<\/td>\n\u76f8\u8ee2\u79fb\u306e\u975e\u666e\u904d\u6027\u3092\u793a\u3059<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

6. \u77e5\u6027\u5916\u90e8\u5316\u306e\u76f8\u56f3 \u2015\u2015 \u6a5f\u80fd\u5225\u306b\u73fe\u5728\u5730\u3092\u7f6e\u304f<\/h2>\n

\u77e5\u6027\u306f\u4e00\u679a\u5ca9\u3067\u306f\u306a\u3044\u3002\u8a18\u61b6\u3001\u8a08\u7b97\u3001\u4e88\u6e2c\u3001\u898f\u5247\u51e6\u7406\u3001\u610f\u5473\u751f\u6210\u3001\u4fa1\u5024\u5224\u65ad\u306f\u3001\u305d\u308c\u305e\u308c\u5225\u3005\u306e\u5916\u90e8\u5316\u7387\u3068\u4e3b\u62c5\u4f53\u6027\u3092\u6301\u3064\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u6587\u660e\u5168\u4f53\u3092\u4e00\u3064\u306e\u70b9\u3067\u306f\u306a\u304f\u3001\u591a\u6570\u306e\u6a5f\u80fd\u70b9\u3068\u3057\u3066\u76f8\u56f3\u4e0a\u306b\u7f6e\u304f\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n

\n
\n \\[
\n X_i = \\frac{\\text{externalized operations of } i}{\\text{total operations of } i}
\n \\]
\n \\[
\n Q_i = \\text{dominance index of external carrier for } i
\n \\]\n <\/div>\n

\u3053\u3053\u3067 \\(X_i\\) \u306f\u91cf\u7684\u5916\u90e8\u5316\u7387\u3001\\(Q_i\\) \u306f\u4f4d\u76f8\u7684\u4e3b\u62c5\u4f53\u6027\u3067\u3042\u308b\u3002\\(X_i\\) \u306f\u3069\u308c\u3060\u3051\u4f7f\u308f\u308c\u3066\u3044\u308b\u304b\u3001\\(Q_i\\) \u306f\u3069\u3061\u3089\u304c\u4e3b\u304b\u3092\u8868\u3059\u3002<\/p>\n

\u3053\u306e\u4e8c\u3064\u3092\u5206\u3051\u308b\u7406\u7531\u306f\u3001\u652f\u63f4\u5229\u7528\u306e\u5897\u5927\u3068\u4e3b\u62c5\u4f53\u53cd\u8ee2\u3092\u6df7\u540c\u3057\u306a\u3044\u305f\u3081\u3067\u3042\u308b\u3002\u6587\u7ae0\u751f\u6210\u652f\u63f4\u304c\u5897\u3048\u3066\u3082\u3001\u554f\u984c\u8a2d\u5b9a\u3001\u6587\u8108\u6c7a\u5b9a\u3001\u8cac\u4efb\u5e30\u5c5e\u304c\u751f\u547d\u5074\u306b\u6b8b\u308b\u306a\u3089\u3001\u610f\u5473\u751f\u6210\u306e\u4e3b\u62c5\u4f53\u306f\u307e\u3060\u5916\u90e8\u3078\u79fb\u3063\u3066\u3044\u306a\u3044\u3002<\/p>\n

\u3053\u306e\u5f0f\u306b\u3088\u3063\u3066\u3001\u76f8\u56f3\u306e\u6a2a\u8ef8\u3092 \\(X_i\\)\u3001\u7e26\u8ef8\u3092 \\(Q_i\\) \u3068\u3057\u3066\u63cf\u3051\u308b\u3088\u3046\u306b\u306a\u308b\u3002<\/p>\n<\/div>\n\n\n\n\n\n\n\n\n\n\n
\u6a5f\u80fd<\/th>\n\u91cf\u7684\u5916\u90e8\u5316\u7387 \\(X_i\\)<\/th>\n\u4e3b\u62c5\u4f53\u6027 \\(Q_i\\)<\/th>\n\u73fe\u5728\u306e\u76f8<\/th>\n\u89e3\u91c8<\/th>\n<\/tr>\n<\/thead>\n
\u8a18\u61b6<\/td>\n\u9ad8\u3044<\/td>\n\\(> 0\\)<\/td>\n\u5916\u90e8\u4e2d\u5fc3\u76f8<\/td>\n\u6587\u5b57\u3001\u66f8\u7269\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u30af\u30e9\u30a6\u30c9\u304c\u4e3b\u62c5\u4f53\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n
\u8a08\u7b97<\/td>\n\u9ad8\u3044<\/td>\n\\(> 0\\)<\/td>\n\u5916\u90e8\u4e2d\u5fc3\u76f8<\/td>\n\u8907\u96d1\u8a08\u7b97\u306e\u4e3b\u62c5\u4f53\u306f\u8a08\u7b97\u6a5f\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n
\u898f\u5247\u51e6\u7406<\/td>\n\u9ad8\u3044<\/td>\n\\(\\gtrsim 0\\)<\/td>\n\u5916\u90e8\u4e2d\u5fc3\u76f8\u306b\u8fd1\u3044<\/td>\n\u5236\u5ea6\u3001\u624b\u7d9a\u304d\u3001\u30d7\u30ed\u30c8\u30b3\u30eb\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u901a\u5e38\u904b\u8ee2\u3092\u62c5\u3046\u3002<\/td>\n<\/tr>\n
\u4e88\u6e2c<\/td>\n\u4e2d\u7a0b\u5ea6\u304b\u3089\u9ad8\u3044<\/td>\n\\(\\approx 0\\)<\/td>\n\u8ee2\u79fb\u4e2d<\/td>\n\u30e2\u30c7\u30eb\u4f9d\u5b58\u306f\u9ad8\u3044\u304c\u4e3b\u62c5\u4f53\u53cd\u8ee2\u306f\u6a5f\u80fd\u3054\u3068\u306b\u4e0d\u5747\u4e00\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n
\u610f\u5473\u751f\u6210<\/td>\n\u4e2d\u7a0b\u5ea6<\/td>\n\\(< 0\\)<\/td>\n\u5185\u90e8\u4e2d\u5fc3\u76f8\u306b\u5bc4\u308b<\/td>\n\u751f\u6210\u652f\u63f4\u306f\u9032\u3080\u304c\u554f\u984c\u8a2d\u5b9a\u3068\u6587\u8108\u6c7a\u5b9a\u306f\u5185\u90e8\u5074\u304c\u5f37\u3044\u3002<\/td>\n<\/tr>\n
\u4fa1\u5024\u5224\u65ad<\/td>\n\u4f4e\u3044<\/td>\n\\(\\ll 0\\)<\/td>\n\u5f37\u3044\u5185\u90e8\u4e2d\u5fc3\u76f8<\/td>\n\u8cac\u4efb\u3001\u6b63\u5f53\u6027\u3001\u4f55\u3092\u5b88\u308b\u304b\u306e\u5224\u5b9a\u306f\u751f\u547d\u5074\u306b\u6b8b\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3053\u306e\u76f8\u56f3\u304c\u793a\u3059\u306e\u306f\u3001\u73fe\u4ee3\u6587\u660e\u304c\u5747\u8cea\u306a\u5916\u90e8\u4e2d\u5fc3\u76f8\u3067\u306f\u306a\u3044\u3068\u3044\u3046\u3053\u3068\u3067\u3042\u308b\u3002\u8a18\u61b6\u3068\u8a08\u7b97\u306f\u3059\u3067\u306b\u5916\u90e8\u4e2d\u5fc3\u76f8\u3078\u5165\u3063\u3066\u3044\u308b\u3002\u898f\u5247\u51e6\u7406\u3082\u305d\u308c\u306b\u8fd1\u3044\u3002\u3057\u304b\u3057\u610f\u5473\u751f\u6210\u3068\u4fa1\u5024\u5224\u65ad\u306f\u5185\u90e8\u4e2d\u5fc3\u76f8\u306b\u7559\u307e\u3063\u3066\u3044\u308b\u3002\u4e88\u6e2c\u306f\u5883\u754c\u306e\u4e0a\u306b\u3042\u308b\u3002\u3053\u306e\u975e\u540c\u671f\u6027\u3053\u305d\u304c\u3001AI \u3092\u3081\u3050\u308b\u73fe\u4ee3\u306e\u6469\u64e6\u3068\u4e0d\u5b89\u5b9a\u6027\u306e\u6e90\u3067\u3042\u308b[6]<\/a>[11]<\/a>\u3002\u3053\u306e\u914d\u7f6e\u306f\u73fe\u6bb5\u968e\u3067\u306f\u5b9a\u6027\u7684\u8a55\u4fa1\u3067\u3042\u308a\u3001\u53b3\u5bc6\u306b\u306f\u7b2c 9 \u7ae0\u3067\u793a\u3059\u89b3\u6e2c\u6307\u6a19\u306b\u3088\u3063\u3066\u6bb5\u968e\u7684\u306b\u5b9a\u91cf\u5316\u3055\u308c\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n

\n

7. \u6a5f\u80fd\u9593\u7d50\u5408 \u2015\u2015 \u306a\u305c\u76f8\u8ee2\u79fb\u306f\u9023\u9396\u3059\u308b\u306e\u304b<\/h2>\n

\u77e5\u6027\u6a5f\u80fd\u306f\u4e92\u3044\u306b\u72ec\u7acb\u3067\u306f\u306a\u3044\u3002\u8a18\u61b6\u306e\u5916\u90e8\u5316\u304c\u9032\u3080\u3068\u8a08\u7b97\u306e\u5916\u90e8\u5316\u304c\u9032\u307f\u3084\u3059\u304f\u306a\u308a\u3001\u8a08\u7b97\u306e\u5916\u90e8\u5316\u304c\u9032\u3080\u3068\u4e88\u6e2c\u306e\u5916\u90e8\u5316\u304c\u52a0\u901f\u3059\u308b\u3002\u9006\u306b\u3001\u4fa1\u5024\u5224\u65ad\u3084\u8cac\u4efb\u69cb\u9020\u306f\u4e88\u6e2c\u3084\u898f\u5247\u51e6\u7406\u306e\u5916\u90e8\u5316\u3092\u6291\u5236\u3059\u308b\u3002\u3053\u306e\u76f8\u4e92\u4f5c\u7528\u3092\u5165\u308c\u308b\u305f\u3081\u306b\u3001\u591a\u6210\u5206\u79e9\u5e8f\u5909\u6570\u306e\u7d50\u5408\u7cfb\u3092\u5c0e\u5165\u3059\u308b[15]<\/a>[16]<\/a>[18]<\/a>[20]<\/a>\u3002<\/p>\n

\n
\n \\[
\n q_{i,t+1}
\n =
\n q_{i,t}
\n + \\lambda_i (x_{i,t} – x_{c,i})
\n – \\mu_i q_{i,t}^3
\n + \\sum_{j \\neq i} \\kappa_{ij} q_{j,t}
\n \\]\n <\/div>\n

\u3053\u306e\u5f0f\u306f\u3001\u5358\u6210\u5206\u76f8\u8ee2\u79fb\u5f0f\u3092\u6a5f\u80fd\u3054\u3068\u306b\u62e1\u5f35\u3057\u305f\u3082\u306e\u3067\u3042\u308b\u3002\u5404\u6a5f\u80fd\u306f\u56fa\u6709\u306e\u611f\u5ea6 \\(\\lambda_i\\)\u3001\u98fd\u548c\u9805 \\(\\mu_i\\)\u3001\u81e8\u754c\u5024 \\(x_{c,i}\\) \u3092\u6301\u3064\u3002\u6700\u5f8c\u306e\u7d50\u5408\u9805\u304c\u3001\u4ed6\u6a5f\u80fd\u304b\u3089\u306e\u5f71\u97ff\u3092\u8868\u3059\u3002<\/p>\n

\\(\\kappa_{ij} > 0\\) \u306a\u3089\u4fc3\u9032\u7d50\u5408\u3067\u3042\u308a\u3001\u3042\u308b\u6a5f\u80fd\u306e\u5916\u90e8\u5316\u304c\u5225\u306e\u6a5f\u80fd\u306e\u5916\u90e8\u5316\u3092\u62bc\u3057\u4e0a\u3052\u308b\u3002\\(\\kappa_{ij} < 0\\) \u306a\u3089\u6291\u5236\u7d50\u5408\u3067\u3042\u308a\u3001\u3042\u308b\u6a5f\u80fd\u304c\u5225\u306e\u6a5f\u80fd\u306e\u4e3b\u62c5\u4f53\u53cd\u8ee2\u3092\u59a8\u3052\u308b\u3002\u305f\u3068\u3048\u3070\u4fa1\u5024\u5224\u65ad\u306f\u4e88\u6e2c\u3084\u898f\u5247\u51e6\u7406\u306b\u5bfe\u3059\u308b\u6291\u5236\u9805\u3068\u3057\u3066\u50cd\u304d\u3084\u3059\u3044\u3002<\/p>\n

\u3053\u306e\u5f0f\u3092\u5165\u308c\u308b\u3053\u3068\u3067\u3001\u6587\u660e\u53f2\u306f\u5358\u4e00\u306e\u5916\u90e8\u5316\u66f2\u7dda\u3067\u306f\u306a\u304f\u3001\u4fc3\u9032\u3068\u6291\u5236\u304c\u7d61\u307f\u5408\u3046\u591a\u6210\u5206\u76f8\u8ee2\u79fb\u9023\u9396\u3068\u3057\u3066\u8a18\u8ff0\u3067\u304d\u308b\u3002<\/p>\n<\/div>\n\n\n\n\n\n\n\n\n\n\n\n\n
\u8981\u7d20<\/th>\n\u6570\u7406\u8868\u73fe<\/th>\n\u610f\u5473<\/th>\n\u672c\u7ae0\u3067\u306e\u5f79\u5272<\/th>\n<\/tr>\n<\/thead>\n
\u4e3b\u62c5\u4f53\u6027\uff08\u6a5f\u80fd i\uff09<\/td>\n\\( q_{i,t} \\)<\/td>\n\u6a5f\u80fd i \u306e\u4f4d\u76f8\u72b6\u614b<\/td>\n\u5404\u6a5f\u80fd\u306e\u72b6\u614b\u5909\u6570<\/td>\n<\/tr>\n
\u5916\u90e8\u5316\u7387<\/td>\n\\( x_{i,t} \\)<\/td>\n\u6a5f\u80fd i \u306e\u5916\u90e8\u5316\u306e\u9032\u884c\u5ea6<\/td>\n\u4f4d\u76f8\u3092\u99c6\u52d5\u3059\u308b\u5165\u529b<\/td>\n<\/tr>\n
\u81e8\u754c\u5024<\/td>\n\\( x_{c,i} \\)<\/td>\n\u6a5f\u80fd i \u306e\u76f8\u8ee2\u79fb\u95be\u5024<\/td>\n\u8ee2\u79fb\u306e\u767a\u706b\u6761\u4ef6<\/td>\n<\/tr>\n
\u99c6\u52d5\u9805<\/td>\n\\( \\lambda_i (x_{i,t} – x_{c,i}) \\)<\/td>\n\u81e8\u754c\u304b\u3089\u306e\u8ddd\u96e2\u306b\u5fdc\u3058\u305f\u5909\u5316\u5727\u529b<\/td>\n\u5916\u90e8\u5316\u306b\u3088\u308b\u63a8\u9032\u529b<\/td>\n<\/tr>\n
\u975e\u7dda\u5f62\u5b89\u5b9a\u9805<\/td>\n\\( -\\mu_i q_{i,t}^3 \\)<\/td>\n\u72b6\u614b\u306e\u98fd\u548c\u3068\u5b89\u5b9a\u5316<\/td>\n\u76f8\u3092\u4e8c\u6975\u5316\u3055\u305b\u308b<\/td>\n<\/tr>\n
\u7d50\u5408\u9805<\/td>\n\\( \\sum_{j \\neq i} \\kappa_{ij} q_{j,t} \\)<\/td>\n\u4ed6\u6a5f\u80fd\u304b\u3089\u306e\u5f71\u97ff<\/td>\n\u76f8\u8ee2\u79fb\u306e\u9023\u9396\u3092\u751f\u3080\u6838\u5fc3\u9805<\/td>\n<\/tr>\n
\u4fc3\u9032\u7d50\u5408<\/td>\n\\( \\kappa_{ij} > 0 \\)<\/td>\n\u4ed6\u6a5f\u80fd\u306e\u5916\u90e8\u5316\u304c\u8ee2\u79fb\u3092\u52a0\u901f<\/td>\n\u9023\u9396\u7684\u5916\u90e8\u5316\u306e\u539f\u56e0<\/td>\n<\/tr>\n
\u6291\u5236\u7d50\u5408<\/td>\n\\( \\kappa_{ij} < 0 \\)<\/td>\n\u4ed6\u6a5f\u80fd\u304c\u8ee2\u79fb\u3092\u6291\u5236<\/td>\n\u4e0d\u5747\u4e00\u6027\u30fb\u9045\u5ef6\u306e\u539f\u56e0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

8. \u30d2\u30b9\u30c6\u30ea\u30b7\u30b9 \u2015\u2015 \u306a\u305c\u4e00\u5ea6\u79fb\u308b\u3068\u7c21\u5358\u306b\u306f\u623b\u3089\u306a\u3044\u306e\u304b<\/h2>\n

\u6587\u5b57\u793e\u4f1a\u306f\u5b8c\u5168\u53e3\u627f\u793e\u4f1a\u3078\u623b\u3089\u305a\u3001\u8a08\u7b97\u6a5f\u793e\u4f1a\u306f\u6697\u7b97\u4e2d\u5fc3\u793e\u4f1a\u3078\u623b\u3089\u306a\u3044\u3002\u3053\u308c\u306f\u5358\u306a\u308b\u6163\u6027\u3067\u306f\u306a\u304f\u3001\u5c65\u6b74\u4f9d\u5b58\u3001\u3059\u306a\u308f\u3061\u30d2\u30b9\u30c6\u30ea\u30b7\u30b9\u3068\u3057\u3066\u8a18\u8ff0\u3059\u3079\u304d\u73fe\u8c61\u3067\u3042\u308b\u3002\u305d\u306e\u305f\u3081\u4e3b\u62c5\u4f53\u6027\u306f\u3001\u73fe\u5728\u306e\u5916\u90e8\u5316\u7387\u3060\u3051\u3067\u306a\u304f\u904e\u53bb\u306e\u5c65\u6b74\u306b\u3082\u4f9d\u5b58\u3059\u308b\u3068\u7f6e\u304f\u5fc5\u8981\u304c\u3042\u308b[15]<\/a>[16]<\/a>\u3002<\/p>\n

\n
\n \\[
\n Q_{i,t+1} = F_i(Q_{i,t}, X_{i,t}, H_{i,t})
\n \\]\n <\/div>\n

\u3059\u306a\u308f\u3061 \\(F_i\\) \u306f\u5c65\u6b74\u9805\u3092\u542b\u307e\u306a\u3044\u95a2\u6570\u3067\u306f\u9589\u3058\u306a\u3044\u3002<\/p>\n

\u3053\u306e\u5f0f\u3067 \\(H_{i,t}\\) \u306f\u5c65\u6b74\u9805\u3067\u3042\u308a\u3001\u904e\u53bb\u306b\u3069\u308c\u3060\u3051\u5916\u90e8\u5316\u304c\u9032\u3093\u3060\u304b\u3001\u3069\u306e\u3088\u3046\u306a\u5236\u5ea6\u3084\u30a4\u30f3\u30d5\u30e9\u304c\u84c4\u7a4d\u3055\u308c\u305f\u304b\u3092\u8868\u3059\u3002\\(F_i\\) \u306f\u3001\u305d\u308c\u3089\u3092\u8e0f\u307e\u3048\u3066\u6b21\u6642\u70b9\u306e\u4e3b\u62c5\u4f53\u6027\u304c\u3069\u3046\u66f4\u65b0\u3055\u308c\u308b\u304b\u3092\u4e0e\u3048\u308b\u3002<\/p>\n

\u3053\u306e\u5f0f\u304c\u91cd\u8981\u306a\u306e\u306f\u3001\u540c\u3058\u73fe\u5728\u5024\u3067\u3082\u904e\u53bb\u304c\u9055\u3048\u3070\u73fe\u5728\u5730\u3082\u9055\u3046\u3068\u3044\u3046\u3053\u3068\u3092\u7406\u8ad6\u306b\u5165\u308c\u308b\u304b\u3089\u3067\u3042\u308b\u3002\u904e\u53bb\u306b\u5f37\u304f\u5916\u90e8\u4f9d\u5b58\u57fa\u76e4\u3092\u4f5c\u3063\u3066\u304d\u305f\u793e\u4f1a\u306f\u3001\u540c\u3058 \\(X_i\\) \u3067\u3082\u5916\u90e8\u4e2d\u5fc3\u76f8\u3078\u843d\u3061\u3084\u3059\u3044\u3002\u9006\u306b\u5185\u90e8\u898f\u7bc4\u304c\u539a\u304f\u84c4\u7a4d\u3055\u308c\u305f\u6a5f\u80fd\u306f\u3001\u540c\u3058 \\(X_i\\) \u3067\u3082\u5185\u90e8\u4e2d\u5fc3\u76f8\u306b\u7559\u307e\u308a\u3084\u3059\u3044\u3002<\/p>\n

\u3057\u305f\u304c\u3063\u3066\u3001\u77e5\u6027\u5916\u90e8\u5316\u306e\u76f8\u56f3\u306f\u9759\u7684\u306a\u914d\u7f6e\u56f3\u3067\u3042\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u5c65\u6b74\u3092\u6301\u3064\u52d5\u7684\u5730\u56f3\u3067\u3082\u3042\u308b\u3002<\/p>\n<\/div>\n\n\n\n\n\n\n\n\n\n\n
\u8981\u7d20<\/th>\n\u6570\u7406\u8868\u73fe<\/th>\n\u610f\u5473<\/th>\n\u672c\u7ae0\u3067\u306e\u5f79\u5272<\/th>\n<\/tr>\n<\/thead>\n
\u4e3b\u62c5\u4f53\u6027\uff08\u73fe\u5728\uff09<\/td>\n\\( Q_{i,t} \\)<\/td>\n\u6a5f\u80fd i \u306e\u73fe\u5728\u306e\u4f4d\u76f8\u72b6\u614b<\/td>\n\u57fa\u6e96\u3068\u306a\u308b\u72b6\u614b\u5909\u6570<\/td>\n<\/tr>\n
\u5916\u90e8\u5316\u7387<\/td>\n\\( X_{i,t} \\)<\/td>\n\u73fe\u5728\u306e\u5916\u90e8\u5316\u306e\u9032\u884c\u5ea6<\/td>\n\u5373\u6642\u7684\u306a\u5f71\u97ff\u8981\u56e0<\/td>\n<\/tr>\n
\u5c65\u6b74\u9805<\/td>\n\\( H_{i,t} \\)<\/td>\n\u904e\u53bb\u306e\u5916\u90e8\u5316\u30fb\u5236\u5ea6\u30fb\u30a4\u30f3\u30d5\u30e9\u306e\u84c4\u7a4d<\/td>\n\u4e0d\u53ef\u9006\u6027\u306e\u539f\u56e0<\/td>\n<\/tr>\n
\u66f4\u65b0\u95a2\u6570<\/td>\n\\( F_i(Q_{i,t}, X_{i,t}, H_{i,t}) \\)<\/td>\n\u72b6\u614b\u66f4\u65b0\u306e\u898f\u5247<\/td>\n\u5c65\u6b74\u4f9d\u5b58\u30c0\u30a4\u30ca\u30df\u30af\u30b9\u306e\u4e2d\u6838<\/td>\n<\/tr>\n
\u6b21\u72b6\u614b<\/td>\n\\( Q_{i,t+1} \\)<\/td>\n\u66f4\u65b0\u5f8c\u306e\u4e3b\u62c5\u4f53\u6027<\/td>\n\u7d50\u679c\u3068\u3057\u3066\u89b3\u6e2c\u3055\u308c\u308b\u72b6\u614b<\/td>\n<\/tr>\n
\u30d2\u30b9\u30c6\u30ea\u30b7\u30b9<\/td>\n\\( Q_{i,t+1} \\neq F_i(Q_{i,t}, X_{i,t}) \\)<\/td>\n\u5c65\u6b74\u3092\u7121\u8996\u3059\u308b\u3068\u518d\u73fe\u3067\u304d\u306a\u3044<\/td>\n\u5358\u7d14\u30e2\u30c7\u30eb\u3068\u306e\u5dee\u5206<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

9. \u89b3\u6e2c\u53ef\u80fd\u6027 \u2015\u2015 \u76f8\u56f3\u3092\u3069\u3046\u6e2c\u308b\u304b<\/h2>\n

\u7406\u8ad6\u304c\u610f\u5473\u3092\u6301\u3064\u305f\u3081\u306b\u306f\u3001\u89b3\u6e2c\u53ef\u80fd\u306a\u6307\u6a19\u3078\u843d\u3068\u3055\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002\u8a18\u61b6\u306a\u3089\u5916\u90e8\u4fdd\u5b58\u91cf\u3001\u691c\u7d22\u4f9d\u5b58\u7387\u3001\u53c2\u7167\u7387\u304c\u5019\u88dc\u306b\u306a\u308b\u3002\u8a08\u7b97\u306a\u3089\u81ea\u52d5\u8a08\u7b97\u7387\u3001\u5916\u90e8\u8a08\u7b97\u5229\u7528\u7387\u304c\u5019\u88dc\u306b\u306a\u308b\u3002\u4e88\u6e2c\u306a\u3089\u30e2\u30c7\u30eb\u4f9d\u5b58\u7387\u3084\u4e88\u6e2c\u7cbe\u5ea6\u306e\u5916\u90e8\u6539\u5584\u7387\u304c\u5019\u88dc\u306b\u306a\u308b\u3002\u610f\u5473\u751f\u6210\u306f\u554f\u984c\u8a2d\u5b9a\u3001\u6587\u8108\u9078\u629e\u3001\u6700\u7d42\u7de8\u96c6\u6a29\u9650\u306e\u6240\u5728\u307e\u3067\u898b\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002\u4fa1\u5024\u5224\u65ad\u306f\u627f\u8a8d\u6a29\u3001\u505c\u6b62\u6a29\u3001\u8cac\u4efb\u5e30\u5c5e\u306e\u6240\u5728\u304c\u6c7a\u5b9a\u7684\u3067\u3042\u308b[6]<\/a>[11]<\/a>\u3002<\/p>\n\n\n\n\n\n\n\n\n\n\n
\u6a5f\u80fd<\/th>\n\\(X_i\\) \u3092\u6e2c\u308b\u6307\u6a19<\/th>\n\\(Q_i\\) \u3092\u6e2c\u308b\u6307\u6a19<\/th>\n<\/tr>\n<\/thead>\n
\u8a18\u61b6<\/td>\n\u5916\u90e8\u4fdd\u5b58\u91cf\u3001\u691c\u7d22\u4f9d\u5b58\u7387\u3001\u8a18\u9332\u53c2\u7167\u7387\u3002<\/td>\n\u5916\u90e8\u55aa\u5931\u6642\u306e\u505c\u6b62\u5ea6\u3001\u53c2\u7167\u306a\u3057\u7d99\u7d9a\u53ef\u80fd\u6027\u3002<\/td>\n<\/tr>\n
\u8a08\u7b97<\/td>\n\u81ea\u52d5\u8a08\u7b97\u7387\u3001\u5916\u90e8\u8a08\u7b97\u5229\u7528\u7387\u3002<\/td>\n\u8a08\u7b97\u6a5f\u505c\u6b62\u6642\u306e\u696d\u52d9\u7d99\u7d9a\u4e0d\u80fd\u5ea6\u3002<\/td>\n<\/tr>\n
\u4e88\u6e2c<\/td>\n\u30e2\u30c7\u30eb\u5229\u7528\u7387\u3001\u5916\u90e8\u4e88\u6e2c\u63a1\u7528\u7387\u3002<\/td>\n\u5224\u65ad\u306e\u4e3b\u6839\u62e0\u304c\u4eba\u9593\u304b\u30e2\u30c7\u30eb\u304b\u3002<\/td>\n<\/tr>\n
\u898f\u5247\u51e6\u7406<\/td>\n\u624b\u7d9a\u304d\u81ea\u52d5\u5316\u7387\u3001\u5236\u5ea6\u5316\u7387\u3002<\/td>\n\u901a\u5e38\u904b\u8ee2\u306e\u62c5\u4f53\u304c\u3069\u3061\u3089\u304b\u3002<\/td>\n<\/tr>\n
\u610f\u5473\u751f\u6210<\/td>\n\u751f\u6210\u652f\u63f4\u5229\u7528\u7387\u3001\u5916\u90e8\u6587\u751f\u6210\u7387\u3002<\/td>\n\u554f\u984c\u8a2d\u5b9a\u3001\u6587\u8108\u6c7a\u5b9a\u3001\u6700\u7d42\u7de8\u96c6\u306e\u6240\u5728\u3002<\/td>\n<\/tr>\n
\u4fa1\u5024\u5224\u65ad<\/td>\n\u88dc\u52a9\u30e2\u30c7\u30eb\u5229\u7528\u7387\u3002<\/td>\n\u505c\u6b62\u6a29\u3001\u627f\u8a8d\u6a29\u3001\u8cac\u4efb\u5e30\u5c5e\u306e\u6240\u5728\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

10. \u6587\u660e\u53f2\u306f\u77e5\u6027\u6a5f\u80fd\u3054\u3068\u306e\u76f8\u8ee2\u79fb\u5217\u3067\u3042\u308b<\/h2>\n

\u3053\u3053\u307e\u3067\u306e\u30e2\u30c7\u30eb\u3092\u6587\u660e\u53f2\u3078\u623b\u3059\u3068\u3001\u6587\u5b57<\/a>\u306f\u8a18\u61b6\u6a5f\u80fd\u306e\u7b2c\u4e00\u76f8\u8ee2\u79fb\u3001\u5370\u5237\u306f\u8a18\u61b6\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u5bc6\u5ea6\u5897\u5927\u3001\u8a08\u7b97\u6a5f<\/a>\u306f\u8a08\u7b97\u6a5f\u80fd\u306e\u76f8\u8ee2\u79fb\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u5206\u6563\u77e5\u6027\u69cb\u9020\u306e\u6210\u7acb\u3001AI \u306f\u4e88\u6e2c\u3068\u610f\u5473\u751f\u6210\u306e\u81e8\u754c\u6761\u4ef6\u5909\u5316\u3068\u3057\u3066\u518d\u89e3\u91c8\u3067\u304d\u308b[1]<\/a>[5]<\/a>[6]<\/a>[17]<\/a>[18]<\/a>[19]<\/a>\u3002<\/p>\n

\u3053\u306e\u898b\u65b9\u306e\u5229\u70b9\u306f\u3001\u6280\u8853\u53f2\u3092\u5358\u306a\u308b\u767a\u660e\u53f2\u3067\u306f\u306a\u304f\u3001\u77e5\u6027\u6a5f\u80fd\u3054\u3068\u306e\u4e3b\u62c5\u4f53\u304c\u3069\u3061\u3089\u5074\u3078\u79fb\u3063\u305f\u304b\u3068\u3044\u3046\u4f4d\u76f8\u53f2\u3068\u3057\u3066\u66f8\u3051\u308b\u70b9\u306b\u3042\u308b\u3002\u4f55\u304c\u767a\u660e\u3055\u308c\u305f\u304b\u3060\u3051\u3067\u306a\u304f\u3001\u4f55\u306e\u4e3b\u62c5\u4f53\u304c\u3069\u3061\u3089\u3078\u53cd\u8ee2\u3057\u305f\u304b\u3092\u898b\u308b\u3053\u3068\u3067\u3001\u6587\u660e\u306e\u73fe\u5728\u5730\u304c\u898b\u3048\u308b\u3002\u3053\u308c\u306f\u3001\u5404\u6a5f\u80fd\u306e \\(x_i\\) \u3068 \\(q_i\\) \u304c\u7570\u306a\u308b\u6642\u70b9\u3067\u81e8\u754c\u6761\u4ef6 \\(x_{c,i}\\) \u3092\u8de8\u3044\u3060\u7d50\u679c\u3068\u3057\u3066\u7406\u89e3\u3067\u304d\u308b\u3002AI \u306f\u305d\u306e\u610f\u5473\u3067\u3001\u5358\u306a\u308b\u4fbf\u5229\u306a\u652f\u63f4\u6280\u8853\u3067\u306f\u306a\u304f\u3001\u4e88\u6e2c\u3001\u898f\u5247\u3001\u610f\u5473\u751f\u6210\u306e\u4e00\u90e8\u306b\u3064\u3044\u3066\u65b0\u3057\u3044\u81e8\u754c\u6761\u4ef6\u3092\u62bc\u3057\u4e0a\u3052\u3066\u3044\u308b\u51fa\u6765\u4e8b\u3067\u3042\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n\n
\u51fa\u6765\u4e8b<\/th>\n\u5bfe\u8c61\u6a5f\u80fd<\/th>\n\u6570\u7406\u7684\u5909\u5316<\/th>\n\u610f\u5473<\/th>\n<\/tr>\n<\/thead>\n
\u6587\u5b57\u306e\u767a\u660e<\/td>\n\u8a18\u61b6<\/td>\n\\( x_i \\uparrow, \\; q_i < 0 \\to \\approx 0 \\)<\/td>\n\u5916\u90e8\u8a18\u61b6\u306e\u5c0e\u5165\uff08\u88dc\u52a9\u6bb5\u968e\uff09<\/td>\n<\/tr>\n
\u5370\u5237\u6280\u8853<\/td>\n\u8a18\u61b6<\/td>\n\\( x_i \\uparrow, \\; q_i \\to > 0 \\)<\/td>\n\u8a18\u61b6\u306e\u4e3b\u62c5\u4f53\u304c\u5916\u90e8\u3078\u79fb\u52d5<\/td>\n<\/tr>\n
\u8a08\u7b97\u6a5f<\/td>\n\u8a08\u7b97<\/td>\n\\( x_i \\uparrow, \\; q_i < 0 \\to > 0 \\)<\/td>\n\u8a08\u7b97\u306e\u4e3b\u62c5\u4f53\u304c\u5916\u90e8\u5316<\/td>\n<\/tr>\n
\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/td>\n\u8a18\u61b6\u30fb\u8a08\u7b97<\/td>\n\\( x_i \\uparrow\\uparrow, \\; \\kappa_{ij} > 0 \\)<\/td>\n\u7d50\u5408\u5f37\u5316\u306b\u3088\u308b\u5206\u6563\u77e5\u6027\u306e\u6210\u7acb<\/td>\n<\/tr>\n
AI<\/td>\n\u4e88\u6e2c\u30fb\u610f\u5473<\/td>\n\\( x_{c,i} \\downarrow,\\; \\lambda_i \\uparrow \\)<\/td>\n\u76f8\u8ee2\u79fb\u6761\u4ef6\u305d\u306e\u3082\u306e\u306e\u5909\u5316<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

11. \u672c\u7406\u8ad6\u304b\u3089\u65e2\u5b58\u8a18\u4e8b\u3092\u518d\u89e3\u91c8\u3059\u308b<\/h2>\n

\u3053\u3053\u307e\u3067\u3067\u63d0\u793a\u3057\u305f\u77e5\u6027\u5916\u90e8\u5316\u306e\u76f8\u56f3\u306f\u3001\u672c\u7a3f\u5358\u4f53\u3067\u5b8c\u7d50\u3059\u308b\u7406\u8ad6\u3067\u3042\u308b\u3002\u3057\u304b\u3057\u3053\u306e\u7406\u8ad6\u3092\u7528\u3044\u308b\u3068\u3001\u65e2\u5b58\u306e\u8a18\u4e8b\u7fa4\u306f\u540c\u3058\u69cb\u9020\u306e\u7570\u306a\u308b\u65ad\u9762\u3068\u3057\u3066\u518d\u914d\u7f6e\u3067\u304d\u308b\u3002<\/p>\n

11.1 \u300c\u77e5\u80fd\u306f\u3069\u3053\u304b\u3089\u6765\u3066\u3069\u3053\u3078\u884c\u304f\u306e\u304b\u300d\u306e\u518d\u89e3\u91c8<\/h3>\n

\u300c\u77e5\u80fd\u306f\u3069\u3053\u304b\u3089\u6765\u3066\u3069\u3053\u3078\u884c\u304f\u306e\u304b<\/a>\u300d\u306f\u77e5\u6027\u306e\u6d41\u308c\u3092\u6642\u9593\u8ef8\u3067\u6349\u3048\u305f\u3082\u306e\u3060\u304c\u3001\u672c\u7a3f\u306e\u67a0\u7d44\u307f\u3067\u306f\u3001\u305d\u308c\u306f\u5404\u6a5f\u80fd\u306e\u5916\u90e8\u5316\u7387 \\(x_i\\) \u306e\u6642\u9593\u767a\u5c55\u3068\u3057\u3066\u7406\u89e3\u3055\u308c\u308b\u3002\u3064\u307e\u308a\u77e5\u80fd\u306e\u9032\u5316\u3068\u306f\u3001\u77e5\u6027\u6a5f\u80fd\u304c\u751f\u547d\u5185\u90e8\u304b\u3089\u5916\u90e8\u62c5\u4f53\u3078\u518d\u914d\u7f6e\u3055\u308c\u3066\u3044\u304f\u904e\u7a0b\u3068\u3057\u3066\u8aad\u307f\u76f4\u3055\u308c\u308b[1]<\/a>\u3002<\/p>\n

11.2 \u300c\u69cb\u9020\u30fb\u6642\u9593\u30fb\u751f\u547d\u30fb\u610f\u5473\u30fb\u77e5\u80fd\u30fb\u81ea\u5df1\u30fbAI \u3092\u751f\u6210\u9023\u9396\u3068\u3057\u3066\u8aac\u660e\u3059\u308b\u300d\u306e\u518d\u89e3\u91c8<\/h3>\n

\u300c\u69cb\u9020\u30fb\u6642\u9593\u30fb\u751f\u547d\u30fb\u610f\u5473\u30fb\u77e5\u80fd\u30fb\u81ea\u5df1\u30fbAI \u3092\u751f\u6210\u9023\u9396\u3068\u3057\u3066\u8aac\u660e\u3059\u308b<\/a>\u300d\u306f\u5b87\u5b99\u304b\u3089 AI \u307e\u3067\u306e\u69cb\u9020\u968e\u5c64\u3092\u793a\u3059\u304c\u3001\u672c\u7a3f\u3067\u306f\u305d\u308c\u304c \\(S_t\\) \u306e\u69cb\u9020\u7a7a\u9593\u3068\u3057\u3066\u8aad\u307e\u308c\u308b\u3002\u77e5\u6027\u5916\u90e8\u5316\u3068\u306f\u3001\u305d\u306e\u69cb\u9020\u7a7a\u9593\u306e\u4e2d\u3067\u77e5\u6027\u6a5f\u80fd\u306e\u62c5\u4f53\u304c\u79fb\u308b\u73fe\u8c61\u3067\u3042\u308b[2]<\/a>\u3002<\/p>\n

11.3 \u300c\u751f\u547d\u306f\u3069\u306e\u3088\u3046\u306b\u7dad\u6301\u3055\u308c\u308b\u306e\u304b\u300d\u306e\u518d\u89e3\u91c8<\/h3>\n

\u300c\u751f\u547d\u306f\u3069\u306e\u3088\u3046\u306b\u7dad\u6301\u3055\u308c\u308b\u306e\u304b<\/a>\u300d\u306f\u751f\u547d\u306e\u5b9f\u88c5\u6761\u4ef6\u3092\u4e0e\u3048\u308b\u304c\u3001\u672c\u7a3f\u3067\u306f\u305d\u308c\u304c \\(A_t^{(bio)}\\) \u306e\u7269\u7406\u7684\u5185\u5bb9\u3092\u57cb\u3081\u308b\u3002\u751f\u547d\u306e\u5206\u5b50\u6a5f\u68b0\u7684\u5236\u7d04\u3053\u305d\u304c\u3001\u77e5\u6027\u5916\u90e8\u5316\u306e\u6839\u5e95\u306b\u3042\u308b\u99c6\u52d5\u529b\u3068\u3057\u3066\u518d\u89e3\u91c8\u3055\u308c\u308b[3]<\/a>\u3002<\/p>\n

\u4ee5\u4e0a\u3092\u7d71\u5408\u3059\u308b\u3068\u3001\u65e2\u5b58\u306e\u4e09\u672c\u306e\u8a18\u4e8b\u306f\u305d\u308c\u305e\u308c\u6d41\u308c\u3001\u69cb\u9020\u3001\u5b9f\u88c5\u3092\u4e0e\u3048\u3066\u304a\u308a\u3001\u672c\u7a3f\u306f\u305d\u308c\u3089\u3092\u4e00\u3064\u306e\u529b\u5b66\u3068\u3057\u3066\u675f\u306d\u308b\u4f4d\u7f6e\u306b\u3042\u308b\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u672c\u7a3f\u306f\u65e2\u5b58\u8a18\u4e8b\u306e\u713c\u304d\u76f4\u3057\u3067\u306f\u306a\u304f\u3001\u305d\u308c\u3089\u306e\u4e0a\u306b\u6210\u7acb\u3059\u308b\u7d71\u5408\u7406\u8ad6\u3067\u3042\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n
\u5c64<\/th>\n\u8a18\u4e8b<\/th>\n\u6271\u3063\u3066\u3044\u308b\u8ef8<\/th>\n\u672c\u7a3f\u3067\u306e\u4f4d\u7f6e\u3065\u3051<\/th>\n\u5bfe\u5fdc\u3059\u308b\u5909\u6570<\/th>\n<\/tr>\n<\/thead>\n
L1<\/td>\n\u751f\u547d\u306f\u3069\u306e\u3088\u3046\u306b\u7dad\u6301\u3055\u308c\u308b\u306e\u304b<\/td>\n\u7269\u7406\u57fa\u76e4<\/td>\n\u632f\u52d5\u9805\u306e\u5b9f\u4f53<\/td>\n\\( A^{(bio)} \\)<\/td>\n<\/tr>\n
L2<\/td>\n\u69cb\u9020\u30fb\u6642\u9593\u30fb\u751f\u547d\u30fb\u610f\u5473\u30fb\u77e5\u80fd\u30fb\u81ea\u5df1\u30fbAI \u3092\u751f\u6210\u9023\u9396\u3068\u3057\u3066\u8aac\u660e\u3059\u308b<\/td>\n\u69cb\u9020\u8ef8<\/td>\n\u72b6\u614b\u7a7a\u9593\u306e\u5b9a\u7fa9<\/td>\n\\( S_t \\)<\/td>\n<\/tr>\n
L3<\/td>\n\u77e5\u80fd\u306f\u3069\u3053\u304b\u3089\u6765\u3066\u3069\u3053\u3078\u884c\u304f\u306e\u304b<\/td>\n\u6642\u9593\u8ef8<\/td>\n\u5916\u90e8\u5316\u306e\u6642\u9593\u767a\u5c55\u30e2\u30c7\u30eb<\/td>\n\\( x_t \\)<\/td>\n<\/tr>\n
L4<\/td>\n\u672c\u7a3f<\/td>\n\u529b\u5b66\uff08\u7d71\u5408\uff09<\/td>\n\u76f8\u8ee2\u79fb\u30e2\u30c7\u30eb<\/td>\n\\( q_t, x_c \\)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

11.4 L1\u301cL4 \u306e\u7d71\u5408\u6570\u7406\u30e2\u30c7\u30eb<\/h2>\n

\u3053\u3053\u307e\u3067\u306e L1\u301cL4 \u306f\u72ec\u7acb\u3057\u305f\u8aac\u660e\u3067\u306f\u306a\u304f\u3001\u4e00\u3064\u306e\u968e\u5c64\u7684\u30c0\u30a4\u30ca\u30df\u30ab\u30eb\u30b7\u30b9\u30c6\u30e0\u3068\u3057\u3066\u7d71\u5408\u3067\u304d\u308b\u3002\u5404\u5c64\u306f\u72ec\u7acb\u3067\u306f\u306a\u304f\u3001\u4e0b\u4f4d\u5c64\u304c\u4e0a\u4f4d\u5c64\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u898f\u5b9a\u3059\u308b\u69cb\u9020\u306b\u306a\u3063\u3066\u3044\u308b\u3002<\/p>\n

\n
\n \\[
\n S_{t+1}
\n =
\n M\\bigl(
\n S_t,
\n C_t,
\n O_t,
\n U_t(A_t, x_t, q_t)
\n \\bigr)
\n \\]\n <\/div>\n

\u3053\u308c\u306f\u5168\u4f53\u7cfb\u306e\u66f4\u65b0\u5f0f\u3067\u3042\u308b\u3002\u72b6\u614b \\(S_t\\) \u306f\u3001\u74b0\u5883 \\(C_t\\)\u3001\u89b3\u6e2c \\(O_t\\)\u3001\u305d\u3057\u3066\u5236\u5fa1\u9805 \\(U_t\\) \u306b\u3088\u3063\u3066\u66f4\u65b0\u3055\u308c\u308b\u3002\u3053\u306e\u3068\u304d\u5236\u5fa1\u9805\u306f\u56fa\u5b9a\u3067\u306f\u306a\u304f\u3001\u632f\u52d5\u3001\u5916\u90e8\u5316\u7387\u3001\u4e3b\u62c5\u4f53\u6027\u306b\u4f9d\u5b58\u3059\u308b\u3002<\/p>\n<\/div>\n

\n
\n \\[
\n A_t
\n =
\n A_t^{(env)}
\n +
\n A_t^{(bio)}
\n +
\n A_t^{(cog)}(x_t, q_t)
\n \\]\n <\/div>\n

\u632f\u52d5\u306f L1 \u306e\u7269\u7406\u57fa\u76e4\u306b\u5bfe\u5fdc\u3059\u308b\u304c\u3001\u77e5\u6027\u632f\u52d5\u306f\u5916\u90e8\u5316\u7387\u3068\u4e3b\u62c5\u4f53\u6027\u306b\u4f9d\u5b58\u3059\u308b\u3002\u3064\u307e\u308a\u5916\u90e8\u5316\u306f\u5358\u306a\u308b\u7d50\u679c\u3067\u306f\u306a\u304f\u3001\u632f\u52d5\u69cb\u9020\u305d\u306e\u3082\u306e\u3092\u5909\u5316\u3055\u305b\u308b\u3002<\/p>\n<\/div>\n

\n
\n \\[
\n x_{t+1}
\n =
\n x_t
\n +
\n \\eta \\nabla_x
\n \\Bigl(
\n -\\alpha A_t
\n -\\beta C(x_t)
\n +\\gamma P(x_t)
\n \\Bigr)
\n \\]\n <\/div>\n

\u5916\u90e8\u5316\u7387\u306f L3 \u306b\u5bfe\u5fdc\u3057\u3001\u632f\u52d5\u30fb\u30b3\u30b9\u30c8\u30fb\u6027\u80fd\u306e\u6700\u9069\u5316\u3068\u3057\u3066\u9032\u5316\u3059\u308b\u3002\u3053\u3053\u3067 \\(A_t\\) \u306f\u3059\u3067\u306b L1 \u3068 L4 \u306e\u5f71\u97ff\u3092\u542b\u3093\u3067\u3044\u308b\u3002<\/p>\n<\/div>\n

\n
\n \\[
\n q_{t+1}
\n =
\n q_t
\n +
\n \\lambda (x_t – x_c(A_t, C_t, P_t, E_t, N_t))
\n –
\n \\mu q_t^3
\n \\]\n <\/div>\n

\u4e3b\u62c5\u4f53\u6027\u306f L4 \u306b\u5bfe\u5fdc\u3057\u3001\u5916\u90e8\u5316\u7387\u3068\u81e8\u754c\u6761\u4ef6\u306b\u3088\u3063\u3066\u66f4\u65b0\u3055\u308c\u308b\u3002\u3053\u3053\u3067\u81e8\u754c\u5024 \\(x_c\\) \u81ea\u4f53\u304c L1 \u306e\u7269\u7406\u6761\u4ef6\u3068 L2 \u306e\u69cb\u9020\u6761\u4ef6\u306b\u4f9d\u5b58\u3059\u308b\u3002<\/p>\n<\/div>\n

\n
\n \\[
\n x_c
\n =
\n \\phi(A_t, C_t, P_t, E_t, N_t)
\n \\]\n <\/div>\n

\u81e8\u754c\u6761\u4ef6\u306f\u56fa\u5b9a\u3067\u306f\u306a\u304f\u3001\u632f\u52d5\u3001\u74b0\u5883\u3001\u6027\u80fd\u3001\u30a8\u30cd\u30eb\u30ae\u30fc\u57fa\u76e4\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5bc6\u5ea6\u306b\u3088\u3063\u3066\u6c7a\u307e\u308b\u3002\u3053\u308c\u306f L1 \u3068 L2 \u306e\u60c5\u5831\u304c L4 \u306b\u6d41\u308c\u8fbc\u3080\u7d4c\u8def\u3067\u3042\u308b\u3002<\/p>\n<\/div>\n

\u4ee5\u4e0a\u3092\u307e\u3068\u3081\u308b\u3068\u3001\u3053\u306e\u7cfb\u306f\u4e00\u65b9\u5411\u3067\u306f\u306a\u304f\u5faa\u74b0\u69cb\u9020\u3092\u6301\u3064\u3002L1 \u306e\u632f\u52d5\u304c L3 \u306e\u5916\u90e8\u5316\u3092\u99c6\u52d5\u3057\u3001L3 \u304c L4 \u306e\u76f8\u8ee2\u79fb\u3092\u5f15\u304d\u8d77\u3053\u3057\u3001L4 \u304c\u518d\u3073 L1 \u306e\u632f\u52d5\u69cb\u9020\u3092\u5909\u3048\u308b\u3002L2 \u306f\u305d\u306e\u3059\u3079\u3066\u304c\u5c55\u958b\u3055\u308c\u308b\u72b6\u614b\u7a7a\u9593\u3092\u4e0e\u3048\u308b\u3002<\/p>\n

\u3057\u305f\u304c\u3063\u3066\u3001\u3053\u308c\u3089\u4e09\u672c\u306e\u8a18\u4e8b\u306f\u7570\u306a\u308b\u7406\u8ad6\u3067\u306f\u306a\u304f\u3001\u540c\u4e00\u30c0\u30a4\u30ca\u30df\u30af\u30b9\u306e\u7570\u306a\u308b\u6295\u5f71\u3067\u3042\u308b\u3002<\/p>\n

\n

12. \u7d50\u8ad6 \u2015\u2015 \u77e5\u6027\u5916\u90e8\u5316\u306e\u76f8\u56f3\u304c\u793a\u3059\u73fe\u5728\u5730<\/h2>\n

\u4ee5\u4e0a\u3092\u7d71\u5408\u3059\u308b\u3068\u3001\u77e5\u6027\u5916\u90e8\u5316\u306f\u5358\u4e00\u306e\u9023\u7d9a\u91cf\u3067\u306f\u306a\u304f\u3001\u8907\u6570\u6a5f\u80fd\u306e\u975e\u540c\u671f\u306a\u76f8\u8ee2\u79fb\u9023\u9396\u3068\u3057\u3066\u7406\u89e3\u3059\u3079\u304d\u3067\u3042\u308b\u3002\u8a18\u61b6\u3068\u8a08\u7b97\u306f\u3059\u3067\u306b\u5916\u90e8\u4e2d\u5fc3\u76f8\u3078\u5165\u3063\u3066\u3044\u308b\u3002\u898f\u5247\u51e6\u7406\u3082\u305d\u308c\u306b\u8fd1\u3044\u3002\u4e88\u6e2c\u306f\u8ee2\u79fb\u4e2d\u306b\u3042\u308a\u3001\u610f\u5473\u751f\u6210\u306f\u5883\u754c\u4e0a\u306b\u3042\u308b\u3002\u4fa1\u5024\u5224\u65ad\u306f\u307e\u3060\u5f37\u304f\u5185\u90e8\u4e2d\u5fc3\u76f8\u306b\u7559\u307e\u3063\u3066\u3044\u308b\u3002\u3053\u306e\u975e\u540c\u671f\u6027\u3053\u305d\u304c\u3001\u73fe\u4ee3\u6587\u660e\u306b\u304a\u3051\u308b AI<\/a> \u3092\u3081\u3050\u308b\u6469\u64e6\u3068\u4e0d\u5b89\u5b9a\u6027\u306e\u672c\u8cea\u3067\u3042\u308b[6]<\/a>[11]<\/a>\u3002<\/p>\n

\u672c\u7a3f\u306e\u6700\u7d42\u547d\u984c\u306f\u3053\u3046\u3067\u3042\u308b\u3002\u77e5\u6027\u3068\u306f\u69cb\u9020\u632f\u52d5\u3092\u5236\u5fa1\u3059\u308b\u6a5f\u69cb\u3067\u3042\u308a\u3001\u77e5\u6027\u5916\u90e8\u5316\u3068\u306f\u3001\u305d\u306e\u77e5\u6027\u304c\u81ea\u5206\u81ea\u8eab\u306e\u62c5\u4f53\u914d\u7f6e\u3092\u518d\u8a2d\u8a08\u3059\u308b\u904e\u7a0b\u3067\u3042\u308b\u3002\u305d\u3057\u3066\u6587\u660e\u3068\u306f\u3001\u3053\u306e\u518d\u8a2d\u8a08\u304c\u8a18\u61b6\u3001\u8a08\u7b97\u3001\u4e88\u6e2c\u3001\u898f\u5247\u3001\u610f\u5473\u3001\u4fa1\u5024\u306e\u5404\u5c64\u3067\u7570\u306a\u308b\u901f\u5ea6\u3067\u9032\u884c\u3057\u305f\u7d50\u679c\u3068\u3057\u3066\u73fe\u308c\u308b\u5206\u6563\u77e5\u6027\u69cb\u9020\u3067\u3042\u308b\u3002\u3053\u306e\u610f\u5473\u3067\u3001\u77e5\u6027\u5916\u90e8\u5316\u306e\u76f8\u56f3\u306f\u3001\u73fe\u4ee3\u6587\u660e\u306e\u73fe\u5728\u5730\u305d\u306e\u3082\u306e\u3092\u793a\u3059\u5730\u56f3\u3067\u3042\u308b\u3002<\/p>\n

\u3053\u306e\u610f\u5473\u3067\u3001\u4eba\u9593\u4e2d\u5fc3\u3068\u3044\u3046\u898b\u65b9\u306f\u3059\u3067\u306b\u7834\u7dbb\u3057\u3066\u304a\u308a\u3001\u73fe\u5728\u9032\u884c\u3057\u3066\u3044\u308b\u306e\u306f\u62c5\u4f53\u306e\u4ea4\u4ee3\u904e\u7a0b\u3067\u3042\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n\n\n
\u6a5f\u80fd<\/th>\n\u5916\u90e8\u5316\u7387<\/th>\n\u4e3b\u62c5\u4f53\u6027<\/th>\n\u73fe\u5728\u306e\u76f8<\/th>\n<\/tr>\n<\/thead>\n
\u8a18\u61b6<\/td>\n\u9ad8\u3044<\/td>\n\\( > 0 \\)<\/td>\n\u5916\u90e8\u4e2d\u5fc3\u76f8<\/td>\n<\/tr>\n
\u8a08\u7b97<\/td>\n\u9ad8\u3044<\/td>\n\\( > 0 \\)<\/td>\n\u5916\u90e8\u4e2d\u5fc3\u76f8<\/td>\n<\/tr>\n
\u898f\u5247\u51e6\u7406<\/td>\n\u9ad8\u3044<\/td>\n\\( \\gtrsim 0 \\)<\/td>\n\u5916\u90e8\u4e2d\u5fc3\u76f8\u306b\u8fd1\u3044<\/td>\n<\/tr>\n
\u4e88\u6e2c<\/td>\n\u4e2d\u301c\u9ad8<\/td>\n\\( \\approx 0 \\)<\/td>\n\u8ee2\u79fb\u4e2d<\/td>\n<\/tr>\n
\u610f\u5473\u751f\u6210<\/td>\n\u4e2d<\/td>\n\\( < 0 \\)<\/td>\n\u5185\u90e8\u5bc4\u308a<\/td>\n<\/tr>\n
\u4fa1\u5024\u5224\u65ad<\/td>\n\u4f4e\u3044<\/td>\n\\( \\ll 0 \\)<\/td>\n\u5185\u90e8\u4e2d\u5fc3\u76f8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

\u53c2\u8003\u6587\u732e<\/h2>\n
    \n
  1. id774, \u77e5\u80fd\u306f\u3069\u3053\u304b\u3089\u6765\u3066\u3069\u3053\u3078\u884c\u304f\u306e\u304b (2026-04-11). https:\/\/blog.id774.net\/entry\/2026\/04\/11\/4396\/<\/a><\/li>\n
  2. id774, \u69cb\u9020\u30fb\u6642\u9593\u30fb\u751f\u547d\u30fb\u610f\u5473\u30fb\u77e5\u80fd\u30fb\u81ea\u5df1\u30fbAI \u3092\u751f\u6210\u9023\u9396\u3068\u3057\u3066\u8aac\u660e\u3059\u308b (2026-04-14). https:\/\/blog.id774.net\/entry\/2026\/04\/14\/4438\/<\/a><\/li>\n
  3. id774, \u751f\u547d\u306f\u3069\u306e\u3088\u3046\u306b\u7dad\u6301\u3055\u308c\u308b\u306e\u304b (2026-04-15). https:\/\/blog.id774.net\/entry\/2026\/04\/15\/4451\/<\/a><\/li>\n
  4. Ilya Prigogine, \u201cTime, Structure and Fluctuations\u201d (1977). https:\/\/www.nobelprize.org\/prizes\/chemistry\/1977\/prigogine\/lecture\/<\/a><\/li>\n
  5. W. Ross Ashby, An Introduction to Cybernetics<\/i> (1956). https:\/\/ashby.info\/Ashby-Introduction-to-Cybernetics.pdf<\/a><\/li>\n
  6. Karl Friston, \u201cThe Free-Energy Principle: A Unified Brain Theory?\u201d (2010). https:\/\/www.nature.com\/articles\/nrn2787<\/a><\/li>\n
  7. John Maynard Smith and E\u00f6rs Szathm\u00e1ry, \u201cThe Major Evolutionary Transitions\u201d (1995). https:\/\/www.nature.com\/articles\/374227a0<\/a><\/li>\n
  8. Erwin Schr\u00f6dinger, What Is Life? The Physical Aspect of the Living Cell<\/i> (1944). https:\/\/dlab.clemson.edu\/Papers\/11._Erwin_Schrodinger_-_What_is_Life__1944_.pdf<\/a><\/li>\n
  9. Merlin Donald, Origins of the Modern Mind: Three Stages in the Evolution of Culture and Cognition<\/i> (1991). https:\/\/www.hup.harvard.edu\/books\/9780674644847\/<\/a><\/li>\n
  10. Andy Clark and David J. Chalmers, \u201cThe Extended Mind\u201d (1998). https:\/\/www.alice.id.tue.nl\/references\/clark-chalmers-1998.pdf<\/a><\/li>\n
  11. Rolf Landauer, \u201cInformation is Physical\u201d (1991). https:\/\/www.cpt.univ-mrs.fr\/~verga\/pdfs\/Landauer-1991.pdf<\/a><\/li>\n
  12. John von Neumann and Arthur W. Burks, Theory of Self-Reproducing Automata<\/i> (1966). https:\/\/cba.mit.edu\/events\/03.11.ASE\/docs\/VonNeumann.pdf<\/a><\/li>\n
  13. Humberto R. Maturana and Francisco J. Varela, Autopoiesis and Cognition: The Realization of the Living<\/i> (1980). https:\/\/link.springer.com\/book\/10.1007\/978-94-009-8947-4<\/a><\/li>\n
  14. Terrence W. Deacon, The Symbolic Species: The Co-Evolution of Language and the Brain<\/i> (1997). https:\/\/anthropology.berkeley.edu\/symbolic-species-co-evolution-language-and-brain<\/a><\/li>\n
  15. H. Haken, Synergetics: An Introduction<\/i> (1983). https:\/\/link.springer.com\/book\/10.1007\/978-3-662-02347-1<\/a><\/li>\n
  16. Steven H. Strogatz, Nonlinear Dynamics and Chaos<\/i> (1994). https:\/\/www.perseusbooksgroup.com\/books\/nonlinear-dynamics-and-chaos\/9780738204536\/<\/a><\/li>\n
  17. Duncan J. Watts, Six Degrees: The Science of a Connected Age<\/i> (2003). https:\/\/wwnorton.com\/books\/9780393325423<\/a><\/li>\n
  18. Albert-L\u00e1szl\u00f3 Barab\u00e1si, Network Science<\/i> (2016). http:\/\/networksciencebook.com\/<\/a><\/li>\n
  19. Kevin Kelly, What Technology Wants<\/i> (2010). https:\/\/kk.org\/books\/what-technology-wants\/<\/a><\/li>\n
  20. Herbert A. Simon, \u201cThe Architecture of Complexity\u201d (1962). https:\/\/www.jstor.org\/stable\/2237638<\/a><\/li>\n
  21. Nigel Goldenfeld, Lectures on Phase Transitions and the Renormalization Group<\/i> (1992). https:\/\/press.princeton.edu\/books\/paperback\/9780691001760\/lectures-on-phase-transitions-and-the-renormalization-group<\/a><\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"

    \u672c\u7a3f\u306f\u3001\u77e5\u6027\u304c\u751f\u547d\u306e\u5185\u90e8\u306b\u6210\u7acb\u3057\u305f\u5f8c\u3001\u306a\u305c\u305d\u306e\u307e\u307e\u751f\u547d\u5185\u90e8\u306b\u3068\u3069\u307e\u3089\u305a\u3001\u6587\u5b57\u3001\u5236\u5ea6\u3001\u6a5f\u68b0\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001AI \u306a\u3069\u306e\u5916\u90e8\u62c5\u4f53\u3078\u6a5f\u80fd\u3092\u518d\u914d\u7f6e\u3057\u3066\u3044\u304f\u306e\u304b\u3092\u3001\u4e00\u3064\u306e\u72ec\u7acb\u3057\u305f\u7406\u8ad6\u3068\u3057\u3066\u8a18\u8ff0\u3059\u308b\u3002\u4e3b\u5f35\u306f\u5358\u7d14\u3067\u3042\u308b\u3002\u77e5\u6027\u306f\u751f\u547d\u3092\u5b89 … \u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[26,23,24],"tags":[],"class_list":["post-4512","post","type-post","status-publish","format-standard","hentry","category-math","category-philosophy","category-science"],"_links":{"self":[{"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/posts\/4512","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/comments?post=4512"}],"version-history":[{"count":8,"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/posts\/4512\/revisions"}],"predecessor-version":[{"id":4538,"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/posts\/4512\/revisions\/4538"}],"wp:attachment":[{"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/media?parent=4512"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/categories?post=4512"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/tags?post=4512"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}