{"id":22705,"date":"2025-11-07T18:16:24","date_gmt":"2025-11-07T18:16:24","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=22705"},"modified":"2025-11-07T18:16:24","modified_gmt":"2025-11-07T18:16:24","slug":"%e3%80%8c%e7%94%9f%e6%88%90ai-x-%e6%95%b0%e7%90%86%e6%9c%80%e9%81%a9%e5%8c%96%e3%80%8d%e3%81%8c%e5%a4%89%e3%81%88%e3%82%8b%e3%80%81%e6%ac%a1%e4%b8%96%e4%bb%a3%e3%81%ae%e6%a5%ad%e5%8b%99%e3%83%87","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/22705\/","title":{"rendered":"\u300c\u751f\u6210AI \u00d7 \u6570\u7406\u6700\u9069\u5316\u300d\u304c\u5909\u3048\u308b\u3001\u6b21\u4e16\u4ee3\u306e\u696d\u52d9\u30c7\u30b6\u30a4\u30f3 &#8211; NTT docomo Business Engineers&#8217; Blog"},"content":{"rendered":"\n<\/p>\n<div>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u73fe\u5728\u9032\u884c\u4e2d\u3067\u53d6\u308a\u7d44\u3093\u3067\u3044\u308b\u30c6\u30fc\u30de\u300c\u751f\u6210AI\u00d7\u6570\u7406\u6700\u9069\u5316\u300d\u306b\u95a2\u3059\u308b\u8a66\u307f\u3068\u3057\u3066\u3001\u751f\u6210AI\u3092\u6d3b\u7528\u3057\u3066\u6570\u7406\u6700\u9069\u5316\u6280\u8853\u306e\u5b9f\u52d9\u9069\u7528\u3092\u652f\u63f4\u3059\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002\u4f8b\u3068\u3057\u3066\u3001\u30b9\u30fc\u30d1\u30fc\u30de\u30fc\u30b1\u30c3\u30c8\u306b\u304a\u3051\u308b\u5728\u5eab\u7ba1\u7406\u306e\u52b9\u7387\u5316\u3092\u53d6\u308a\u4e0a\u3052\u3001\u305d\u306e\u5177\u4f53\u7684\u306a\u5fdc\u7528\u3068\u52b9\u679c\u306b\u3064\u3044\u3066\u8ff0\u3079\u307e\u3059\u3002<\/p>\n<h2 id=\"\u306f\u3058\u3081\u306b\">\u306f\u3058\u3081\u306b<\/h2>\n<p>\u3053\u3093\u306b\u3061\u306f\u3001\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u30bb\u30f3\u30bf\u30fc \u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u90e8\u9580 \u5148\u7aefAI\u6570\u7406PJ\u306e\u4f0a\u85e4\u3067\u3059\u3002<\/p>\n<p>\u666e\u6bb5\u306f<a target=\"_blank\" href=\"https:\/\/nodeai.io\/\">Node-AI<\/a>\u3084<a target=\"_blank\" href=\"https:\/\/www.ntt.com\/business\/dx\/smart\/factory\/ai-plant.html\">AI Autopilot System<\/a>\u306a\u3069\u306e\u30d7\u30ed\u30c0\u30af\u30c8\u4fa1\u5024\u5411\u4e0a\u306b\u52a0\u3048\u3001\u304a\u5ba2\u3055\u307e\u304b\u3089\u5bc4\u305b\u3089\u308c\u308b\u8ab2\u984c\u306b\u5bfe\u3057\u3066\u30c7\u30fc\u30bf\u5206\u6790\u3092\u901a\u3058\u305f\u89e3\u6c7a\u7b56\u306e\u7814\u7a76\u958b\u767a\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\uff08\u4f8b\u3048\u3070<a target=\"_blank\" href=\"https:\/\/note.com\/nodeai\/n\/nf879b51f36bf\">\u5b66\u7fd2\u901f\u5ea6\u3068\u5909\u6570\u9078\u629e\u7cbe\u5ea6\u3092\u6975\u3081\u305fFastGSCAD\u30e2\u30c7\u30eb (Ver. 3.22.0)\uff5cNode-AI by NTT\u30c9\u30b3\u30e2\u30d3\u30b8\u30cd\u30b9<\/a>\u306a\u3069\uff09\u3002<\/p>\n<p>\u6628\u5e74\u5ea6\u306f<a target=\"_blank\" href=\"https:\/\/engineers.ntt.com\/entry\/20241209-business_process_opt\/entry\">\u6a5f\u68b0\u5b66\u7fd2\u00d7\u6570\u7406\u6700\u9069\u5316\u3067\u696d\u52d9\u30d7\u30ed\u30bb\u30b9\u9769\u547d\uff01 &#8211; NTT docomo Business Engineers&#8217; Blog<\/a>\u3068\u3044\u3046\u8a18\u4e8b\u3092\u57f7\u7b46\u3057\u3001\u3042\u308a\u304c\u305f\u3044\u3053\u3068\u306b\u591a\u304f\u306e\u53cd\u97ff\u3092\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u3002\u73fe\u5728\u3082\u3001\u4e88\u6e2c\u7d50\u679c\u3092\u6d3b\u7528\u3057\u305f\u6570\u7406\u6700\u9069\u5316\u6280\u8853\u306e\u7814\u7a76\u958b\u767a\u3092\u7d99\u7d9a\u3057\u3066\u304a\u308a\u3001\u6700\u8fd1\u3067\u306f\u3001\u6570\u7406\u6700\u9069\u5316\u306b\u3088\u308b\u8ab2\u984c\u89e3\u6c7a\u3092\u652f\u63f4\u3059\u308b\u751f\u6210AI\u306e\u6d3b\u7528\u306e\u7814\u7a76\u306b\u3082\u6ce8\u529b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u30b9\u30fc\u30d1\u30fc\u30de\u30fc\u30b1\u30c3\u30c8\u306b\u304a\u3051\u308b\u5728\u5eab\u7ba1\u7406\u3092\u4e00\u4f8b\u306b\u3001\u751f\u6210AI\u306b\u3088\u308b\u652f\u63f4\u3092\u6d3b\u7528\u3057\u305f\u6570\u7406\u6700\u9069\u5316\u6280\u8853\u306b\u3088\u308b\u8ab2\u984c\u89e3\u6c7a\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<h2 id=\"\u80cc\u666f\">\u80cc\u666f<\/h2>\n<h3 id=\"\u6570\u7406\u6700\u9069\u5316\u30e2\u30c7\u30eb\u306e\u5b9a\u5f0f\u5316\u3068\u5b9f\u88c5\u306b\u4f34\u3046\u56f0\u96e3\">\u6570\u7406\u6700\u9069\u5316\u30e2\u30c7\u30eb\u306e\u5b9a\u5f0f\u5316\u3068\u5b9f\u88c5\u306b\u4f34\u3046\u56f0\u96e3<\/h3>\n<p>\u6570\u7406\u6700\u9069\u5316\u3067\u306f\u3001\u73fe\u5b9f\u306b\u5b58\u5728\u3059\u308b\u8ab2\u984c\u3092\u4ee5\u4e0b\u306e\u5f62\u5f0f\u306b\u62bd\u8c61\u5316\u3057\u3001\u6570\u5b66\u7684\u30e2\u30c7\u30eb\u3068\u3057\u3066\u8868\u73fe\u3059\u308b\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u308b\u5834\u9762\u306f\u591a\u304f\u3042\u308a\u307e\u3059\u3002<\/p>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/N\/NTTCom\/20251104\/20251104152053.png\" width=\"1200\" height=\"258\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span> <\/p>\n<p>\u5177\u4f53\u7684\u306b\u306f\u3001<img decoding=\"async\" src=\"https:\/\/chart.apis.google.com\/chart?cht=tx&amp;chl=m\" alt=\"m\"\/>\u500b\u306e\u4e0d\u7b49\u5f0f\u5236\u7d04\u3068<img decoding=\"async\" src=\"https:\/\/chart.apis.google.com\/chart?cht=tx&amp;chl=p\" alt=\"p\"\/>\u500b\u306e\u7b49\u5f0f\u5236\u7d04\u3092\u6e80\u305f\u3057\u306a\u304c\u3089\u3001\u554f\u984c\u306e\u89e3\u3092\u6c7a\u3081\u308b\u305f\u3081\u306e\u5909\u6570<img decoding=\"async\" src=\"https:\/\/chart.apis.google.com\/chart?cht=tx&amp;chl=x\" alt=\"x\"\/>\u3092\u8abf\u6574\u3057\u3001\u76ee\u7684\u95a2\u6570<img decoding=\"async\" src=\"https:\/\/chart.apis.google.com\/chart?cht=tx&amp;chl=f\" alt=\"f\"\/>\u3092\u6700\u5927\u5316\u3059\u308b\u89e3\u3092\u6c42\u3081\u308b\u3053\u3068\u3092\u6307\u3057\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001<a target=\"_blank\" href=\"https:\/\/engineers.ntt.com\/entry\/20241209-business_process_opt\/entry\">\u3053\u3061\u3089\u306e\u8a18\u4e8b<\/a>\u3067\u53d6\u308a\u4e0a\u3052\u3066\u3044\u308b\u30b3\u30fc\u30eb\u30bb\u30f3\u30bf\u30fc\u306b\u304a\u3051\u308b\u30aa\u30da\u30ec\u30fc\u30bf\u30fc\u6700\u9069\u914d\u7f6e\u306e\u8ab2\u984c\u3067\u306f\u3001\u8ab2\u984c\u306e\u6574\u7406\u304b\u3089\u51fa\u767a\u3057\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u6570\u7406\u6700\u9069\u5316\u30e2\u30c7\u30eb\u3078\u3068\u5b9a\u5f0f\u5316\u3092\u884c\u3063\u3066\u3044\u307e\u3059\uff08\u8a73\u3057\u304f\u306f<a target=\"_blank\" href=\"https:\/\/engineers.ntt.com\/entry\/20241209-business_process_opt\/entry\">\u8a72\u5f53\u8a18\u4e8b<\/a>\u3092\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\uff09\u3002<\/p>\n<aside>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/N\/NTTCom\/20251104\/20251104131038.png\" width=\"796\" height=\"682\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span> <\/p>\n<\/aside>\n<p>\u3053\u306e\u3088\u3046\u306a\u6570\u5f0f\u3067\u8a18\u8ff0\u3055\u308c\u305f\u6700\u9069\u5316\u554f\u984c\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3068\u3057\u3066\u5b9f\u88c5\u3057\u3001\u6700\u9069\u89e3\u3092\u5c0e\u51fa\u3059\u308b\u3053\u3068\u3067\u3001\u696d\u52d9\u4e0a\u306e\u610f\u601d\u6c7a\u5b9a\u306b\u5fdc\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u3057\u304b\u3057\u3001\u3053\u306e\u3088\u3046\u306a\u5b9a\u5f0f\u5316\u3084\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5b9f\u88c5\u306b\u306f\u3001\u6570\u7406\u7684\u306a\u77e5\u8b58\u306b\u52a0\u3048\u3066\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30ad\u30eb\u3068\u3044\u3063\u305f\u9ad8\u5ea6\u306a\u5c02\u9580\u6027\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u73fe\u5834\u3067\u8ab2\u984c\u3092\u62b1\u3048\u308b\u65b9\u3005\u304c\u81ea\u3089\u6570\u7406\u6700\u9069\u5316\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u30fb\u904b\u7528\u3059\u308b\u306b\u306f\u6280\u8853\u7684\u306a\u30cf\u30fc\u30c9\u30eb\u304c\u9ad8\u304f\u3001\u5c02\u9580\u5bb6\u306e\u652f\u63f4\u304c\u4e0d\u53ef\u6b20\u3068\u306a\u308b\u30b1\u30fc\u30b9\u3082\u5c11\u306a\u304f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<h3 id=\"\u751f\u6210AI\u306e\u53f0\u982d\">\u751f\u6210AI\u306e\u53f0\u982d<\/h3>\n<p>\u8fd1\u5e74\u3001\u8aad\u8005\u306e\u7686\u3055\u307e\u3082\u3054\u5b58\u3058\u306e\u3068\u304a\u308a\u3001ChatGPT \u3084 Gemini \u306b\u4ee3\u8868\u3055\u308c\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u767b\u5834\u306b\u3088\u308a\u3001\u751f\u6210AI\u306f\u5927\u304d\u306a\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u307e\u3059\u3002\u751f\u6210AI\u306e\u6d3b\u7528\u306b\u3088\u3063\u3066\u3001\u65e5\u3005\u306e\u751f\u6d3b\u3084\u696d\u52d9\u306e\u5728\u308a\u65b9\u304c\u5927\u304d\u304f\u5909\u308f\u3063\u305f\u3068\u611f\u3058\u3066\u3044\u308b\u65b9\u3082\u591a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p>NTT\u30c9\u30b3\u30e2\u30d3\u30b8\u30cd\u30b9\u306b\u304a\u3044\u3066\u3082\u3001\u751f\u6210AI\u306b\u95a2\u3059\u308b\u53d6\u308a\u7d44\u307f\u304c\u7a4d\u6975\u7684\u306b\u9032\u3081\u3089\u308c\u3066\u304a\u308a\u3001\u6b21\u306e\u3088\u3046\u306a\u516c\u958b\u60c5\u5831\u304b\u3089\u3082\u305d\u306e\u4e00\u7aef\u3092\u3054\u89a7\u3044\u305f\u3060\u3051\u307e\u3059\uff08<a target=\"_blank\" href=\"https:\/\/www.ntt.com\/business\/dx\/smart\/generative-ai.html\">\u751f\u6210AI\uff08Generative AI\uff09\uff5cNTT\u30c9\u30b3\u30e2\u30d3\u30b8\u30cd\u30b9 \u6cd5\u4eba\u306e\u304a\u5ba2\u3055\u307e<\/a>\uff09\u3002\u307e\u305f\u3001<a target=\"_blank\" href=\"https:\/\/nodeai.io\/\">Node-AI<\/a>\u3082\u3001\u30e6\u30fc\u30b6\u30fc\u306b\u3088\u3063\u3066\u81ea\u7531\u5ea6\u306e\u9ad8\u3044\u53ef\u8996\u5316\u3084\u524d\u51e6\u7406\u3092\u652f\u63f4\u3059\u308b\u305f\u3081\u306b\u3001\u751f\u6210AI\u3092\u6d3b\u7528\u3057\u305f\u30b5\u30dd\u30fc\u30c8\u6a5f\u80fd\u304c\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u8a73\u3057\u304f\u306f\u4ee5\u4e0b\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u3053\u306e\u3088\u3046\u306a\u6d41\u308c\u3092\u53d7\u3051\u3001\u79c1\u305f\u3061\u306f\u73fe\u5728\u3001\u6570\u7406\u6700\u9069\u5316\u554f\u984c\u306e\u5b9a\u5f0f\u5316\u3084\u30d7\u30ed\u30b0\u30e9\u30e0\u5b9f\u88c5\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u3001\u751f\u6210AI\u306b\u3088\u3063\u3066\u652f\u63f4\u30fb\u81ea\u52d5\u5316\u3059\u308b\u7814\u7a76\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n<p>\u5177\u4f53\u7684\u306b\u306f\u3001\u696d\u52d9\u8ab2\u984c\u3092\u81ea\u7136\u8a00\u8a9e\u3067\u5165\u529b\u3059\u308b\u3060\u3051\u3067\u3001\u751f\u6210AI\u304c\u6700\u9069\u5316\u554f\u984c\u3068\u3057\u3066\u306e\u69cb\u9020\u3092\u7406\u89e3\u3057\u3001\u76ee\u7684\u95a2\u6570\u3084\u5236\u7d04\u6761\u4ef6\u3092\u62bd\u51fa\u30fb\u63d0\u6848\u3059\u308b\u4ed5\u7d44\u307f\u306e\u69cb\u7bc9\u3092\u76ee\u6307\u3057\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u305d\u306e\u6570\u7406\u30e2\u30c7\u30eb\u3092\u3082\u3068\u306b\u3001\u30bd\u30eb\u30d0\u30fc\u3068\u9023\u643a\u53ef\u80fd\u306a\u30b3\u30fc\u30c9\u3092\u81ea\u52d5\u751f\u6210\u3059\u308b\u3053\u3068\u306b\u3082\u53d6\u308a\u7d44\u3093\u3067\u304a\u308a\u3001\u3053\u308c\u306b\u3088\u308a\u3001\u3053\u308c\u307e\u3067\u5c02\u9580\u5bb6\u306e\u624b\u3092\u8981\u3057\u3066\u3044\u305f\u30d7\u30ed\u30bb\u30b9\u306e\u5927\u5e45\u306a\u52b9\u7387\u5316\u304c\u671f\u5f85\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u308a\u3001\u6570\u7406\u6700\u9069\u5316\u306e\u5c02\u9580\u77e5\u8b58\u3092\u6301\u305f\u306a\u3044\u30e6\u30fc\u30b6\u30fc\u3067\u3082\u3001\u696d\u52d9\u8ab2\u984c\u306b\u5bfe\u3057\u3066\u6570\u7406\u6700\u9069\u5316\u6280\u8853\u3092\u6d3b\u7528\u3057\u3084\u3059\u304f\u306a\u308a\u3001\u3088\u308a\u591a\u304f\u306e\u73fe\u5834\u3067\u9ad8\u5ea6\u306a\u610f\u601d\u6c7a\u5b9a\u652f\u63f4\u304c\u5b9f\u73fe\u3067\u304d\u308b\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2 id=\"\u5b9f\u73fe\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u691c\u8a0e\">\u5b9f\u73fe\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u691c\u8a0e<\/h2>\n<p>\u672c\u7ae0\u3067\u306f\u3001\u30b9\u30fc\u30d1\u30fc\u30de\u30fc\u30b1\u30c3\u30c8\u306e\u767a\u6ce8\u91cf\u6700\u9069\u5316\u3092\u30c6\u30fc\u30de\u306b\u3001\u751f\u6210AI\u3092\u652f\u63f4\u6280\u8853\u3068\u3057\u3066\u53d6\u308a\u5165\u308c\u305f\u6570\u7406\u6700\u9069\u5316\u306e\u6d3b\u7528\u306b\u3064\u3044\u3066\u691c\u8a0e\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h3 id=\"\u751f\u6210AI\u6d3b\u7528\u306e\u5168\u4f53\u50cf\">\u751f\u6210AI\u6d3b\u7528\u306e\u5168\u4f53\u50cf<\/h3>\n<p>\u6700\u521d\u306b\u3001\u751f\u6210AI\u6d3b\u7528\u306e\u5168\u4f53\u50cf\u3092\u793a\u3057\u307e\u3059\u3002\u672c\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u306f\u3001\u4ee5\u4e0b\u306e3\u7a2e\u985e\u306eAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u6d3b\u7528\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u5b9a\u5f0f\u5316\u652f\u63f4\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/strong>: \u30e6\u30fc\u30b6\u30fc\u304c\u62b1\u3048\u3066\u3044\u308b\u8ab2\u984c\u3084\u8981\u4ef6\u3092\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u3057\u3066\u5165\u529b\u3059\u308b\u3060\u3051\u3067\u3001AI\u304c\u6570\u7406\u6700\u9069\u5316\u30e2\u30c7\u30eb\u3092\u81ea\u52d5\u3067\u5b9a\u5f0f\u5316\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u5165\u529b\u30c7\u30fc\u30bf\u8a2d\u8a08\u652f\u63f4\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/strong>: \u5b9a\u5f0f\u5316\u3055\u308c\u305f\u6570\u7406\u30e2\u30c7\u30eb\u306b\u57fa\u3065\u304d\u3001\u6570\u7406\u6700\u9069\u5316\u5b9f\u884c\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u69cb\u9020\u306e\u8a2d\u8a08\u6848\u3092\u5177\u4f53\u7684\u306a\u4f8b\u3068\u3068\u3082\u306b\u63d0\u6848\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30b3\u30fc\u30c9\u751f\u6210\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/strong>: \u5b9a\u5f0f\u5316\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3068\u8a2d\u8a08\u3055\u308c\u305f\u5165\u529b\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306b\u3001\u6570\u7406\u6700\u9069\u5316\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u30b3\u30fc\u30c9\u3092\u81ea\u52d5\u751f\u6210\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>\u3053\u308c\u30893\u7a2e\u985e\u306eAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u9023\u643a\u3057\u3066\u30e6\u30fc\u30b6\u30fc\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u308c\u307e\u3067\u5c02\u9580\u77e5\u8b58\u304c\u4e0d\u53ef\u6b20\u3067\u3042\u3063\u305f\u6570\u7406\u6700\u9069\u5316\u6280\u8853\u306e\u5c0e\u5165\u30d7\u30ed\u30bb\u30b9\u3092\u5927\u5e45\u306b\u7c21\u7d20\u5316\u3057\u3001\u73fe\u5834\u3078\u306e\u8fc5\u901f\u306a\u5b9f\u88c5\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/N\/NTTCom\/20251104\/20251104131056.png\" width=\"1200\" height=\"649\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span> <\/p>\n<p>\u6b21\u306e\u30d5\u30ed\u30fc\u306f\u3001\u4e0a\u8a18\u306eAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u88dc\u52a9\u7684\u306b\u6d3b\u7528\u3057\u3001\u696d\u52d9\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306e\u6570\u7406\u6700\u9069\u5316\u30e2\u30c7\u30eb\u306e\u5b9a\u5f0f\u5316\u304b\u3089\u5b9f\u884c\u30b3\u30fc\u30c9\u306e\u751f\u6210\u3001\u3055\u3089\u306b\u696d\u52d9\u3078\u306e\u5b9f\u88c5\u306b\u81f3\u308b\u307e\u3067\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u4f53\u7cfb\u7684\u306b\u6574\u7406\u3057\u305f\u3082\u306e\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>\u2460 \u8ab2\u984c\u306e\u9069\u6027\u8a3a\u65ad\uff08\u62c5\u5f53\uff1a\u5b9a\u5f0f\u5316\u652f\u63f4\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\uff09<\/strong><\/p>\n<p>\u30e6\u30fc\u30b6\u30fc\u304c\u89e3\u6c7a\u3057\u305f\u3044\u8ab2\u984c\u306e\u6982\u8981\u3092\u5b9a\u5f0f\u5316\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u5165\u529b\u3002\u305d\u306e\u8ab2\u984c\u304c\u6570\u7406\u6700\u9069\u5316\u6280\u8853\u3067\u306e\u89e3\u6c7a\u306b\u9069\u3057\u3066\u3044\u308b\u304b\u306e\u5224\u5b9a\u3002<\/p>\n<ul>\n<li><strong>\u89e3\u6c7a\u53ef\u80fd\u3068\u5224\u5b9a\u3055\u308c\u305f\u5834\u5408:<\/strong> \u30b9\u30c6\u30c3\u30d72\u3078\u306e\u79fb\u884c\u3002<\/li>\n<li><strong>\u89e3\u6c7a\u56f0\u96e3\u3068\u5224\u5b9a\u3055\u308c\u305f\u5834\u5408:<\/strong> \u5225\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\uff08\u6a5f\u68b0\u5b66\u7fd2\u3001\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306a\u3069\uff09\u306e\u691c\u8a0e\u3002<\/li>\n<\/ul>\n<p><strong>\u2461 \u6570\u7406\u30e2\u30c7\u30eb\u306e\u5b9a\u5f0f\u5316\uff08\u62c5\u5f53\uff1a\u5b9a\u5f0f\u5316\u652f\u63f4\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\uff09<\/strong><br \/>\n\u30e6\u30fc\u30b6\u30fc\u306b\u3088\u308b\u8ab2\u984c\u8a73\u7d30\uff08\u5236\u7d04\u6761\u4ef6\u3001\u76ee\u7684\u95a2\u6570\u306a\u3069\uff09\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3078\u5165\u529b\u3002\u3053\u308c\u3092\u6570\u7406\u6700\u9069\u5316\u554f\u984c\u3068\u3057\u3066\u5b9a\u5f0f\u5316\u3057\u3001\u305d\u306e\u5185\u5bb9\u3092Markdown\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u51fa\u529b\u3002<\/p>\n<p>\u2462 <strong>\u5165\u529b\u30c7\u30fc\u30bf\u306e\u8a2d\u8a08\uff08\u62c5\u5f53\uff1a\u5165\u529b\u30c7\u30fc\u30bf\u8a2d\u8a08\u652f\u63f4\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\uff09<\/strong><br \/>\n\u30b9\u30c6\u30c3\u30d72\u3067\u4f5c\u6210\u3055\u308c\u305f\u6570\u7406\u30e2\u30c7\u30eb\u306eMarkdown\u30d5\u30a1\u30a4\u30eb\u3092\u3001\u5165\u529b\u30c7\u30fc\u30bf\u8a2d\u8a08\u652f\u63f4\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3078\u30a4\u30f3\u30d7\u30c3\u30c8\u3002\u30e2\u30c7\u30eb\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u9805\u76ee\u306e\u81ea\u52d5\u62bd\u51fa\u304a\u3088\u3073\u6a5f\u68b0\u5b66\u7fd2\u306b\u3088\u308b\u4e88\u6e2c\u306e\u5fc5\u8981\u6027\u306e\u6709\u7121\u306e\u5224\u65ad\u3001\u305d\u308c\u3089\u306e\u30c7\u30fc\u30bf\u8a2d\u8a08\u65b9\u6cd5\u306e\u5177\u4f53\u4f8b\u3092\u4f34\u3046\u63d0\u793a\u3002<\/p>\n<p><strong>\u2463 \u5165\u529b\u30c7\u30fc\u30bf\u306e\u6e96\u5099\uff08\u62c5\u5f53\uff1a\u30e6\u30fc\u30b6\u30fc\uff09<\/strong><\/p>\n<p>\u30b9\u30c6\u30c3\u30d73\u306e\u8a2d\u8a08\u6848\u306b\u57fa\u3065\u304f\u3001\u5b9f\u969b\u306e\u696d\u52d9\u30c7\u30fc\u30bf\u306a\u3069\u5fc5\u8981\u306a\u5165\u529b\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u3002<\/p>\n<ul>\n<li><strong>\uff08\u5206\u5c90\uff09:<\/strong> \u30b9\u30c6\u30c3\u30d73\u3067\u6a5f\u68b0\u5b66\u7fd2\u306b\u3088\u308b\u4e88\u6e2c\u304c\u5fc5\u8981\u3068\u5224\u65ad\u3055\u308c\u305f\u30c7\u30fc\u30bf\u9805\u76ee\u306b\u3064\u3044\u3066\u306f\u3001Node-AI\u306a\u3069\u306e\u30c4\u30fc\u30eb\u3092\u7528\u3044\u305f\u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3068\u3001\u305d\u308c\u306b\u3088\u308b\u4e88\u6e2c\u5024\u306e\u751f\u6210\u3002<\/li>\n<\/ul>\n<p><strong>\u2464 \u5b9f\u884c\u30b3\u30fc\u30c9\u306e\u751f\u6210\uff08\u62c5\u5f53\uff1a\u30b3\u30fc\u30c9\u751f\u6210\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\uff09<\/strong><br \/>\n\u30b9\u30c6\u30c3\u30d72\u306e\u6570\u7406\u30e2\u30c7\u30eb\u306eMarkdown\u30d5\u30a1\u30a4\u30eb\u3068\u3001\u30b9\u30c6\u30c3\u30d74\u306e\u5165\u529b\u30c7\u30fc\u30bf\u3092\u30b3\u30fc\u30c9\u751f\u6210\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3078\u30a4\u30f3\u30d7\u30c3\u30c8\u3002\u7279\u5b9a\u306e\u6700\u9069\u5316\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u305f\u5b9f\u884c\u53ef\u80fd\u306aPython\u30b3\u30fc\u30c9\u306e\u751f\u6210\u3002<\/p>\n<p><strong>\u2465 \u696d\u52d9\u3078\u306e\u5b9f\u88c5\u3068\u6d3b\u7528\uff08\u62c5\u5f53\uff1a\u30e6\u30fc\u30b6\u30fc \uff1c\uff0b\u30b3\u30fc\u30c9\u751f\u6210\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\uff1e\uff09<\/strong><br \/>\n\u751f\u6210\u3055\u308c\u305fPython\u30b3\u30fc\u30c9\u306e\u3001\u30e6\u30fc\u30b6\u30fc\u306b\u3088\u308b\u5b9f\u969b\u306e\u696d\u52d9\u30d7\u30ed\u30bb\u30b9\u3084\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u7d44\u307f\u8fbc\u307f\u3002\u30b3\u30fc\u30c9\u306e\u5fae\u8abf\u6574\u3084\u904b\u7528\u65b9\u6cd5\u306e\u6700\u9069\u5316\u306a\u3069\u3001\u30b3\u30fc\u30c9\u751f\u6210\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30b5\u30dd\u30fc\u30c8\u3092\u9069\u5b9c\u53d7\u3051\u306a\u304c\u3089\u306e\u696d\u52d9\u5229\u6d3b\u7528\u306e\u63a8\u9032\u3002<\/p>\n<p>\u306a\u304a\u3001\u5404\u7a2eAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u652f\u63f4\u3092\u6d3b\u7528\u3057\u3001\u4e0a\u8a18\u30d7\u30ed\u30bb\u30b9\u3092\u901a\u3058\u3066\u696d\u52d9\u8ab2\u984c\u3078\u306e\u6570\u7406\u6700\u9069\u5316\u6280\u8853\u306e\u9069\u7528\u3092\u5bb9\u6613\u306b\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u958b\u767a\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u672c\u7a3f\u3067\u306f\u3001\u305d\u306e\u958b\u767a\u4e2d\u306e\u753b\u9762\u306e\u4e00\u90e8\u3068\u3068\u3082\u306b\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"\u5728\u5eab\u6700\u9069\u5316\u306e\u8ab2\u984c\u8a2d\u5b9a\">\u5728\u5eab\u6700\u9069\u5316\u306e\u8ab2\u984c\u8a2d\u5b9a<\/h3>\n<p>\u6b21\u306b\u3001\u672c\u691c\u8a0e\u3067\u53d6\u308a\u4e0a\u3052\u308b\u8ab2\u984c\u8a2d\u5b9a\u3092\u793a\u3057\u307e\u3059\u3002\u306a\u304a\u3001\u8ab2\u984c\u306f\u30b7\u30f3\u30d7\u30eb\u306b\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<pre class=\"code\" data-lang=\"\" data-unlink=\"\">\u25cb \u76ee\u7684\n\u30b9\u30fc\u30d1\u30fc\u30de\u30fc\u30b1\u30c3\u30c8\u306b\u304a\u3051\u308b\u65e5\u914d\u54c1\u306e\u5728\u5eab\u7ba1\u7406\u3092\u5bfe\u8c61\u306b\u3001\u9069\u6b63\u5728\u5eab\u3092\u7dad\u6301\u3057\u306a\u304c\u3089\u3001\u5ec3\u68c4\u30ed\u30b9\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u308b\u3053\u3068\u3092\u76ee\u6307\u3059\u3002\u6b20\u54c1\u306f\u3042\u308b\u7a0b\u5ea6\u8a31\u5bb9\u3057\u3064\u3064\u3001\u904e\u5270\u5728\u5eab\u306b\u3088\u308b\u30ed\u30b9\u306e\u524a\u6e1b\u3092\u91cd\u8996\u3059\u308b\u3002\n\n\u25cb \u524d\u63d0\u6761\u4ef6\n\n- \u5bfe\u8c61\u30ab\u30c6\u30b4\u30ea\uff1a\u65e5\u914d\u54c1\n- \u5bfe\u8c61\u5546\u54c1\u6570\uff1a50SKU (Stock Keeping Unit: \u5728\u5eab\u7ba1\u7406\u5358\u4f4d)\n- \u767a\u6ce8\u983b\u5ea6\uff1a\u6bce\u65e5\n- \u30ea\u30fc\u30c9\u30bf\u30a4\u30e0\uff1a1\u65e5\n- \u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30f3\uff1a\n    - \u5348\u524d\u4e2d\u306b\u767a\u6ce8\u6307\u793a\n    - \u9589\u5e97\u5f8c\u3001\u6d88\u8cbb\u671f\u9650\u5207\u308c\u5546\u54c1\u3092\u5ec3\u68c4\n    - \u7fcc\u671d\u3001\u767a\u6ce8\u5546\u54c1\u304c\u7d0d\u54c1\n- \u7d0d\u54c1\u4f53\u5236\uff1a\u5730\u57df\u306e\u5378\u696d\u8005\u306b\u3088\u308b\u4e00\u62ec\u7d0d\u54c1\n<\/pre>\n<p>\u30a4\u30e1\u30fc\u30b8\u56f3(AI\u751f\u6210)<\/p>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/N\/NTTCom\/20251104\/20251104131045.png\" width=\"915\" height=\"951\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span> <\/p>\n<p>\u4ee5\u964d\u3067\u306f\u3001\u3053\u3061\u3089\u306e\u8ab2\u984c\u3092\u4f8b\u306b\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u6d3b\u7528\u3057\u305f\u5177\u4f53\u7684\u306a\u30d5\u30ed\u30fc\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"\u5b9f\u73fe\u307e\u3067\u306e\u30b9\u30c6\u30c3\u30d7\">\u5b9f\u73fe\u307e\u3067\u306e\u30b9\u30c6\u30c3\u30d7<\/h3>\n<h4 id=\"1-\u5b9a\u5f0f\u5316\u652f\u63f4\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3088\u308b\u5b9a\u5f0f\u5316\u652f\u63f4\">1. \u5b9a\u5f0f\u5316\u652f\u63f4\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3088\u308b\u5b9a\u5f0f\u5316\u652f\u63f4<\/h4>\n<p>\u307e\u305a\u3001\u6570\u7406\u6700\u9069\u5316\u306b\u4e0d\u6163\u308c\u306a\u30e6\u30fc\u30b6\u30fc\u306b\u3068\u3063\u3066\u306f\u3001\u524d\u8ff0\u3057\u305f\u5728\u5eab\u7ba1\u7406\u306e\u8ab2\u984c\u304c\u6570\u7406\u6700\u9069\u5316\u306b\u3088\u3063\u3066\u89e3\u6c7a\u53ef\u80fd\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3059\u308b\u306e\u306f\u5bb9\u6613\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u305d\u3053\u3067\u3001\u751f\u6210AI\u3092\u6d3b\u7528\u3057\u3001\u5f53\u8a72\u8ab2\u984c\u304c\u6570\u7406\u6700\u9069\u5316\u306e\u9069\u7528\u5bfe\u8c61\u3068\u306a\u308a\u5f97\u308b\u304b\u3092\u8a3a\u65ad\u3059\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u8a66\u307f\u307e\u3059\u3002<\/p>\n<p>\u4ee5\u4e0b\u306f\u3001\u5f53\u8a72\u8ab2\u984c\u306b\u6570\u7406\u6700\u9069\u5316\u6280\u8853\u3092\u9069\u7528\u3067\u304d\u308b\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3059\u308b\u305f\u3081\u306b\u3001\u5b9a\u5f0f\u5316\u652f\u63f4\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u4e0e\u3048\u308b\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u4e00\u4f8b\u3067\u3059\u3002\u73fe\u5728\u958b\u767a\u4e2d\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u3010\u8ab2\u984c\u6982\u8981\u3011\u306e\u6b04\u306b\u81ea\u8eab\u306e\u8ab2\u984c\u3092\u7c21\u6f54\u306b\u5165\u529b\u3059\u308b\u3068\u3001\u3053\u308c\u3092\u3082\u3068\u306b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u4ed5\u7d44\u307f\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<aside>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/N\/NTTCom\/20251104\/20251104131106.png\" width=\"1088\" height=\"426\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span> <\/p>\n<\/aside>\n<p>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3088\u308b\u56de\u7b54\u7d50\u679c\u306f\u3053\u3061\u3089\u3067\u3059\u3002<\/p>\n<aside>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/N\/NTTCom\/20251104\/20251104131113.png\" width=\"1065\" height=\"389\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span> <\/p>\n<\/aside>\n<p>\u5b9a\u5f0f\u5316\u652f\u63f4\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u89e3\u6790\u7d50\u679c\u3068\u3057\u3066\u3001\u300c<strong>\u6570\u7406\u6700\u9069\u5316\u306b\u3088\u3063\u3066\u89e3\u6c7a\u53ef\u80fd\u3067\u3042\u308b<\/strong>\u300d\u3068\u306e\u5224\u65ad\u304c\u5f97\u3089\u308c\u307e\u3057\u305f\u3002\u3053\u308c\u3092\u53d7\u3051\u3001\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u306f\u3001\u5177\u4f53\u7684\u306a\u6570\u7406\u6700\u9069\u5316\u554f\u984c\u306e\u5b9a\u5f0f\u5316\u306b\u9032\u307f\u307e\u3059\u3002<\/p>\n<p>\u4e0b\u8a18\u306f\u3001\u5b9a\u5f0f\u5316\u652f\u63f4\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u6570\u7406\u6700\u9069\u5316\u554f\u984c\u306e\u5b9a\u5f0f\u5316\u3092\u4f9d\u983c\u3059\u308b\u969b\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u4f8b\u3067\u3059\u3002\u958b\u767a\u4e2d\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u3010\u8ab2\u984c\u5185\u5bb9\u3011\u6b04\u306b\u5177\u4f53\u7684\u306a\u8ab2\u984c\u3092\u5165\u529b\u3059\u308b\u3068\u3001\u305d\u308c\u3092\u8e0f\u307e\u3048\u3066\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u6700\u9069\u306a\u5b9a\u5f0f\u5316\u3092\u81ea\u52d5\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n<aside>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/N\/NTTCom\/20251104\/20251104131120.png\" width=\"1200\" height=\"1012\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span> <\/p>\n<\/aside>\n<p>\u5b9a\u5f0f\u5316\u652f\u63f4\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304b\u3089\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u56de\u7b54\u304c\u5f97\u3089\u308c\u307e\u3057\u305f\u3002<\/p>\n<aside>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/N\/NTTCom\/20251104\/20251104131130.png\" width=\"1047\" height=\"1200\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span> <\/p>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/N\/NTTCom\/20251104\/20251104150740.png\" width=\"997\" height=\"1200\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span> <\/p>\n<\/aside>\n<p>\u5b9a\u5f0f\u5316\u652f\u63f4\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u6570\u7406\u6700\u9069\u5316\u554f\u984c\u306e\u5b9a\u5f0f\u5316\u304c\u308f\u305a\u304b1\u5206\u8db3\u3089\u305a\u3067\u5b8c\u4e86\u3057\u307e\u3057\u305f\u3002\u901a\u5e38\u3067\u3042\u308c\u3070\u3001\u4eba\u624b\u306b\u3088\u308b\u5b9a\u5f0f\u5316\u306b\u306f\u76f8\u5fdc\u306e\u6642\u9593\u3068\u52b4\u529b\u3092\u8981\u3057\u307e\u3059\u304c\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u975e\u5e38\u306b\u77ed\u6642\u9593\u3067\u51e6\u7406\u3092\u884c\u3044\u3001\u5927\u5e45\u306a\u6642\u9593\u77ed\u7e2e\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4f5c\u6210\u3055\u308c\u305f\u5b9a\u5f0f\u5316\u306b\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u4e0e\u3048\u305f\u300c\u76ee\u7684\u300d\u3084\u300c\u5236\u7d04\u300d\u3001\u300c\u88dc\u8db3\u60c5\u5831\u300d\u304c\u7684\u78ba\u306b\u53cd\u6620\u3055\u308c\u3066\u304a\u308a\u3001\u65e5\u672c\u8a9e\u306b\u3088\u308b\u8aac\u660e\u3092\u901a\u3058\u3066\u3001\u305d\u306e\u59a5\u5f53\u6027\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u7279\u306b\u6ce8\u76ee\u3059\u3079\u304d\u306f\u3001\u6b20\u54c1\u91cf\u30fb\u5ec3\u68c4\u91cf\u30fb\u5728\u5eab\u306e\u9077\u79fb\u3068\u3044\u3063\u305f\u8981\u7d20\u306b\u3064\u3044\u3066\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u5185\u3067\u660e\u793a\u7684\u306b\u6307\u793a\u3057\u3066\u3044\u306a\u3044\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u9069\u5207\u306b\u5b9a\u5f0f\u5316\u3078\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u305f\u70b9\u3067\u3059\u3002<\/p>\n<p>\u3055\u3089\u306b\u3001\u6d88\u8cbb\u671f\u9650\u9806\u306b\u5546\u54c1\u304c\u8ca9\u58f2\u30fb\u6d88\u8cbb\u3055\u308c\u308b\u3068\u3044\u3046\u6570\u5f0f\u3067\u8868\u73fe\u3059\u308b\u306b\u306f\u96e3\u6613\u5ea6\u306e\u9ad8\u3044\u5236\u7d04\u306b\u3064\u3044\u3066\u3082\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u77ed\u6642\u9593\u3067\u7684\u78ba\u306b\u53cd\u6620\u3057\u3066\u304a\u308a\u3001\u305d\u306e\u9ad8\u3044\u6c4e\u7528\u6027\u3068\u67d4\u8edf\u6027\u304c\u3046\u304b\u304c\u3048\u307e\u3059\u3002<\/p>\n<p>\u672c\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3088\u308a\u5b9a\u5f0f\u5316\u3055\u308c\u305f\u6570\u7406\u6700\u9069\u5316\u30e2\u30c7\u30eb\u304c\u59a5\u5f53\u3068\u5224\u65ad\u3055\u308c\u305f\u5834\u5408\u3001\u751f\u6210AI\u3092\u7528\u3044\u3066Markdown\u5f62\u5f0f\u3067\u5185\u5bb9\u306e\u6574\u7406\u30fb\u4fdd\u5b58\u3092\u884c\u3044\u307e\u3059\u3002\u3053\u308c\u3092\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u306e\u5165\u529b\u30c7\u30fc\u30bf\u8a2d\u8a08\u652f\u63f4\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u5f15\u304d\u6e21\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h4 id=\"2-\u5165\u529b\u30c7\u30fc\u30bf\u8a2d\u8a08\u652f\u63f4\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3088\u308b\u30c7\u30fc\u30bf\u8a2d\u8a08\u652f\u63f4\">2. \u5165\u529b\u30c7\u30fc\u30bf\u8a2d\u8a08\u652f\u63f4\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3088\u308b\u30c7\u30fc\u30bf\u8a2d\u8a08\u652f\u63f4<\/h4>\n<p>\u524d\u7bc0\u3067\u306f\u3001\u5b9a\u5f0f\u5316\u652f\u63f4\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30b5\u30dd\u30fc\u30c8\u3092\u53d7\u3051\u306a\u304c\u3089\u3001\u6570\u7406\u6700\u9069\u5316\u554f\u984c\u306e\u5b9a\u5f0f\u5316\u3092\u5b8c\u4e86\u3057\u307e\u3057\u305f\u3002\u6b21\u306b\u3001\u6700\u9069\u5316\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u5165\u529b\u30c7\u30fc\u30bf\u306e\u8a2d\u8a08\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n<p>\u4e0d\u6163\u308c\u306a\u30e6\u30fc\u30b6\u30fc\u306b\u3068\u3063\u3066\u306f\u3001\u300c\u3069\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u3092\u3001\u3069\u306e\u3088\u3046\u306a\u69cb\u6210\u3067\u7528\u610f\u3059\u308c\u3070\u3088\u3044\u306e\u304b\u300d\u304c\u5206\u304b\u308a\u306b\u304f\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u3053\u3067\u672c\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001\u5165\u529b\u30c7\u30fc\u30bf\u8a2d\u8a08\u652f\u63f4\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u6d3b\u7528\u3057\u3066\u3001\u5165\u529b\u30c7\u30fc\u30bf\u306e\u8a2d\u8a08\u6848\u3092\u81ea\u52d5\u7684\u306b\u63d0\u793a\u3059\u308b\u4ed5\u7d44\u307f\u3092\u53d6\u308a\u5165\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u6570\u7406\u6700\u9069\u5316\u30e2\u30c7\u30eb\u304c\u8a18\u8ff0\u3055\u308c\u305fMarkdown\u30d5\u30a1\u30a4\u30eb\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u305f\u4e0a\u3067\u3001\u5165\u529b\u30c7\u30fc\u30bf\u8a2d\u8a08\u652f\u63f4\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u6b21\u306e\u3088\u3046\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4e0e\u3048\u307e\u3059\u3002\u306a\u304a\u3001\u958b\u767a\u4e2d\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3044\u3066\u306f\u3001\u81ea\u52d5\u3067\u3053\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u4e0e\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<aside>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/N\/NTTCom\/20251104\/20251104131148.png\" width=\"1079\" height=\"251\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span> <\/p>\n<\/aside>\n<p>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3088\u308b\u56de\u7b54\u7d50\u679c\u306f\u3053\u3061\u3089\u3067\u3059\u3002<\/p>\n<aside>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/N\/NTTCom\/20251104\/20251104131155.png\" width=\"1074\" height=\"1200\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span> <\/p>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/N\/NTTCom\/20251104\/20251104131203.png\" width=\"714\" height=\"1200\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span> <\/p>\n<\/aside>\n<p>\u307e\u305a\u3001Step 1\u3067\u306f\u30c7\u30fc\u30bf\u9805\u76ee\u306e\u6574\u7406\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u300c\u30c7\u30fc\u30bf\u9805\u76ee\u300d\u300c\u8aac\u660e\u300d\u300c\u6570\u5f0f\u8868\u73fe\u300d\u300c\u5358\u4f4d\u4f8b\u300d\u300c\u30ab\u30c6\u30b4\u30ea\u300d\u300c\u6a5f\u68b0\u5b66\u7fd2\uff08\u56de\u5e30\uff09\u3092\u8981\u3059\u308b\u53ef\u80fd\u6027\u300d\u306e6\u9805\u76ee\u304c\u4e00\u89a7\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u7279\u306b\u6ce8\u76ee\u3059\u3079\u304d\u306a\u306e\u306f\u3001\u300c\u6a5f\u68b0\u5b66\u7fd2\uff08\u56de\u5e30\uff09\u3092\u8981\u3059\u308b\u53ef\u80fd\u6027\u300d\u306e\u5224\u5b9a\u7d50\u679c\u3067\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u306b\u8a73\u3057\u304f\u306a\u3044\u30e6\u30fc\u30b6\u30fc\u306b\u3068\u3063\u3066\u3001\u3042\u308b\u30c7\u30fc\u30bf\u3092\u6e96\u5099\u3059\u308b\u306e\u306b\u6a5f\u68b0\u5b66\u7fd2\u6280\u8853\u304c\u5fc5\u8981\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3059\u308b\u306e\u306f\u5bb9\u6613\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3053\u306e\u5224\u5b9a\u7d50\u679c\u306f\u3001\u305d\u306e\u5224\u65ad\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u91cd\u8981\u306a\u60c5\u5831\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u300c\u9700\u8981\u91cf\u300d\u306b\u3064\u3044\u3066\u306f\u6a5f\u68b0\u5b66\u7fd2\u6280\u8853\u306e\u6d3b\u7528\u304c\u5fc5\u8981\u3068\u5224\u65ad\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u5b9f\u969b\u3001\u5c06\u6765\u306e\u9700\u8981\u91cf\u3092\u898b\u7a4d\u3082\u308b\u306b\u306f\u4e88\u6e2c\u304c\u4f34\u3046\u305f\u3081\u3001\u6a5f\u68b0\u5b66\u7fd2\u624b\u6cd5\u3092\u7528\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>Step 2\u3067\u306f\u3001CSV\u30d5\u30a1\u30a4\u30eb\u5f62\u5f0f\u306b\u3088\u308b\u5165\u529b\u30c7\u30fc\u30bf\u306e\u8a2d\u8a08\u6848\u304c\u63d0\u793a\u3055\u308c\u3066\u304a\u308a\u3001\u5404\u30d5\u30a1\u30a4\u30eb\u306e\u540d\u79f0\u3084\u5177\u4f53\u7684\u306a\u30c7\u30fc\u30bf\u4f8b\u3082\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4eca\u56de\u306e\u4f8b\u3067\u306f\u3001\u4ee5\u4e0b\u306e\uff14\u3064\u306eCSV\u30d5\u30a1\u30a4\u30eb\u306b\u5206\u5272\u3057\u3066\u8a2d\u8a08\u3059\u308b\u3053\u3068\u304c\u63d0\u6848\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li>\n<p><code>products.csv<\/code> \uff08\u5546\u54c1\u3054\u3068\u306e\u57fa\u672c\u60c5\u5831\u3092\u793a\u3059\u30c7\u30fc\u30bf\uff09<\/p>\n<p>  \u203b\u300c\u6b20\u54c1\u30b3\u30b9\u30c8\uff08\u5186\/\u500b\uff09\u300d\u304a\u3088\u3073\u300c\u5ec3\u68c4\u30b3\u30b9\u30c8\uff08\u5186\/\u500b\uff09\u300d\u306e\u5024\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u696d\u52d9\u5185\u5bb9\u3084\u30dd\u30ea\u30b7\u30fc\u306b\u5fdc\u3058\u3066\u500b\u5225\u306b\u8a2d\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u7c21\u6613\u7684\u306a\u60f3\u5b9a\u3068\u3057\u3066\u3001\u6b20\u54c1\u30b3\u30b9\u30c8\u306f\u7c97\u5229\u3001\u5ec3\u68c4\u30b3\u30b9\u30c8\u306f\u4ed5\u5165\u308c\u4fa1\u683c\u3092\u57fa\u6e96\u3068\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><code>demand.csv<\/code> \uff08\u5404\u5546\u54c1\u306b\u304a\u3051\u308b\u5c06\u6765\u306e\u9700\u8981\u6570\uff08\u4e88\u6e2c\u5024\uff09\u3092\u793a\u3059\u30c7\u30fc\u30bf\uff09<\/p>\n<\/li>\n<li><code>initial_inventory.csv<\/code> \uff08\u5404\u5546\u54c1\u306e\u521d\u671f\u5728\u5eab\u91cf\u3092\u8a18\u9332\u3057\u305f\u30c7\u30fc\u30bf\uff09<\/li>\n<li><code>scalar_constraints.csv<\/code> \uff08\u8a08\u753b\u671f\u9593\u3068\u3044\u3063\u305f\u5168\u4f53\u306b\u9069\u7528\u3055\u308c\u308b\u8a2d\u5b9a\u5024\uff09<\/li>\n<\/ul>\n<p>\u3053\u306e\u8a2d\u8a08\u6848\u3092\u53c2\u8003\u306b\u3001\u6b21\u7bc0\u3067\u306f\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u6e96\u5099\u3092\u9032\u3081\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h4 id=\"3-Node-AI\u3092\u6d3b\u7528\u3057\u305f\u30c7\u30fc\u30bf\u306e\u6e96\u5099\">3. Node-AI\u3092\u6d3b\u7528\u3057\u305f\u30c7\u30fc\u30bf\u306e\u6e96\u5099<\/h4>\n<p>\u524d\u7bc0\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3088\u308b\u51fa\u529b\u7d50\u679c\u3092\u53c2\u8003\u306b\u3057\u306a\u304c\u3089\u3001\u5fc5\u8981\u306a\u5165\u529b\u30c7\u30fc\u30bf\u3092\u5b9f\u969b\u306b\u6e96\u5099\u3057\u3066\u3044\u304d\u307e\u3059\u3002\u306a\u304a\u3001\u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u306b\u3042\u305f\u3063\u3066\u306f\u3001\u5834\u5408\u306b\u3088\u3063\u3066\u306f\u65e2\u5b58\u306e\u696d\u52d9\u30d7\u30ed\u30bb\u30b9\u306b\u5bfe\u3059\u308b\u898b\u76f4\u3057\u3084\u8abf\u6574\u304c\u5fc5\u8981\u3068\u306a\u308b\u53ef\u80fd\u6027\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u307e\u305a\u3001\u300c\u6a5f\u68b0\u5b66\u7fd2\uff08\u56de\u5e30\uff09\u3092\u8981\u3059\u308b\u53ef\u80fd\u6027\u300d\u304c\u300c\u3042\u308a\u300d\u3068\u5224\u5b9a\u3055\u308c\u305f\u300c\u5546\u54c1\u306e\u9700\u8981\u91cf\u300d\u306b\u7740\u76ee\u3057\u307e\u3059\u3002\u3053\u306e\u9805\u76ee\u306f\u6a5f\u68b0\u5b66\u7fd2\u306b\u3088\u308b\u4e88\u6e2c\u304c\u5fc5\u8981\u3067\u3042\u308b\u305f\u3081\u3001NTT\u30c9\u30b3\u30e2\u30d3\u30b8\u30cd\u30b9\u306e\u30d7\u30ed\u30c0\u30af\u30c8\u3067\u3042\u308b<a target=\"_blank\" href=\"https:\/\/nodeai.io\/\">Node-AI<\/a>\u3092\u6d3b\u7528\u3057\u307e\u3059\u3002<a target=\"_blank\" href=\"https:\/\/nodeai.io\/\">Node-AI<\/a>\u306e\u30ad\u30e3\u30f3\u30d0\u30b9\u306f\u4ee5\u4e0b\u306e\u753b\u50cf\u306e\u901a\u308a\u3067\u3059\u3002\u64cd\u4f5c\u624b\u9806\u306b\u3064\u3044\u3066\u306f\u3001<a target=\"_blank\" href=\"https:\/\/engineers.ntt.com\/entry\/20241209-business_process_opt\/entry\">\u3053\u3061\u3089\u306e\u8a18\u4e8b<\/a>\u3067\u7d39\u4ecb\u3057\u3066\u3044\u308b\u5185\u5bb9\u3068\u57fa\u672c\u7684\u306b\u306f\u540c\u3058\u3067\u3042\u308b\u305f\u3081\u3001\u672c\u7a3f\u3067\u306f\u8a73\u7d30\u306a\u8aac\u660e\u3092\u7701\u7565\u3057\u307e\u3059\u3002<\/p>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/N\/NTTCom\/20251104\/20251104131210.png\" width=\"1200\" height=\"1068\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span> <\/p>\n<p>\u3053\u306e\u4e88\u6e2c\u7d50\u679c\u306b\u52a0\u3048\u3001Step 1\u3067\u63d0\u793a\u3055\u308c\u305f\u300c\u8aac\u660e\u300d\u3084Step 2\u306e\u5165\u529b\u30c7\u30fc\u30bf\u8a2d\u8a08\u6848\u3092\u8e0f\u307e\u3048\u3066\u3001\u5b9f\u969b\u306e\u5165\u529b\u30c7\u30fc\u30bf\u306e\u6574\u5099\u3092\u9032\u3081\u307e\u3059\u3002\u4eca\u56de\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5f62\u5f0f\u3067\u30c7\u30fc\u30bf\u3092\u6e96\u5099\u3057\u307e\u3057\u305f\u3002<\/p>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/N\/NTTCom\/20251104\/20251104131219.png\" width=\"1200\" height=\"622\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span> <\/p>\n<p>\u306a\u304a\u3001Step 2\u3067\u63d0\u793a\u3055\u308c\u3066\u3044\u308b\u5165\u529b\u30c7\u30fc\u30bf\u8a2d\u8a08\u6848\u306f\u3042\u304f\u307e\u3067\u4e00\u4f8b\u3067\u3042\u308a\u3001\u305d\u306e\u5f62\u5f0f\u306b\u53b3\u5bc6\u306b\u5f93\u3046\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u30e6\u30fc\u30b6\u30fc\u306e\u696d\u52d9\u74b0\u5883\u3084\u4fdd\u6709\u3059\u308b\u30c7\u30fc\u30bf\u306e\u69cb\u9020\u306b\u5fdc\u3058\u3066\u3001\u5217\u540d\u3084\u30c7\u30fc\u30bf\u578b\u306a\u3069\u3092\u67d4\u8edf\u306b\u8abf\u6574\u3057\u3066\u554f\u984c\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u4eca\u56de\u306e\u4f8b\u3060\u3068\u3001<code>initial_inventory.csv<\/code> \u306b\u304a\u3051\u308b\u5217\u540d\u300c\u6d88\u8cbb\u671f\u9650\u30af\u30e9\u30b9\u300d\u3092\u300c\u6b8b\u6d88\u8cbb\u671f\u9650\uff08\u65e5\uff09\u300d\u306b\u5909\u66f4\u3057\u3066\u304a\u308a\u3001<code>demand.csv<\/code>\u306e\u65e5\u4ed8\u5f62\u5f0f\u3082\u300cyyyy-mm-dd\u300d\u304b\u3089\u300cyyyy\/mm\/dd\u300d\u3078\u3068\u5909\u66f4\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u3046\u3057\u3066\u5fc5\u8981\u306b\u5fdc\u3058\u305f\u8abf\u6574\u3092\u884c\u3044\u306a\u304c\u3089\u3001\u6570\u7406\u6700\u9069\u5316\u306e\u5b9f\u884c\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u6574\u5099\u3057\u307e\u3057\u305f\u3002<\/p>\n<h4 id=\"4-\u30b3\u30fc\u30c9\u751f\u6210\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3088\u308b\u5b9f\u884c\u30b3\u30fc\u30c9\u751f\u6210\">4. \u30b3\u30fc\u30c9\u751f\u6210\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3088\u308b\u5b9f\u884c\u30b3\u30fc\u30c9\u751f\u6210<\/h4>\n<p>\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u304c\u5b8c\u4e86\u3057\u305f\u306e\u3067\u3001\u6700\u5f8c\u306b\u30b3\u30fc\u30c9\u751f\u6210\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u6d3b\u7528\u3057\u3066\u6570\u7406\u6700\u9069\u5316\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e Python \u30b3\u30fc\u30c9\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u306a\u304a\u3001\u30b3\u30fc\u30c9\u306e\u5b9f\u884c\u306f\u4ee5\u4e0b\u306e\u74b0\u5883\u3067\u691c\u8a3c\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-markdown\" data-lang=\"markdown\" data-unlink=\"\">version\n    Python: 3.13.1\n    PySCIPOpt: 5.2.1\n    SCIP\u30bd\u30eb\u30d0\u30fc: 9.2.0\n    numpy: 2.2.2\n    pandas: 2.2.3\n<\/pre>\n<p>\u6e96\u5099\u3057\u305f\u5165\u529b\u30c7\u30fc\u30bf\u306eCSV\u30d5\u30a1\u30a4\u30eb\u3068\u3001\u6570\u7406\u6700\u9069\u5316\u30e2\u30c7\u30eb\u304c\u8a18\u8ff0\u3055\u308c\u305fMarkdown\u30d5\u30a1\u30a4\u30eb\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u3001\u305d\u306e\u4e0a\u3067\u30b3\u30fc\u30c9\u751f\u6210\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u6b21\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4e0e\u3048\u307e\u3059\u3002\u306a\u304a\u3001\u958b\u767a\u4e2d\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3053\u3061\u3089\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u95a2\u3057\u3066\u3082\u3042\u3089\u304b\u3058\u3081\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u3066\u3001\u81ea\u52d5\u3067\u64cd\u4f5c\u304c\u884c\u308f\u308c\u307e\u3059\u3002<\/p>\n<aside>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/N\/NTTCom\/20251104\/20251104131228.png\" width=\"996\" height=\"127\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span> <\/p>\n<\/aside>\n<p>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3088\u3063\u3066\u51fa\u529b\u3055\u308c\u305f\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<pre class=\"code lang-python\" data-lang=\"python\" data-unlink=\"\"><span class=\"synPreProc\">import<\/span> pandas <span class=\"synStatement\">as<\/span> pd\n<span class=\"synPreProc\">from<\/span> pyscipopt <span class=\"synPreProc\">import<\/span> Model, quicksum\n\n<span class=\"synStatement\">class<\/span> <span class=\"synIdentifier\">Solver<\/span>:\n    <span class=\"synStatement\">def<\/span> <span class=\"synIdentifier\">__init__<\/span>(self,\n                 scalar_constraints_path: <span class=\"synIdentifier\">str<\/span>,\n                 demand_path: <span class=\"synIdentifier\">str<\/span>,\n                 inventory_path: <span class=\"synIdentifier\">str<\/span>,\n                 product_path: <span class=\"synIdentifier\">str<\/span>):\n        <span class=\"synConstant\">\"\"\"<\/span>\n<span class=\"synConstant\">        Solver\u30af\u30e9\u30b9\u306e\u521d\u671f\u5316<\/span>\n<span class=\"synConstant\">        :param scalar_constraints_path: \u30b9\u30ab\u30e9\u30fc\u306e\u5236\u7d04\u5b9a\u6570\u304c\u5165\u3063\u305fCSV\u30d5\u30a1\u30a4\u30eb\u306e\u30d1\u30b9<\/span>\n<span class=\"synConstant\">        :param demand_path: \u9700\u8981\u30c7\u30fc\u30bfCSV\u30d5\u30a1\u30a4\u30eb\u306e\u30d1\u30b9<\/span>\n<span class=\"synConstant\">        :param inventory_path: \u521d\u671f\u5728\u5eabCSV\u30d5\u30a1\u30a4\u30eb\u306e\u30d1\u30b9<\/span>\n<span class=\"synConstant\">        :param product_path: \u5546\u54c1\u30d1\u30e9\u30e1\u30fc\u30bfCSV\u30d5\u30a1\u30a4\u30eb\u306e\u30d1\u30b9<\/span>\n<span class=\"synConstant\">        \"\"\"<\/span>\n        \n        self.scalar_constraints_path = scalar_constraints_path\n        self.demand_path = demand_path\n        self.inventory_path = inventory_path\n        self.product_path = product_path\n        \n        \n        self.model = Model(<span class=\"synConstant\">\"perishable_inventory\"<\/span>)\n\n    <span class=\"synStatement\">def<\/span> <span class=\"synIdentifier\">load_data<\/span>(self):\n        <span class=\"synConstant\">\"\"\"<\/span>\n<span class=\"synConstant\">        CSV\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u5404\u7a2e\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u307f\u3001<\/span>\n<span class=\"synConstant\">        \u30e2\u30c7\u30eb\u3067\u4f7f\u3046\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6e96\u5099\u3059\u308b<\/span>\n<span class=\"synConstant\">        \"\"\"<\/span>\n        \n        self.scalar_constraints_df = pd.read_csv(self.scalar_constraints_path,\n                                          encoding=<span class=\"synConstant\">\"shift_jis\"<\/span>)\n        \n        self.scalar_constraints_df.set_index(<span class=\"synConstant\">\"\u30d1\u30e9\u30e1\u30fc\u30bf\"<\/span>, inplace=<span class=\"synIdentifier\">True<\/span>)\n        \n        \n        self.demand_df = pd.read_csv(self.demand_path,\n                                     encoding=<span class=\"synConstant\">\"shift_jis\"<\/span>)\n        \n        \n        self.inventory_df = pd.read_csv(self.inventory_path,\n                                        encoding=<span class=\"synConstant\">\"shift_jis\"<\/span>)\n        \n        \n        self.product_df = pd.read_csv(self.product_path,\n                                      encoding=<span class=\"synConstant\">\"shift_jis\"<\/span>)\n\n        \n        self.T = <span class=\"synIdentifier\">int<\/span>(self.scalar_constraints_df.loc[<span class=\"synConstant\">\"\u8a08\u753b\u671f\u9593\uff08\u65e5\uff09\"<\/span>, <span class=\"synConstant\">\"\u5024\"<\/span>])\n        \n        \n        self.products = <span class=\"synIdentifier\">list<\/span>(self.product_df[<span class=\"synConstant\">\"\u5546\u54c1ID\"<\/span>].unique())\n\n        \n        self.S = self.product_df.set_index(<span class=\"synConstant\">\"\u5546\u54c1ID\"<\/span>)[<span class=\"synConstant\">\"\u6700\u5927\u6d88\u8cbb\u671f\u9650\uff08\u65e5\uff09\"<\/span>].to_dict()  \n        self.U = self.product_df.set_index(<span class=\"synConstant\">\"\u5546\u54c1ID\"<\/span>)[<span class=\"synConstant\">\"\u767a\u6ce8\u4e0a\u9650\uff08\u500b\uff09\"<\/span>].to_dict()  \n        self.c_w = self.product_df.set_index(<span class=\"synConstant\">\"\u5546\u54c1ID\"<\/span>)[<span class=\"synConstant\">\"\u5ec3\u68c4\u30b3\u30b9\u30c8\uff08\u5186\/\u500b\uff09\"<\/span>].to_dict()  \n        self.c_s = self.product_df.set_index(<span class=\"synConstant\">\"\u5546\u54c1ID\"<\/span>)[<span class=\"synConstant\">\"\u6b20\u54c1\u30b3\u30b9\u30c8\uff08\u5186\/\u500b\uff09\"<\/span>].to_dict()  \n\n        \n        unique_dates = <span class=\"synIdentifier\">sorted<\/span>(self.demand_df[<span class=\"synConstant\">\"date\"<\/span>].unique())\n        self.date_to_t = {d: idx + <span class=\"synConstant\">1<\/span> <span class=\"synStatement\">for<\/span> idx, d <span class=\"synStatement\">in<\/span> <span class=\"synIdentifier\">enumerate<\/span>(unique_dates)}\n        \n        \n        self.d = {}\n        <span class=\"synStatement\">for<\/span> _, row <span class=\"synStatement\">in<\/span> self.demand_df.iterrows():\n            i = row[<span class=\"synConstant\">\"\u5546\u54c1ID\"<\/span>]\n            t = self.date_to_t[row[<span class=\"synConstant\">\"date\"<\/span>]]\n            self.d[(i, t)] = <span class=\"synIdentifier\">int<\/span>(row[<span class=\"synConstant\">\"\u9700\u8981\u91cf(\u500b)\"<\/span>])\n\n        \n        self.I0 = {}\n        <span class=\"synStatement\">for<\/span> _, row <span class=\"synStatement\">in<\/span> self.inventory_df.iterrows():\n            i = row[<span class=\"synConstant\">\"\u5546\u54c1ID\"<\/span>]\n            s = <span class=\"synIdentifier\">int<\/span>(row[<span class=\"synConstant\">\"\u6b8b\u6d88\u8cbb\u671f\u9650\uff08\u65e5\uff09\"<\/span>])\n            self.I0[(i, s)] = <span class=\"synIdentifier\">int<\/span>(row[<span class=\"synConstant\">\"\u521d\u671f\u5728\u5eab\u91cf\uff08\u500b\uff09\"<\/span>])\n\n    <span class=\"synStatement\">def<\/span> <span class=\"synIdentifier\">build_model<\/span>(self):\n        <span class=\"synConstant\">\"\"\"<\/span>\n<span class=\"synConstant\">        \u6570\u7406\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9<\/span>\n<span class=\"synConstant\">        \u5909\u6570\u5b9a\u7fa9\u3001\u76ee\u7684\u95a2\u6570\u8a2d\u5b9a\u3001\u5236\u7d04\u6761\u4ef6\u8a2d\u5b9a\u3092\u884c\u3046<\/span>\n<span class=\"synConstant\">        \"\"\"<\/span>\n        \n        self.load_data()\n\n        \n        self.x = {}   \n        self.I = {}   \n        self.f = {}   \n        self.b = {}   \n        self.w = {}   \n\n        \n        <span class=\"synStatement\">for<\/span> i <span class=\"synStatement\">in<\/span> self.products:\n            Si = self.S[i]  \n            Ui = self.U[i]  \n            <span class=\"synStatement\">for<\/span> t <span class=\"synStatement\">in<\/span> <span class=\"synIdentifier\">range<\/span>(<span class=\"synConstant\">1<\/span>, self.T+<span class=\"synConstant\">1<\/span>):\n                \n                self.x[(i, t)] = self.model.addVar(\n                    vtype=<span class=\"synConstant\">\"INTEGER\"<\/span>, lb=<span class=\"synConstant\">0<\/span>, ub=Ui, name=f<span class=\"synConstant\">\"x_{i}_{t}\"<\/span>\n                )\n                \n                self.b[(i, t)] = self.model.addVar(\n                    vtype=<span class=\"synConstant\">\"INTEGER\"<\/span>, lb=<span class=\"synConstant\">0<\/span>, name=f<span class=\"synConstant\">\"b_{i}_{t}\"<\/span>\n                )\n                \n                self.w[(i, t)] = self.model.addVar(\n                    vtype=<span class=\"synConstant\">\"INTEGER\"<\/span>, lb=<span class=\"synConstant\">0<\/span>, name=f<span class=\"synConstant\">\"w_{i}_{t}\"<\/span>\n                )\n                \n                <span class=\"synStatement\">for<\/span> s <span class=\"synStatement\">in<\/span> <span class=\"synIdentifier\">range<\/span>(<span class=\"synConstant\">1<\/span>, Si+<span class=\"synConstant\">1<\/span>):\n                    self.I[(i, t, s)] = self.model.addVar(\n                        vtype=<span class=\"synConstant\">\"INTEGER\"<\/span>, lb=<span class=\"synConstant\">0<\/span>, name=f<span class=\"synConstant\">\"I_{i}_{t}_{s}\"<\/span>\n                    )\n                    self.f[(i, t, s)] = self.model.addVar(\n                        vtype=<span class=\"synConstant\">\"INTEGER\"<\/span>, lb=<span class=\"synConstant\">0<\/span>, name=f<span class=\"synConstant\">\"f_{i}_{t}_{s}\"<\/span>\n                    )\n\n        \n        self.model.setObjective(\n            quicksum(\n                self.c_w[i] * self.w[(i, t)] + self.c_s[i] * self.b[(i, t)]\n                <span class=\"synStatement\">for<\/span> i <span class=\"synStatement\">in<\/span> self.products\n                <span class=\"synStatement\">for<\/span> t <span class=\"synStatement\">in<\/span> <span class=\"synIdentifier\">range<\/span>(<span class=\"synConstant\">1<\/span>, self.T+<span class=\"synConstant\">1<\/span>)\n            ),\n            <span class=\"synConstant\">\"minimize\"<\/span>\n        )\n\n        \n        <span class=\"synStatement\">for<\/span> i <span class=\"synStatement\">in<\/span> self.products:\n            Si = self.S[i]\n            <span class=\"synStatement\">for<\/span> s <span class=\"synStatement\">in<\/span> <span class=\"synIdentifier\">range<\/span>(<span class=\"synConstant\">1<\/span>, Si+<span class=\"synConstant\">1<\/span>):\n                init_val = self.I0.get((i, s), <span class=\"synConstant\">0<\/span>)  \n                self.model.addCons(\n                    self.I[(i, <span class=\"synConstant\">1<\/span>, s)] == init_val,\n                    name=f<span class=\"synConstant\">\"initInv_{i}_{s}\"<\/span>\n                )\n\n        \n        <span class=\"synStatement\">for<\/span> i <span class=\"synStatement\">in<\/span> self.products:\n            Si = self.S[i]\n            <span class=\"synStatement\">for<\/span> t <span class=\"synStatement\">in<\/span> <span class=\"synIdentifier\">range<\/span>(<span class=\"synConstant\">2<\/span>, self.T+<span class=\"synConstant\">1<\/span>):\n                <span class=\"synStatement\">for<\/span> s <span class=\"synStatement\">in<\/span> <span class=\"synIdentifier\">range<\/span>(<span class=\"synConstant\">1<\/span>, Si+<span class=\"synConstant\">1<\/span>):\n                    <span class=\"synStatement\">if<\/span> s == Si:\n                        \n                        self.model.addCons(\n                            self.I[(i, t, s)] == self.x[(i, t-<span class=\"synConstant\">1<\/span>)],\n                            name=f<span class=\"synConstant\">\"invTrans_new_{i}_{t}_{s}\"<\/span>\n                        )\n                    <span class=\"synStatement\">else<\/span>:\n                        \n                        self.model.addCons(\n                            self.I[(i, t, s)] ==\n                            self.I[(i, t-<span class=\"synConstant\">1<\/span>, s+<span class=\"synConstant\">1<\/span>)] - self.f[(i, t-<span class=\"synConstant\">1<\/span>, s+<span class=\"synConstant\">1<\/span>)],\n                            name=f<span class=\"synConstant\">\"invTrans_{i}_{t}_{s}\"<\/span>\n                        )\n\n        \n        <span class=\"synStatement\">for<\/span> i <span class=\"synStatement\">in<\/span> self.products:\n            <span class=\"synStatement\">for<\/span> t <span class=\"synStatement\">in<\/span> <span class=\"synIdentifier\">range<\/span>(<span class=\"synConstant\">1<\/span>, self.T+<span class=\"synConstant\">1<\/span>):\n                demand = self.d.get((i, t), <span class=\"synConstant\">0<\/span>)  \n                Si = self.S[i]\n                self.model.addCons(\n                    quicksum(self.f[(i, t, s)] <span class=\"synStatement\">for<\/span> s <span class=\"synStatement\">in<\/span> <span class=\"synIdentifier\">range<\/span>(<span class=\"synConstant\">1<\/span>, Si+<span class=\"synConstant\">1<\/span>))\n                    + self.b[(i, t)]\n                    == demand,\n                    name=f<span class=\"synConstant\">\"demandFulfill_{i}_{t}\"<\/span>\n                )\n\n        \n        <span class=\"synStatement\">for<\/span> i <span class=\"synStatement\">in<\/span> self.products:\n            <span class=\"synStatement\">for<\/span> t <span class=\"synStatement\">in<\/span> <span class=\"synIdentifier\">range<\/span>(<span class=\"synConstant\">1<\/span>, self.T+<span class=\"synConstant\">1<\/span>):\n                Si = self.S[i]\n                <span class=\"synStatement\">for<\/span> s <span class=\"synStatement\">in<\/span> <span class=\"synIdentifier\">range<\/span>(<span class=\"synConstant\">1<\/span>, Si+<span class=\"synConstant\">1<\/span>):\n                    self.model.addCons(\n                        self.f[(i, t, s)] \"sellCap_{i}_{t}_{s}\"\n                    )\n\n        \n        <span class=\"synStatement\">for<\/span> i <span class=\"synStatement\">in<\/span> self.products:\n            <span class=\"synStatement\">for<\/span> t <span class=\"synStatement\">in<\/span> <span class=\"synIdentifier\">range<\/span>(<span class=\"synConstant\">1<\/span>, self.T+<span class=\"synConstant\">1<\/span>):\n                demand = self.d.get((i, t), <span class=\"synConstant\">0<\/span>)\n                Si = self.S[i]\n                <span class=\"synStatement\">for<\/span> s <span class=\"synStatement\">in<\/span> <span class=\"synIdentifier\">range<\/span>(<span class=\"synConstant\">1<\/span>, Si+<span class=\"synConstant\">1<\/span>):\n                    <span class=\"synStatement\">if<\/span> s &gt; <span class=\"synConstant\">1<\/span>:\n                        \n                        self.model.addCons(\n                            self.f[(i, t, s)]\n                            for k <span class=\"synStatement\">in<\/span> <span class=\"synIdentifier\">range<\/span>(<span class=\"synConstant\">1<\/span>, s)),\n                            name=f<span class=\"synConstant\">\"fifo_{i}_{t}_{s}\"<\/span>\n                        )\n\n        \n        <span class=\"synStatement\">for<\/span> i <span class=\"synStatement\">in<\/span> self.products:\n            <span class=\"synStatement\">for<\/span> t <span class=\"synStatement\">in<\/span> <span class=\"synIdentifier\">range<\/span>(<span class=\"synConstant\">1<\/span>, self.T+<span class=\"synConstant\">1<\/span>):\n                self.model.addCons(\n                    self.w[(i, t)] ==\n                    self.I[(i, t, <span class=\"synConstant\">1<\/span>)] - self.f[(i, t, <span class=\"synConstant\">1<\/span>)],\n                    name=f<span class=\"synConstant\">\"wasteDef_{i}_{t}\"<\/span>\n                )\n\n    <span class=\"synStatement\">def<\/span> <span class=\"synIdentifier\">solve<\/span>(self):\n        <span class=\"synConstant\">\"\"\"<\/span>\n<span class=\"synConstant\">        \u30e2\u30c7\u30eb\u3092\u89e3\u304f<\/span>\n<span class=\"synConstant\">        \"\"\"<\/span>\n        \n        self.model.setParam(<span class=\"synConstant\">'display\/verblevel'<\/span>, <span class=\"synConstant\">0<\/span>)\n        \n        \n        self.model.optimize()\n\n    <span class=\"synStatement\">def<\/span> <span class=\"synIdentifier\">check_model_status<\/span>(self):\n        <span class=\"synConstant\">\"\"\"<\/span>\n<span class=\"synConstant\">        \u89e3\u306e\u72b6\u614b\u3092\u78ba\u8a8d\u3057\u3001\u6700\u9069\u89e3\u304c\u898b\u3064\u304b\u3063\u305f\u304b\u3069\u3046\u304b\u3092\u8fd4\u3059<\/span>\n<span class=\"synConstant\">        \"\"\"<\/span>\n        status = self.model.getStatus()\n\n        <span class=\"synStatement\">if<\/span> status == <span class=\"synConstant\">\"optimal\"<\/span>:\n            <span class=\"synIdentifier\">print<\/span>(<span class=\"synConstant\">\"\u2705 \u6700\u9069\u89e3\u304c\u898b\u3064\u304b\u308a\u307e\u3057\u305f\u3002\"<\/span>)\n            <span class=\"synStatement\">return<\/span> <span class=\"synIdentifier\">True<\/span>\n        <span class=\"synStatement\">else<\/span>:\n            <span class=\"synIdentifier\">print<\/span>(f<span class=\"synConstant\">\"\u30a8\u30e9\u30fc\uff1a{status}\"<\/span>)\n            <span class=\"synStatement\">return<\/span> <span class=\"synIdentifier\">False<\/span>\n\n    <span class=\"synStatement\">def<\/span> <span class=\"synIdentifier\">get_solution<\/span>(self):\n        <span class=\"synConstant\">\"\"\"<\/span>\n<span class=\"synConstant\">        \u6700\u9069\u89e3\u304c\u3042\u308b\u5834\u5408\u3001\u5404\u5909\u6570\u306e\u5024\u3092\u8f9e\u66f8\u3067\u53d6\u5f97\u3059\u308b<\/span>\n<span class=\"synConstant\">        \"\"\"<\/span>\n        \n        <span class=\"synStatement\">if<\/span> <span class=\"synStatement\">not<\/span> self.check_model_status():\n            <span class=\"synStatement\">return<\/span> <span class=\"synIdentifier\">None<\/span>\n\n        \n        best_sol = self.model.getBestSol()\n        <span class=\"synStatement\">if<\/span> best_sol <span class=\"synStatement\">is<\/span> <span class=\"synIdentifier\">None<\/span>:\n            <span class=\"synIdentifier\">print<\/span>(<span class=\"synConstant\">\"\u274c \u5b9f\u884c\u53ef\u80fd\u89e3\u306f\u53d6\u5f97\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u3002\"<\/span>)\n            <span class=\"synStatement\">return<\/span> <span class=\"synIdentifier\">None<\/span>\n\n        \n        result = {}\n        <span class=\"synStatement\">for<\/span> var <span class=\"synStatement\">in<\/span> self.model.getVars():\n            val = self.model.getSolVal(best_sol, var)\n            result[var.name] = val\n\n        <span class=\"synStatement\">return<\/span> result\n<\/pre>\n<p>\u30b3\u30fc\u30c9\u751f\u6210\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u306e\u3088\u3046\u306b\u9577\u5927\u306a\u30b3\u30fc\u30c9\u3067\u3042\u3063\u3066\u3082\u3001\u308f\u305a\u304b1\u5206\u8db3\u3089\u305a\u3067\u30df\u30b9\u306a\u304f\u4f5c\u6210\u3067\u304d\u307e\u3057\u305f\u3002\u4eba\u624b\u306b\u3088\u308b\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3067\u306f\u591a\u304f\u306e\u624b\u9593\u3084\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u304c\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3088\u308a\u305d\u308c\u3089\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3057\u52b9\u7387\u7684\u306a\u958b\u767a\u3092\u53ef\u80fd\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u751f\u6210\u3055\u308c\u305f\u30b3\u30fc\u30c9\u306f\u3001\u5148\u307b\u3069\u7528\u610f\u3057\u305f4\u3064\u306e\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u307f\u3001\u305d\u308c\u3092\u3082\u3068\u306b\u6700\u9069\u306a\u767a\u6ce8\u91cf\u3084\u5728\u5eab\u306e\u52d5\u304d\u3092\u8a08\u7b97\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002\u6d88\u8cbb\u671f\u9650\u3084\u5728\u5eab\u306e\u72b6\u6cc1\u3001\u65e5\u3054\u3068\u306e\u9700\u8981\u306a\u3069\u3092\u8003\u616e\u3057\u306a\u304c\u3089\u3001\u300c\u3069\u306e\u5546\u54c1\u3092\u3001\u3044\u3064\u30fb\u3069\u308c\u3060\u3051\u767a\u6ce8\u3057\u3001\u3069\u306e\u304f\u3089\u3044\u8ca9\u58f2\u3057\u3001\u6b20\u54c1\u3084\u4f59\u5270\u304c\u3069\u306e\u7a0b\u5ea6\u767a\u751f\u3059\u308b\u304b\u300d\u3092\u81ea\u52d5\u7684\u306b\u5224\u65ad\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u3088\u3046\u306b\u3057\u3066\u3001\u5728\u5eab\u306e\u7121\u99c4\u3084\u6b20\u54c1\u3092\u3067\u304d\u308b\u3060\u3051\u6291\u3048\u305f\u3001\u30d0\u30e9\u30f3\u30b9\u306e\u53d6\u308c\u305f\u8a08\u753b\u304c\u7acb\u3066\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e <code>Solver<\/code> \u30af\u30e9\u30b9\u3092\u5229\u7528\u3057\u3066\u3001\u5b9f\u52d9\u3067\u4f7f\u3046\u305f\u3081\u306b\u5404\u5546\u54c1\u306e\u5f53\u65e5\u767a\u6ce8\u91cf\u3092CSV\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u51fa\u529b\u3059\u308b\u30b3\u30fc\u30c9\u3092\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u4f5c\u6210\u3057\u3066\u3082\u3089\u3044\u307e\u3059\u3002<\/p>\n<p>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u6e21\u3059\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u4ee5\u4e0b\u306e\u5185\u5bb9\u3067\u3059\u3002<\/p>\n<aside>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/N\/NTTCom\/20251104\/20251104131234.png\" width=\"1078\" height=\"324\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span> <\/p>\n<\/aside>\n<p>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3088\u3063\u3066\u4f5c\u6210\u3055\u308c\u305f\u30b3\u30fc\u30c9\u306f\u3053\u3061\u3089\u3067\u3059\u3002<\/p>\n<pre class=\"code lang-python\" data-lang=\"python\" data-unlink=\"\"><span class=\"synPreProc\">import<\/span> argparse\n<span class=\"synPreProc\">import<\/span> pandas <span class=\"synStatement\">as<\/span> pd\n<span class=\"synPreProc\">from<\/span> optimizer <span class=\"synPreProc\">import<\/span> Solver\n\n<span class=\"synStatement\">def<\/span> <span class=\"synIdentifier\">export_first_day_orders<\/span>(\n    scalar_constraints_path: <span class=\"synIdentifier\">str<\/span>,\n    demand_path: <span class=\"synIdentifier\">str<\/span>,\n    inventory_path: <span class=\"synIdentifier\">str<\/span>,\n    product_path: <span class=\"synIdentifier\">str<\/span>,\n    output_csv_path: <span class=\"synIdentifier\">str<\/span>\n):\n    <span class=\"synConstant\">\"\"\"<\/span>\n<span class=\"synConstant\">    Solver \u3092\u4f7f\u3063\u3066\u6700\u9069\u5316\u3092\u5b9f\u884c\u3057\u3001<\/span>\n<span class=\"synConstant\">    \u521d\u65e5\u306e\u5404\u5546\u54c1\u306e\u767a\u6ce8\u91cf\u3092 CSV \u51fa\u529b\u3059\u308b\u3002<\/span>\n\n<span class=\"synConstant\">    :param scalar_constraints_path: scalar_constraints.csv \u306e\u30d1\u30b9<\/span>\n<span class=\"synConstant\">    :param demand_path: demand.csv \u306e\u30d1\u30b9<\/span>\n<span class=\"synConstant\">    :param inventory_path: inventory.csv \u306e\u30d1\u30b9<\/span>\n<span class=\"synConstant\">    :param product_path: product.csv \u306e\u30d1\u30b9<\/span>\n<span class=\"synConstant\">    :param output_csv_path: \u51fa\u529b CSV \u30d5\u30a1\u30a4\u30eb\u306e\u30d1\u30b9<\/span>\n<span class=\"synConstant\">    \"\"\"<\/span>\n    \n    solver = Solver(\n        scalar_constraints_path=scalar_constraints_path,\n        demand_path=demand_path,\n        inventory_path=inventory_path,\n        product_path=product_path\n    )\n    solver.build_model()\n    solver.solve()\n\n    \n    sol = solver.get_solution()\n    <span class=\"synStatement\">if<\/span> sol <span class=\"synStatement\">is<\/span> <span class=\"synIdentifier\">None<\/span>:\n        <span class=\"synIdentifier\">print<\/span>(<span class=\"synConstant\">\"\u6700\u9069\u89e3\u304c\u53d6\u5f97\u3067\u304d\u306a\u304b\u3063\u305f\u305f\u3081\u3001CSV \u3092\u51fa\u529b\u3057\u307e\u305b\u3093\u3002\"<\/span>)\n        <span class=\"synStatement\">return<\/span>\n\n    \n    records = []\n    <span class=\"synStatement\">for<\/span> product_id <span class=\"synStatement\">in<\/span> solver.products:\n        var_name = f<span class=\"synConstant\">\"x_{product_id}_1\"<\/span>\n        qty = sol.get(var_name, <span class=\"synConstant\">0<\/span>)\n        records.append({\n            <span class=\"synConstant\">\"\u5546\u54c1\u540d\"<\/span>: product_id,\n            <span class=\"synConstant\">\"\u767a\u6ce8\u91cf\"<\/span>: <span class=\"synIdentifier\">int<\/span>(qty)\n        })\n\n    \n    df_out = pd.DataFrame(records, columns=[<span class=\"synConstant\">\"\u5546\u54c1\u540d\"<\/span>, <span class=\"synConstant\">\"\u767a\u6ce8\u91cf\"<\/span>])\n    df_out.to_csv(output_csv_path, index=<span class=\"synIdentifier\">False<\/span>, encoding=<span class=\"synConstant\">\"shift_jis\"<\/span>)\n    <span class=\"synIdentifier\">print<\/span>(f<span class=\"synConstant\">\"\u521d\u65e5\u306e\u767a\u6ce8\u91cf\u3092 '{output_csv_path}' \u306b\u51fa\u529b\u3057\u307e\u3057\u305f\u3002\"<\/span>)\n\n<span class=\"synStatement\">if<\/span> __name__ == <span class=\"synConstant\">\"__main__\"<\/span>:\n    parser = argparse.ArgumentParser(\n        description=<span class=\"synConstant\">\"\u521d\u65e5\u306e\u5404\u5546\u54c1\u306e\u767a\u6ce8\u91cf\u3092\u6700\u9069\u5316\u3057\u3001CSV \u51fa\u529b\u3057\u307e\u3059\u3002\"<\/span>\n    )\n    parser.add_argument(\n        <span class=\"synConstant\">\"--scalar_constraints\"<\/span>,\n        required=<span class=\"synIdentifier\">True<\/span>,\n        <span class=\"synIdentifier\">help<\/span>=<span class=\"synConstant\">\"scalar_constraints.csv \u306e\u30d1\u30b9\uff08Shift_JIS\uff09\"<\/span>\n    )\n    parser.add_argument(\n        <span class=\"synConstant\">\"--demand\"<\/span>,\n        required=<span class=\"synIdentifier\">True<\/span>,\n        <span class=\"synIdentifier\">help<\/span>=<span class=\"synConstant\">\"\u9700\u8981\u30c7\u30fc\u30bf CSV \u306e\u30d1\u30b9\uff08Shift_JIS\uff09\"<\/span>\n    )\n    parser.add_argument(\n        <span class=\"synConstant\">\"--inventory\"<\/span>,\n        required=<span class=\"synIdentifier\">True<\/span>,\n        <span class=\"synIdentifier\">help<\/span>=<span class=\"synConstant\">\"\u521d\u671f\u5728\u5eab\u30c7\u30fc\u30bf CSV \u306e\u30d1\u30b9\uff08Shift_JIS\uff09\"<\/span>\n    )\n    parser.add_argument(\n        <span class=\"synConstant\">\"--product\"<\/span>,\n        required=<span class=\"synIdentifier\">True<\/span>,\n        <span class=\"synIdentifier\">help<\/span>=<span class=\"synConstant\">\"\u5546\u54c1\u30d1\u30e9\u30e1\u30fc\u30bf CSV \u306e\u30d1\u30b9\uff08Shift_JIS\uff09\"<\/span>\n    )\n    parser.add_argument(\n        <span class=\"synConstant\">\"--output\"<\/span>,\n        required=<span class=\"synIdentifier\">True<\/span>,\n        <span class=\"synIdentifier\">help<\/span>=<span class=\"synConstant\">\"\u51fa\u529b\u5148 CSV \u30d5\u30a1\u30a4\u30eb\u306e\u30d1\u30b9\uff08Shift_JIS\uff09\"<\/span>\n    )\n    args = parser.parse_args()\n\n    export_first_day_orders(\n        scalar_constraints_path=args.scalar_constraints,\n        demand_path=args.demand,\n        inventory_path=args.inventory,\n        product_path=args.product,\n        output_csv_path=args.output\n    )\n<\/pre>\n<p>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u3061\u3089\u306e\u30b3\u30fc\u30c9\u3082\u77ed\u6642\u9593\u3067\u30df\u30b9\u306a\u304f\u4f5c\u6210\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<h4 id=\"5-\u4f5c\u6210\u3055\u308c\u305f\u30b3\u30fc\u30c9\u306e\u5b9f\u884c\u3068\u7d50\u679c\">5. \u4f5c\u6210\u3055\u308c\u305f\u30b3\u30fc\u30c9\u306e\u5b9f\u884c\u3068\u7d50\u679c<\/h4>\n<p>\u4f8b\u3048\u3070\u3001\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u30d5\u30a1\u30a4\u30eb\u3068\u51fa\u529b\u30d5\u30a1\u30a4\u30eb\u306e\u30d1\u30b9\u3092\u6307\u5b9a\u3057\u3001\u6b21\u306e\u3088\u3046\u306a\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3067\u3001<\/p>\n<pre class=\"code bash\" data-lang=\"bash\" data-unlink=\"\">python export_first_day_orders.py \\\n  --scalar_constraints scalar_constraints.csv \\\n  --demand demand.csv \\\n  --inventory initial_inventory.csv \\\n  --product products.csv \\\n  --output initial_orders.csv<\/pre>\n<p>\u4ee5\u4e0b\u306e\u3088\u3046\u306a<strong>\u5404\u5546\u54c1\u306e\u5f53\u65e5\u767a\u6ce8\u91cf\u3092\u307e\u3068\u3081\u305fCSV\u30d5\u30a1\u30a4\u30eb\u304c\u81ea\u52d5\u7684\u306b\u51fa\u529b<\/strong>\u3055\u308c\u307e\u3059\u3002\u3053\u3061\u3089\u306e\u60c5\u5831\u3092\u3082\u3068\u306b\u5404\u5546\u54c1\u306e\u767a\u6ce8\u4f5c\u696d\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/N\/NTTCom\/20251104\/20251104152101.png\" width=\"1200\" height=\"502\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span> <\/p>\n<p>\u3053\u306e\u3088\u3046\u306b\u3001\u751f\u6210\u3055\u308c\u305f\u30b3\u30fc\u30c9\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u696d\u52d9\u3067\u5b9f\u969b\u306b\u5fc5\u8981\u3068\u306a\u308b\u30d5\u30a1\u30a4\u30eb\u306e\u4f5c\u6210\u307e\u3067\u3092\u4e00\u8cab\u3057\u3066\u81ea\u52d5\u5316\u3067\u304d\u307e\u3059\u3002\u73fe\u5834\u3067\u3082\u3059\u3050\u306b\u904b\u7528\u306b\u53d6\u308a\u5165\u308c\u3084\u3059\u3044\u305f\u3081\u3001\u3053\u308c\u307e\u3067\u767a\u6ce8\u4f5c\u696d\u306b\u304b\u304b\u3063\u3066\u3044\u305f\u6642\u9593\u306e\u5927\u5e45\u306a\u77ed\u7e2e\u3084\u3001\u30d2\u30e5\u30fc\u30de\u30f3\u30a8\u30e9\u30fc\u306e\u524a\u6e1b\u304c\u671f\u5f85\u3055\u308c\u307e\u3059\u3002<\/p>\n<h2 id=\"\u307e\u3068\u3081\">\u307e\u3068\u3081<\/h2>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u751f\u6210AI\u3092\u6d3b\u7528\u3057\u305f\u6570\u7406\u6700\u9069\u5316\u6280\u8853\u306e\u81ea\u52d5\u5316\u306b\u95a2\u3059\u308b\u691c\u8a0e\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002\u7279\u306b\u3001\u30b9\u30fc\u30d1\u30fc\u30de\u30fc\u30b1\u30c3\u30c8\u306b\u304a\u3051\u308b\u5728\u5eab\u7ba1\u7406\u3092\u4e00\u4f8b\u3068\u3057\u3066\u53d6\u308a\u4e0a\u3052\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c83\u7a2e\u306e\u30b5\u30dd\u30fc\u30c8\u306e\u3082\u3068\u3067\u8ab2\u984c\u8a2d\u5b9a\u304b\u3089\u5b9f\u88c5\u306b\u81f3\u308b\u307e\u3067\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u793a\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u672c\u8a18\u4e8b\u3067\u4e00\u90e8\u3092\u3054\u7d39\u4ecb\u3057\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u73fe\u5728\u3082\u958b\u767a\u4e2d\u3067\u3042\u308a\u3001\u5f15\u304d\u7d9a\u304d\u6539\u826f\u3092\u91cd\u306d\u3066\u307e\u3044\u308a\u307e\u3059\u3002<br \/>\n\u4eca\u5f8c\u306f\u3001\u751f\u6210AI\u306e\u56de\u7b54\u7cbe\u5ea6\u5411\u4e0a\u3084UI\/UX\u306e\u6539\u5584\u306b\u53d6\u308a\u7d44\u3080\u3068\u3068\u3082\u306b\u3001\u5b9f\u793e\u4f1a\u3067\u306e\u6d3b\u7528\u306b\u5411\u3051\u305f\u691c\u8a3c\u3092\u9032\u3081\u3001\u7814\u7a76\u958b\u767a\u3092\u4e00\u5c64\u63a8\u9032\u3057\u3066\u3044\u304f\u4e88\u5b9a\u3067\u3059\u3002<\/p>\n<h2 id=\"\u304a\u308f\u308a\u306b\">\u304a\u308f\u308a\u306b<\/h2>\n<p>\u672c\u8a18\u4e8b\u304c\u5c11\u3057\u3067\u3082\u7686\u3055\u307e\u306e\u304a\u5f79\u306b\u7acb\u3066\u305f\u306e\u3067\u3042\u308c\u3070\u3001\u5b09\u3057\u304f\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>Node-AI\u3092\u6d3b\u7528\u3057\u305f\u6a5f\u68b0\u5b66\u7fd2\u6280\u8853\u306e\u30d3\u30b8\u30cd\u30b9\u6d3b\u7528\u306b\u3054\u95a2\u5fc3\u306e\u3042\u308b\u65b9\u306f\u3001\u305c\u3072<a target=\"_blank\" href=\"https:\/\/forms.office.com\/pages\/responsepage.aspx?id=Mu8pprpnpkeOs-xDk1ZE_CXSHmy13qxFrTwhEg08ajBURExLTkNZQjAzVzNNQ01EVzVJME84OEIwViQlQCN0PWcu&amp;route=shorturl\">\u3053\u3061\u3089<\/a>\u306e\u30d5\u30a9\u30fc\u30e0\u3088\u308a\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u307e\u305f\u3001\u672c\u8a18\u4e8b\u306e\u5185\u5bb9\u306b\u95a2\u3059\u308b\u3054\u8cea\u554f\u3084\u3001\u6570\u7406\u6700\u9069\u5316\u6280\u8853\u3092\u306f\u3058\u3081\u3068\u3057\u305f\u6570\u7406\u89e3\u6790\u6280\u8853\u306ePoC\u306b\u3054\u95a2\u5fc3\u306e\u3042\u308b\u65b9\u306f\u3001\u30e1\u30fc\u30eb\u306b\u3066\u3054\u9023\u7d61\u3092\u304a\u5f85\u3061\u3057\u3066\u304a\u308a\u307e\u3059\u3002(\u30e1\u30fc\u30eb\uff1aadam-ic[at]ntt.com)<\/p>\n<\/div>\n<p><script>(function(d, s, id) {\n  var js, fjs = d.getElementsByTagName(s)[0];\n  if (d.getElementById(id)) return;\n  js = d.createElement(s); js.id = id;\n  js.src = 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[&hellip;]","protected":false},"author":1,"featured_media":22706,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-22705","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-company-tec"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u300c\u751f\u6210AI \u00d7 \u6570\u7406\u6700\u9069\u5316\u300d\u304c\u5909\u3048\u308b\u3001\u6b21\u4e16\u4ee3\u306e\u696d\u52d9\u30c7\u30b6\u30a4\u30f3 - NTT docomo Business Engineers&#039; Blog - \u30dd\u30b1\u30b3\u30f3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/engineers.ntt.com\/entry\/202511-genai_opt\/entry\" \/>\n<meta property=\"og:locale\" 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