{"id":11439,"date":"2025-04-03T01:11:12","date_gmt":"2025-04-02T23:11:12","guid":{"rendered":"https:\/\/geopard.tech\/?p=11439"},"modified":"2025-04-03T01:11:12","modified_gmt":"2025-04-02T23:11:12","slug":"%e3%82%af%e3%83%a9%e3%82%a6%e3%83%89%e3%83%99%e3%83%bc%e3%82%b9%e3%81%ae%e9%9d%a9%e6%96%b0%e7%9a%84%e3%81%aa%e4%bd%9c%e7%89%a9%e6%8e%a8%e5%a5%a8%e3%83%a2%e3%83%87%e3%83%ab%e3%81%8c%e7%b2%be%e5%af%86","status":"publish","type":"post","link":"https:\/\/geopard.tech\/jp\/blog\/cloud-based-transformative-crop-recommendation-model-changing-precision-agriculture\/","title":{"rendered":"\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u9769\u65b0\u7684\u306a\u4f5c\u7269\u63a8\u5968\u30e2\u30c7\u30eb\u304c\u7cbe\u5bc6\u8fb2\u696d\u3092\u5909\u9769\u3059\u308b"},"content":{"rendered":"<p>\u8fb2\u696d\u306f\u5c90\u8def\u306b\u7acb\u305f\u3055\u308c\u3066\u3044\u308b\u30022050\u5e74\u307e\u3067\u306b\u4e16\u754c\u4eba\u53e3\u304c97\u5104\u4eba\u306b\u9054\u3059\u308b\u3068\u4e88\u6e2c\u3055\u308c\u308b\u4e2d\u3001\u8fb2\u5bb6\u306f\u6c17\u5019\u5909\u52d5\u3001\u571f\u58cc\u52a3\u5316\u3001\u6c34\u4e0d\u8db3\u3068\u3044\u3063\u305f\u8ab2\u984c\u3068\u95d8\u3044\u306a\u304c\u3089\u3001701\u30c8\u30f3\u3082\u306e\u98df\u6599\u3092\u5897\u7523\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002.<\/p>\n<p>\u6642\u4ee3\u9045\u308c\u306e\u6163\u7fd2\u3084\u63a8\u6e2c\u306b\u983c\u308b\u5f93\u6765\u306e\u8fb2\u696d\u624b\u6cd5\u3067\u306f\u3082\u306f\u3084\u5341\u5206\u3067\u306f\u306a\u3044\u3002\u00a0<strong>\u9769\u65b0\u7684\u306a\u4f5c\u7269\u63a8\u5968\u30e2\u30c7\u30eb\uff08TCRM\uff09<\/strong>, 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AI\u306b\u3088\u3063\u3066\u652f\u3048\u3089\u308c\u305f\u3082\u306e\u304c\u3001\u6975\u3081\u3066\u91cd\u8981\u306b\u306a\u308b\u3002.<\/p>\n<p>\u5f93\u6765\u306e\u65b9\u6cd5\u3068\u306f\u7570\u306a\u308a\u3001\u7cbe\u5bc6\u8fb2\u696d\u306fIoT\u30bb\u30f3\u30b5\u30fc\u3084\u6a5f\u68b0\u5b66\u7fd2\u306a\u3069\u306e\u6280\u8853\u3092\u7528\u3044\u3066\u5703\u5834\u306e\u72b6\u6cc1\u3092\u5206\u6790\u3057\u3001\u500b\u3005\u306e\u72b6\u6cc1\u306b\u5408\u308f\u305b\u305f\u63a8\u5968\u4e8b\u9805\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002TCRM\u306f\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u4f53\u73fe\u3057\u3066\u304a\u308a\u3001\u571f\u58cc\u306e\u6804\u990a\u5206\u3001\u6c17\u8c61\u30d1\u30bf\u30fc\u30f3\u3001\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u3001\u8fb2\u5bb6\u306b\u3068\u3063\u3066\u6709\u76ca\u306a\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002.<\/p>\n<p>TCRM\u306f\u3001AI\u3092\u8fb2\u696d\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u4f1d\u7d71\u7684\u306a\u77e5\u8b58\u3068\u73fe\u4ee3\u306e\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u306e\u9593\u306e\u30ae\u30e3\u30c3\u30d7\u3092\u57cb\u3081\u3001\u8fb2\u5bb6\u304c\u5c06\u6765\u306e\u98df\u6599\u9700\u8981\u3092\u6301\u7d9a\u53ef\u80fd\u306a\u5f62\u3067\u6e80\u305f\u3059\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002.<\/p>\n<blockquote><p><em>\u201c\u300c\u3053\u308c\u306f\u5358\u306b\u6280\u8853\u306e\u554f\u984c\u3067\u306f\u306a\u304f\u3001\u3059\u3079\u3066\u306e\u8fb2\u5bb6\u304c\u6210\u529f\u3059\u308b\u305f\u3081\u306e\u624b\u6bb5\u3092\u78ba\u5b9f\u306b\u624b\u306b\u5165\u308c\u3089\u308c\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u306a\u306e\u3067\u3059\u3002\u300d\u201d<\/em><\/p><\/blockquote>\n<h2><strong>TCRM\u306e\u4ed5\u7d44\u307f\uff1a\u30c7\u30fc\u30bf\u3068\u6a5f\u68b0\u5b66\u7fd2\u306e\u878d\u5408<\/strong><\/h2>\n<p>TCRM\u306e\u672c\u8cea\u306f\u00a0<strong>AI\u4f5c\u7269\u63a8\u5968\u30b7\u30b9\u30c6\u30e0<\/strong>\u00a0\u8907\u6570\u306e\u6280\u8853\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u7684\u78ba\u306a\u30a2\u30c9\u30d0\u30a4\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002\u30d7\u30ed\u30bb\u30b9\u306f\u30c7\u30fc\u30bf\u53ce\u96c6\u304b\u3089\u59cb\u307e\u308a\u307e\u3059\u3002\u5703\u5834\u306b\u8a2d\u7f6e\u3055\u308c\u305fIoT\u30bb\u30f3\u30b5\u30fc\u304c\u3001\u571f\u58cc\u4e2d\u306e\u7a92\u7d20\uff08N\uff09\u3001\u30ea\u30f3\uff08P\uff09\u3001\u30ab\u30ea\u30a6\u30e0\uff08K\uff09\u3001\u6e29\u5ea6\u3001\u6e7f\u5ea6\u3001\u964d\u6c34\u91cf\u3001pH\u5024\u306a\u3069\u306e\u91cd\u8981\u306a\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6e2c\u5b9a\u3057\u307e\u3059\u3002.<\/p>\n<p>\u3053\u308c\u3089\u306e\u30bb\u30f3\u30b5\u30fc\u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u3092\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u9001\u4fe1\u3057\u3001\u305d\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306fNASA\u3084FAO\u306a\u3069\u306e\u30b0\u30ed\u30fc\u30d0\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u904e\u53bb\u306e\u4f5c\u7269\u751f\u80b2\u8a18\u9332\u3082\u53d6\u5f97\u3059\u308b\u3002\u53ce\u96c6\u3055\u308c\u305f\u30c7\u30fc\u30bf\u306f\u3001\u305d\u306e\u5f8c\u3001\u53b3\u5bc6\u306a\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u51e6\u7406\u3092\u53d7\u3051\u308b\u3002.<\/p>\n<p>\u571f\u58ccpH\u5024\u306a\u3069\u306e\u6b20\u640d\u5024\u306f\u5730\u57df\u5e73\u5747\u5024\u3092\u7528\u3044\u3066\u88dc\u5b8c\u3055\u308c\u3001\u6e7f\u5ea6\u306e\u6025\u6fc0\u306a\u4e0a\u6607\u306a\u3069\u306e\u5916\u308c\u5024\u306f\u9664\u5916\u3055\u308c\u307e\u3059\u3002\u305d\u306e\u5f8c\u3001\u30c7\u30fc\u30bf\u306e\u4e00\u8cab\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u6b63\u898f\u5316\u304c\u884c\u308f\u308c\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u964d\u96e8\u91cf\u306f\u5206\u6790\u3092\u7c21\u7565\u5316\u3059\u308b\u305f\u3081\u306b0\uff08100mm\uff09\u304b\u30891\uff081000mm\uff09\u306e\u7bc4\u56f2\u306b\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3055\u308c\u307e\u3059\u3002.<\/p>\n<p>\u6b21\u306b\u3001TCRM\u306e\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u304c\u5f15\u304d\u7d99\u304e\u307e\u3059\u3002\u00a0<strong>\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/strong>\u2015\u30a8\u30e9\u30fc\u3092\u56de\u907f\u3059\u308b\u305f\u3081\u306b500\u500b\u306e\u6c7a\u5b9a\u6728\u3092\u4f7f\u7528\u3059\u308b\u624b\u6cd5\u2015\u8907\u96d1\u306a\u30d1\u30bf\u30fc\u30f3\u3092\u691c\u51fa\u3059\u308b\u6df1\u5c64\u5b66\u7fd2\u5c64\u3092\u5099\u3048\u305f\u624b\u6cd5\u3002.<\/p>\n<p><img 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data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/How-TCRM-Works-Merging-Data-and-Machine-Learning.webp?fit=1024%2C636&amp;ssl=1\" class=\"alignnone size-full wp-image-11442\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/How-TCRM-Works-Merging-Data-and-Machine-Learning.webp?resize=810%2C503&#038;ssl=1\" alt=\"TCRM\u306e\u4ed5\u7d44\u307f\uff1a\u30c7\u30fc\u30bf\u3068\u6a5f\u68b0\u5b66\u7fd2\u306e\u878d\u5408\" width=\"810\" height=\"503\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/How-TCRM-Works-Merging-Data-and-Machine-Learning.webp?w=1499&amp;ssl=1 1499w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/How-TCRM-Works-Merging-Data-and-Machine-Learning.webp?resize=300%2C186&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/How-TCRM-Works-Merging-Data-and-Machine-Learning.webp?resize=1024%2C636&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/How-TCRM-Works-Merging-Data-and-Machine-Learning.webp?resize=768%2C477&amp;ssl=1 768w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p>\u91cd\u8981\u306a\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u306f\u00a0<strong>\u30de\u30eb\u30c1\u30d8\u30c3\u30c9\u6ce8\u610f\u6a5f\u69cb<\/strong>, \u3053\u308c\u306f\u3001\u5909\u6570\u9593\u306e\u95a2\u4fc2\u6027\u3092\u7279\u5b9a\u3059\u308b\u3082\u306e\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001\u964d\u96e8\u91cf\u304c\u591a\u3044\u307b\u3069\u3001\u30a4\u30cd\u306a\u3069\u306e\u4f5c\u7269\u306b\u304a\u3051\u308b\u7a92\u7d20\u5438\u53ce\u304c\u5411\u4e0a\u3059\u308b\u3068\u3044\u3046\u76f8\u95a2\u95a2\u4fc2\u3092\u8a8d\u8b58\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/p>\n<p>\u3053\u306e\u30e2\u30c7\u30eb\u306f\u3001\u5b66\u7fd2\u73870.001\u3067200\u30b5\u30a4\u30af\u30eb\uff08\u30a8\u30dd\u30c3\u30af\uff09\u306b\u308f\u305f\u3063\u3066\u5b66\u7fd2\u3055\u308c\u300194%\u306e\u7cbe\u5ea6\u3092\u9054\u6210\u3059\u308b\u307e\u3067\u4e88\u6e2c\u7cbe\u5ea6\u304c\u5fae\u8abf\u6574\u3055\u308c\u307e\u3059\u3002\u6700\u7d42\u7684\u306b\u3001\u30b7\u30b9\u30c6\u30e0\u306f\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30a2\u30d7\u30ea\u307e\u305f\u306fSMS\u30a2\u30e9\u30fc\u30c8\u3092\u4ecb\u3057\u3066\u63a8\u5968\u4e8b\u9805\u3092\u914d\u4fe1\u3057\u3001\u9060\u9694\u5730\u306e\u8fb2\u5bb6\u306b\u3082\u30bf\u30a4\u30e0\u30ea\u30fc\u306a\u30a2\u30c9\u30d0\u30a4\u30b9\u304c\u5c4a\u304f\u3088\u3046\u306b\u3057\u307e\u3059\u3002.<\/p>\n<h2><strong>TCRM\u304c\u5f93\u6765\u306e\u8fb2\u696d\u624b\u6cd5\u3088\u308a\u3082\u512a\u308c\u3066\u3044\u308b\u7406\u7531<\/strong><\/h2>\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3084K\u8fd1\u508d\u6cd5\uff08KNN\uff09\u306a\u3069\u3092\u7528\u3044\u305f\u5f93\u6765\u306e\u4f5c\u7269\u63a8\u5968\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u8fb2\u696d\u306e\u8907\u96d1\u3055\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u307b\u3069\u306e\u9ad8\u5ea6\u306a\u6a5f\u80fd\u3092\u5099\u3048\u3066\u3044\u306a\u3044\u3002.<\/p>\n<p>\u4f8b\u3048\u3070\u3001KNN\u306f\u30c7\u30fc\u30bf\u306e\u4e0d\u5747\u8861\u306b\u5f31\u3044\u3002\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u30ec\u30f3\u30ba\u8c46\u3088\u308a\u3082\u5c0f\u9ea6\u306e\u30a8\u30f3\u30c8\u30ea\u304c\u591a\u3044\u5834\u5408\u3001\u4e88\u6e2c\u7d50\u679c\u306f\u5c0f\u9ea6\u306b\u504f\u3063\u3066\u3057\u307e\u3046\u3002\u540c\u69d8\u306b\u3001\u5225\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3042\u308bAdaBoost\u3082\u3001\u904e\u5b66\u7fd2\u306e\u305f\u3081\u306b\u672c\u7814\u7a76\u3067\u306f\u7cbe\u5ea6\u304c\u308f\u305a\u304b11.5%\u306b\u3068\u3069\u307e\u3063\u305f\u3002TCRM\u306f\u3001\u305d\u306e\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u8a2d\u8a08\u306b\u3088\u3063\u3066\u3053\u308c\u3089\u306e\u6b20\u70b9\u3092\u514b\u670d\u3057\u3066\u3044\u308b\u3002.<\/p>\n<p>\u30c4\u30ea\u30fc\u30d9\u30fc\u30b9\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\uff08\u900f\u660e\u6027\u306e\u305f\u3081\uff09\u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\uff08\u8907\u96d1\u306a\u30d1\u30bf\u30fc\u30f3\u3092\u51e6\u7406\u3059\u308b\u305f\u3081\uff09\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u7cbe\u5ea6\u3068\u89e3\u91c8\u53ef\u80fd\u6027\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u3063\u3066\u3044\u307e\u3059\u3002.<\/p>\n<p>\u8a66\u9a13\u3067\u306f\u3001TCRM\u306f\u00a0<strong>97.67%\u4ea4\u5dee\u691c\u8a3c\u30b9\u30b3\u30a2<\/strong>, \u591a\u69d8\u306a\u6761\u4ef6\u4e0b\u3067\u305d\u306e\u4fe1\u983c\u6027\u3092\u8a3c\u660e\u3057\u3066\u3044\u308b\u3002\u4f8b\u3048\u3070\u3001\u30d1\u30f3\u30b8\u30e3\u30d6\u5dde\u3067\u8a66\u9a13\u3092\u884c\u3063\u305f\u3068\u3053\u308d\u3001\u30ab\u30ea\u30a6\u30e0\u542b\u6709\u91cf\u304c\u9ad8\u304f\uff08120 kg\/ha\uff09\u3001pH\u304c\u4e2d\u7a0b\u5ea6\uff086.3\uff09\u306e\u8fb2\u5834\u306b\u30b6\u30af\u30ed\u3092\u63a8\u5968\u3057\u300130%\u306e\u53ce\u91cf\u5897\u52a0\u306b\u3064\u306a\u304c\u3063\u305f\u3002.<\/p>\n<p>\u8fb2\u5bb6\u306f\u3001\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u304c\u6b63\u78ba\u306a\u6804\u990a\u5206\u3068\u704c\u6f11\u306b\u95a2\u3059\u308b\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u3092\u63d0\u4f9b\u3057\u305f\u3053\u3068\u3067\u3001\u80a5\u6599\u306e\u4f7f\u7528\u91cf\u309215%\u3001\u6c34\u306e\u7121\u99c4\u9063\u3044\u309225%\u524a\u6e1b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u7d50\u679c\u306f\u3001TCRM\u304c\u8fb2\u696d\u3092\u8cc7\u6e90\u96c6\u7d04\u578b\u306e\u7523\u696d\u304b\u3089\u6301\u7d9a\u53ef\u80fd\u306a\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u306e\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3078\u3068\u5909\u9769\u3059\u308b\u53ef\u80fd\u6027\u3092\u79d8\u3081\u3066\u3044\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002.<\/p>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"11441\" data-permalink=\"https:\/\/geopard.tech\/jp\/blog\/cloud-based-transformative-crop-recommendation-model-changing-precision-agriculture\/tcrm-outperforms-traditional-farming-models\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/TCRM-Outperforms-Traditional-Farming-Models.png?fit=642%2C316&amp;ssl=1\" data-orig-size=\"642,316\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"TCRM Outperforms Traditional Farming Models\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/TCRM-Outperforms-Traditional-Farming-Models.png?fit=642%2C316&amp;ssl=1\" class=\"aligncenter wp-image-11441 size-full\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/TCRM-Outperforms-Traditional-Farming-Models.png?resize=642%2C316&#038;ssl=1\" alt=\"TCRM\u306f\u5f93\u6765\u306e\u8fb2\u696d\u30e2\u30c7\u30eb\u3092\u51cc\u99d5\u3059\u308b\" width=\"642\" height=\"316\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/TCRM-Outperforms-Traditional-Farming-Models.png?w=642&amp;ssl=1 642w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/TCRM-Outperforms-Traditional-Farming-Models.png?resize=300%2C148&amp;ssl=1 300w\" sizes=\"(max-width: 642px) 100vw, 642px\" \/><\/p>\n<h2><strong>\u73fe\u5b9f\u4e16\u754c\u3078\u306e\u5f71\u97ff\uff1a\u30d1\u30f3\u30b8\u30e3\u30d6\u5dde\u306e\u4e8b\u4f8b\u7814\u7a76<\/strong><\/h2>\n<p>\u30d1\u30f3\u30b8\u30e3\u30d6\u5dde\u306e\u8fb2\u5bb6\u306f\u3001\u5730\u4e0b\u6c34\u306e\u67af\u6e07\u3084\u571f\u58cc\u306e\u6804\u990a\u30d0\u30e9\u30f3\u30b9\u306e\u5d29\u308c\u306a\u3069\u3001\u6df1\u523b\u306a\u8ab2\u984c\u306b\u76f4\u9762\u3057\u3066\u3044\u308b\u3002TCRM\u306f\u3001\u305d\u306e\u5b9f\u7528\u6027\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u3053\u3053\u3067\u8a66\u9a13\u7684\u306b\u5c0e\u5165\u3055\u308c\u305f\u3002.<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u3042\u308b\u8fb2\u5bb6\u306f\u3001\u571f\u58cc\u4e2d\u306e\u7a92\u7d20\u542b\u6709\u91cf\u304c80kg\/ha\u3001\u30ea\u30f3\u542b\u6709\u91cf\u304c45kg\/ha\u3001\u30ab\u30ea\u30a6\u30e0\u542b\u6709\u91cf\u304c120kg\/ha\u3067\u3042\u308a\u3001pH\u5024\u304c6.3\u3001\u5e74\u9593\u964d\u6c34\u91cf\u304c600mm\u3067\u3042\u308b\u3068\u3044\u3046\u30c7\u30fc\u30bf\u3092\u5165\u529b\u3057\u305f\u3002.<\/p>\n<p>TCRM\u306f\u3053\u306e\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3001\u30ab\u30ea\u30a6\u30e0\u6fc3\u5ea6\u304c\u9ad8\u3044\u3053\u3068\u3068\u6700\u9069\u306apH\u7bc4\u56f2\u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u305f\u4e0a\u3067\u3001\u305d\u306e\u3088\u3046\u306a\u6761\u4ef6\u4e0b\u3067\u3088\u304f\u80b2\u3064\u3053\u3068\u3067\u77e5\u3089\u308c\u308b\u30b6\u30af\u30ed\u3092\u63a8\u5968\u3057\u305f\u3002\u8fb2\u5bb6\u306b\u306f\u3001\u4f5c\u7269\u306e\u9078\u629e\u3068\u6700\u9069\u306a\u80a5\u6599\uff08\u7a92\u7d20\u306b\u306f\u5c3f\u7d20\u3001\u30ea\u30f3\u306b\u306f\u904e\u30ea\u30f3\u9178\u77f3\u7070\uff09\u306e\u8a73\u7d30\u3092\u8a18\u8f09\u3057\u305fSMS\u30a2\u30e9\u30fc\u30c8\u304c\u9001\u4fe1\u3055\u308c\u305f\u3002.<\/p>\n<p>TCRM\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u8fb2\u5bb6\u306f\u30016\u304b\u6708\u4ee5\u4e0a\u306b\u308f\u305f\u308a\u3001\u6b21\u306e\u3088\u3046\u306b\u5831\u544a\u3057\u305f\u3002\u00a0<strong>20\u201330% \u3088\u308a\u9ad8\u3044\u53ce\u91cf<\/strong>\u00a0\u5c0f\u9ea6\u3084\u7c73\u306a\u3069\u306e\u4e3b\u8981\u4f5c\u7269\u306b\u3082\u9069\u7528\u3055\u308c\u307e\u3057\u305f\u3002\u8cc7\u6e90\u52b9\u7387\u3082\u5411\u4e0a\u3057\u3001\u30b7\u30b9\u30c6\u30e0\u304c\u6b63\u78ba\u306a\u6804\u990a\u30cb\u30fc\u30ba\u3092\u7279\u5b9a\u3057\u305f\u305f\u3081\u3001\u80a5\u6599\u306e\u4f7f\u7528\u91cf\u306f15%\u6e1b\u5c11\u3057\u3001\u964d\u96e8\u4e88\u6e2c\u306b\u5408\u308f\u305b\u305f\u704c\u6f11\u306b\u3088\u308a\u6c34\u306e\u7121\u99c4\u9063\u3044\u306f25%\u6e1b\u5c11\u3057\u307e\u3057\u305f\u3002.<\/p>\n<p>\u3053\u308c\u3089\u306e\u6210\u679c\u306f\u3001TCRM\u306e\u3088\u3046\u306aAI\u3092\u6d3b\u7528\u3057\u305f\u30c4\u30fc\u30eb\u304c\u3001\u74b0\u5883\u306e\u6301\u7d9a\u53ef\u80fd\u6027\u3092\u4fc3\u9032\u3057\u306a\u304c\u3089\u751f\u7523\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u308b\u3002.<\/p>\n<h2><strong>TCRM\u306e\u6210\u529f\u3092\u652f\u3048\u308b\u6280\u8853\u9769\u65b0<\/strong><\/h2>\n<p>TCRM\u306e\u6210\u529f\u306f2\u3064\u306e\u30d6\u30ec\u30fc\u30af\u30b9\u30eb\u30fc\u306b\u304b\u304b\u3063\u3066\u3044\u308b\u3002\u307e\u305a\u3001\u00a0<strong>\u30de\u30eb\u30c1\u30d8\u30c3\u30c9\u6ce8\u610f\u6a5f\u69cb<\/strong>\u00a0\u3053\u308c\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306f\u5909\u6570\u9593\u306e\u95a2\u4fc2\u6027\u3092\u8a55\u4fa1\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002.<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u964d\u96e8\u91cf\u3068\u7a92\u7d20\u5438\u53ce\u91cf\u306e\u9593\u306b\u306f\u5f37\u3044\u6b63\u306e\u76f8\u95a2\u95a2\u4fc2\uff080.73\uff09\u304c\u8a8d\u3081\u3089\u308c\u3001\u3053\u308c\u306f\u964d\u96e8\u91cf\u306e\u591a\u3044\u5730\u57df\u3067\u306f\u7a92\u7d20\u3092\u8c4a\u5bcc\u306b\u542b\u3080\u80a5\u6599\u304c\u4f5c\u7269\u306e\u751f\u80b2\u306b\u826f\u3044\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u3053\u3068\u3092\u610f\u5473\u3059\u308b\u3002.<\/p>\n<p>\u9006\u306b\u3001\u571f\u58cc\u306epH\u3068\u30ea\u30f3\u306e\u5438\u53ce\u306e\u9593\u306b\u306f\u308f\u305a\u304b\u306a\u8ca0\u306e\u76f8\u95a2\u95a2\u4fc2\uff08-0.14\uff09\u304c\u898b\u3089\u308c\u3001\u9178\u6027\u571f\u58cc\u3067\u306f\u30b8\u30e3\u30ac\u30a4\u30e2\u306e\u3088\u3046\u306a\u30ea\u30f3\u3092\u591a\u304f\u542b\u3080\u4f5c\u7269\u3092\u690d\u3048\u308b\u524d\u306b\u77f3\u7070\u51e6\u7406\u304c\u5fc5\u8981\u306a\u7406\u7531\u304c\u8aac\u660e\u3067\u304d\u308b\u3002.<\/p>\n<p>\u7b2c\u4e8c\u306b\u3001TCRM\u306e\u00a0<strong>\u30af\u30e9\u30a6\u30c9\u3068SMS\u306e\u7d71\u5408<\/strong>\u00a0\u62e1\u5f35\u6027\u3092\u78ba\u4fdd\u3002Amazon Web Services\uff08AWS\uff09\u4e0a\u3067\u30db\u30b9\u30c8\u3055\u308c\u3066\u3044\u308b\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u30011\u4e07\u4eba\u4ee5\u4e0a\u306e\u30e6\u30fc\u30b6\u30fc\u3092\u540c\u6642\u306b\u51e6\u7406\u3067\u304d\u308b\u305f\u3081\u3001\u5927\u898f\u6a21\u306a\u5354\u540c\u7d44\u5408\u306b\u3082\u9069\u3057\u3066\u3044\u307e\u3059\u3002.<\/p>\n<p>\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u74b0\u5883\u306e\u306a\u3044\u5c0f\u898f\u6a21\u8fb2\u5bb6\u5411\u3051\u306b\u306f\u3001Twilio API\u304c\u4f5c\u7269\u3084\u80a5\u6599\u306b\u95a2\u3059\u308b\u30a2\u30c9\u30d0\u30a4\u30b9\u3092SMS\u3067\u9001\u4fe1\u3057\u307e\u3059\u3002\u30d1\u30f3\u30b8\u30e3\u30d6\u5dde\u3060\u3051\u3067\u3082\u6bce\u67083,000\u4ef6\u4ee5\u4e0a\u304c\u9001\u4fe1\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u4e8c\u91cd\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u308a\u3001\u63a5\u7d9a\u72b6\u6cc1\u306b\u95a2\u308f\u3089\u305a\u3001\u3069\u306e\u8fb2\u5bb6\u3082\u53d6\u308a\u6b8b\u3055\u308c\u308b\u3053\u3068\u304c\u306a\u304f\u306a\u308a\u307e\u3059\u3002.<\/p>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"11443\" data-permalink=\"https:\/\/geopard.tech\/jp\/blog\/cloud-based-transformative-crop-recommendation-model-changing-precision-agriculture\/technical-innovations-behind-tcrms-success\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Technical-Innovations-Behind-TCRMs-Success.png?fit=1764%2C1638&amp;ssl=1\" data-orig-size=\"1764,1638\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Technical Innovations Behind TCRM\u2019s Success\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Technical-Innovations-Behind-TCRMs-Success.png?fit=1024%2C951&amp;ssl=1\" class=\"alignnone size-full wp-image-11443\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Technical-Innovations-Behind-TCRMs-Success.png?resize=810%2C752&#038;ssl=1\" alt=\"TCRM\u306e\u6210\u529f\u3092\u652f\u3048\u308b\u6280\u8853\u9769\u65b0\" width=\"810\" height=\"752\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Technical-Innovations-Behind-TCRMs-Success.png?w=1764&amp;ssl=1 1764w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Technical-Innovations-Behind-TCRMs-Success.png?resize=300%2C279&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Technical-Innovations-Behind-TCRMs-Success.png?resize=1024%2C951&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Technical-Innovations-Behind-TCRMs-Success.png?resize=768%2C713&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Technical-Innovations-Behind-TCRMs-Success.png?resize=1536%2C1426&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Technical-Innovations-Behind-TCRMs-Success.png?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<h2><strong>\u8fb2\u696d\u306b\u304a\u3051\u308bAI\u5c0e\u5165\u306e\u8ab2\u984c<\/strong><\/h2>\n<p>TCRM\u306f\u6709\u671b\u8996\u3055\u308c\u3066\u3044\u308b\u3082\u306e\u306e\u3001\u8ab2\u984c\u3082\u62b1\u3048\u3066\u3044\u308b\u3002\u591a\u304f\u306e\u8fb2\u5bb6\u3001\u7279\u306b\u9ad8\u9f62\u306e\u8fb2\u5bb6\u306fAI\u306e\u63a8\u5968\u3092\u4fe1\u7528\u305b\u305a\u3001\u4f1d\u7d71\u7684\u306a\u65b9\u6cd5\u3092\u597d\u3080\u3002\u30d1\u30f3\u30b8\u30e3\u30d6\u5dde\u3067\u306f\u3001\u8a66\u9a13\u671f\u9593\u4e2d\u306bTCRM\u3092\u63a1\u7528\u3057\u305f\u8fb2\u5bb6\u306f\u308f\u305a\u304b351,300\u4eba\u3060\u3063\u305f\u3002.<\/p>\n<p>\u30b3\u30b9\u30c8\u3082\u969c\u58c1\u306e\u4e00\u3064\u3067\u3059\u3002IoT\u30bb\u30f3\u30b5\u30fc\u306e\u30b3\u30b9\u30c8\u306f\u00a0<span class=\"katex\"><span class=\"katex-mathml\">200<\/span><span class=\"katex-html\" aria-hidden=\"true\"><span class=\"base\"><span class=\"mord\">\u2013<\/span><\/span><\/span><\/span>1\u30a8\u30fc\u30ab\u30fc\u3042\u305f\u308a500\u30c9\u30eb\u3068\u3044\u3046\u4fa1\u683c\u306f\u3001\u5c0f\u898f\u6a21\u8fb2\u5bb6\u306b\u3068\u3063\u3066\u306f\u624b\u304c\u5c4a\u304b\u306a\u3044\u3002\u3055\u3089\u306b\u3001TCRM\u306e\u7814\u4fee\u30c7\u30fc\u30bf\u306f\u5c0f\u9ea6\u3084\u7c73\u3068\u3044\u3063\u305f\u30a4\u30f3\u30c9\u306e\u4f5c\u7269\u306b\u7279\u5316\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u4ed6\u306e\u5730\u57df\u306e\u30ad\u30cc\u30a2\u3084\u30a2\u30dc\u30ab\u30c9\u683d\u57f9\u8fb2\u5bb6\u306b\u3068\u3063\u3066\u306f\u6709\u7528\u6027\u304c\u9650\u3089\u308c\u3066\u3044\u308b\u3002.<\/p>\n<p>\u3053\u306e\u7814\u7a76\u3067\u306f\u3001\u30c6\u30b9\u30c8\u306b\u304a\u3051\u308b\u8ab2\u984c\u3082\u6307\u6458\u3055\u308c\u3066\u3044\u308b\u3002TCRM\u306f\u76f8\u4e92\u691c\u8a3c\u306797.67%\u3068\u3044\u3046\u30b9\u30b3\u30a2\u3092\u7372\u5f97\u3057\u305f\u304c\u3001\u6d2a\u6c34\u3084\u9577\u671f\u5e72\u3070\u3064\u3068\u3044\u3063\u305f\u6975\u7aef\u306a\u6761\u4ef6\u4e0b\u3067\u306e\u8a55\u4fa1\u306f\u884c\u308f\u308c\u3066\u3044\u306a\u3044\u3002\u4eca\u5f8c\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3067\u306f\u3001\u3053\u3046\u3057\u305f\u9650\u754c\u306b\u5bfe\u51e6\u3057\u3001\u56de\u5fa9\u529b\u3068\u4fe1\u983c\u6027\u3092\u9ad8\u3081\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002.<\/p>\n<h2><strong>\u8fb2\u696d\u306b\u304a\u3051\u308bAI\u306e\u672a\u6765<\/strong><\/h2>\n<p>\u4eca\u5f8c\u3001TCRM\u306e\u958b\u767a\u8005\u306f\u7d71\u5408\u3092\u8a08\u753b\u3057\u3066\u3044\u308b\u3002\u00a0<strong>\u8aac\u660e\u53ef\u80fd\u306aAI\uff08XAI\uff09<\/strong>\u00a0SHAP\u3084LIME\u3068\u3044\u3063\u305f\u30c4\u30fc\u30eb\u3002\u3053\u308c\u3089\u306f\u63a8\u5968\u4e8b\u9805\u3092\u660e\u78ba\u306b\u3059\u308b\u3002\u4f8b\u3048\u3070\u3001\u30ab\u30ea\u30a6\u30e0\u6fc3\u5ea6\u304c\u57fa\u6e96\u5024\u309220%\u4e0a\u56de\u3063\u3066\u3044\u305f\u305f\u3081\u3001\u305d\u306e\u4f5c\u7269\u304c\u9078\u3070\u308c\u305f\u3053\u3068\u3092\u8fb2\u5bb6\u306b\u793a\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3002.<\/p>\n<p>\u30b0\u30ed\u30fc\u30d0\u30eb\u5c55\u958b\u3082\u512a\u5148\u4e8b\u9805\u306e\u4e00\u3064\u3067\u3059\u3002\u30a2\u30d5\u30ea\u30ab\uff08\u4f8b\u3048\u3070\u30b1\u30cb\u30a2\u306e\u30c8\u30a6\u30e2\u30ed\u30b3\u30b7\uff09\u3084\u5357\u7c73\uff08\u4f8b\u3048\u3070\u30d6\u30e9\u30b8\u30eb\u306e\u5927\u8c46\uff09\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u8ffd\u52a0\u3059\u308b\u3053\u3068\u3067\u3001TCRM\u306f\u666e\u904d\u7684\u306b\u9069\u7528\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002.<\/p>\n<p>\u30c9\u30ed\u30fc\u30f3\u3092\u4f7f\u3063\u305f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0IoT\u7d71\u5408\u3082\u9593\u8fd1\u306b\u8feb\u3063\u3066\u3044\u308b\u3002\u30c9\u30ed\u30fc\u30f3\u306f\u5703\u5834\u30921\u6642\u9593\u3054\u3068\u306b\u30de\u30c3\u30d4\u30f3\u30b0\u3057\u3001\u5929\u5019\u306e\u5909\u5316\u3084\u5bb3\u866b\u306e\u767a\u751f\u72b6\u6cc1\u306b\u57fa\u3065\u3044\u3066\u63a8\u5968\u4e8b\u9805\u3092\u66f4\u65b0\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002.<\/p>\n<p>\u3053\u3046\u3057\u305f\u6280\u8853\u9769\u65b0\u306f\u3001\u30d0\u30c3\u30bf\u306e\u5927\u767a\u751f\u3084\u771f\u83cc\u611f\u67d3\u75c7\u306e\u4e88\u6e2c\u306b\u5f79\u7acb\u3061\u3001\u4e88\u9632\u7684\u306a\u5bfe\u7b56\u3092\u53ef\u80fd\u306b\u3059\u308b\u3060\u308d\u3046\u3002\u3055\u3089\u306b\u3001\u653f\u5e9c\u3068\u306e\u9023\u643a\u306b\u3088\u3063\u3066IoT\u30bb\u30f3\u30b5\u30fc\u3078\u306e\u88dc\u52a9\u91d1\u304c\u652f\u7d66\u3055\u308c\u308c\u3070\u3001\u7cbe\u5bc6\u8fb2\u696d\u3092\u3059\u3079\u3066\u306e\u8fb2\u5bb6\u304c\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3060\u308d\u3046\u3002.<\/p>\n<h2><strong>\u7d50\u8ad6<\/strong><\/h2>\n<p>\u5909\u9769\u7684\u4f5c\u7269\u63a8\u5968\u30e2\u30c7\u30eb\uff08TCRM\uff09\u306f\u3001\u8fb2\u696d\u6280\u8853\u306b\u304a\u3051\u308b\u98db\u8e8d\u7684\u306a\u9032\u6b69\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002AI\u3001IoT\u3001\u30af\u30e9\u30a6\u30c9\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u8fb2\u5bb6\u306b\u00a0<strong>94% \u6b63\u78ba<\/strong>, \u53ce\u7a6b\u91cf\u3092\u5897\u3084\u3057\u3001\u8cc7\u6e90\u3092\u7bc0\u7d04\u3059\u308b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u610f\u601d\u6c7a\u5b9a\u30c4\u30fc\u30eb\u3002.<\/p>\n<p>\u30b3\u30b9\u30c8\u3084\u5c0e\u5165\u969c\u58c1\u3068\u3044\u3063\u305f\u8ab2\u984c\u306f\u6b8b\u308b\u3082\u306e\u306e\u3001TCRM\u304c\u8fb2\u696d\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3059\u53ef\u80fd\u6027\u306f\u7591\u3044\u3088\u3046\u304c\u306a\u3044\u3002\u4e16\u754c\u304c\u6c17\u5019\u5909\u52d5\u3068\u4eba\u53e3\u5897\u52a0\u306b\u76f4\u9762\u3059\u308b\u4e2d\u3001TCRM\u306e\u3088\u3046\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u6301\u7d9a\u53ef\u80fd\u3067\u98df\u6599\u5b89\u5168\u4fdd\u969c\u304c\u78ba\u4fdd\u3055\u308c\u305f\u672a\u6765\u3092\u7bc9\u304f\u4e0a\u3067\u4e0d\u53ef\u6b20\u3068\u306a\u308b\u3060\u308d\u3046\u3002.<\/p>\n<p><strong>\u53c2\u7167<\/strong>: Singh, G., Sharma, S. \u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u9769\u65b0\u7684\u306a\u4f5c\u7269\u63a8\u5968\u30e2\u30c7\u30eb\u306b\u3088\u308b\u7cbe\u5bc6\u8fb2\u696d\u306e\u5f37\u5316\u3002Sci Rep 15, 9138 (2025). <a href=\"https:\/\/doi.org\/10.1038\/s41598-025-93417-3\" rel=\"nofollow\">https:\/\/doi.org\/10.1038\/s41598-025-93417-3<\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>\u8fb2\u696d\u306f\u5c90\u8def\u306b\u7acb\u305f\u3055\u308c\u3066\u3044\u308b\u30022050\u5e74\u307e\u3067\u306b\u4e16\u754c\u4eba\u53e3\u304c97\u5104\u4eba\u306b\u9054\u3059\u308b\u3068\u4e88\u6e2c\u3055\u308c\u308b\u4e2d\u3001\u8fb2\u5bb6\u306f\u6c17\u5019\u5909\u52d5\u3068\u95d8\u3044\u306a\u304c\u3089\u300170%\u3082\u306e\u98df\u6599\u3092\u5897\u7523\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u2026\u3002<\/p>","protected":false},"author":210157960,"featured_media":11444,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_eb_attr":"","content-type":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_wpcom_ai_launchpad_first_post":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"{title}\n\n{excerpt}\n\n{url}","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"_wpas_customize_per_network":false,"jetpack_post_was_ever_published":false},"categories":[1657,1372,1365],"tags":[],"class_list":["post-11439","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-precision-farming","category-blog","category-news"],"acf":[],"yoast_head":"<!-- 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