{"id":13268,"date":"2026-05-24T21:08:52","date_gmt":"2026-05-24T19:08:52","guid":{"rendered":"https:\/\/geopard.tech\/?p=13268"},"modified":"2026-05-24T21:17:45","modified_gmt":"2026-05-24T19:17:45","slug":"%e3%82%b5%e3%83%88%e3%82%a6%e3%82%ad%e3%83%93%e6%a0%bd%e5%9f%b9%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e7%b2%be%e5%af%86%e8%be%b2%e6%a5%ad%e3%81%a8%e6%b0%97%e5%80%99%e3%83%a2%e3%83%87%e3%83%aa%e3%83%b3","status":"publish","type":"post","link":"https:\/\/geopard.tech\/jp\/blog\/precision-agriculture-and-climate-modeling-in-sugarcane-farming\/","title":{"rendered":"\u30b5\u30c8\u30a6\u30ad\u30d3\u683d\u57f9\u306b\u304a\u3051\u308b\u7cbe\u5bc6\u8fb2\u696d\u3068\u6c17\u5019\u30e2\u30c7\u30ea\u30f3\u30b0"},"content":{"rendered":"<p>\u7cbe\u5bc6\u8fb2\u696d\u30e2\u30c7\u30eb\u306f\u3001\u885b\u661f\u753b\u50cf\u3001IoT\u30bb\u30f3\u30b5\u30fc\u3001\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3001\u4f5c\u7269\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u5358\u4e00\u306e\u610f\u601d\u6c7a\u5b9a\u652f\u63f4\u30b7\u30b9\u30c6\u30e0\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u6c17\u5019\u5909\u52d5\u304c\u30b5\u30c8\u30a6\u30ad\u30d3\u306e\u53ce\u7a6b\u91cf\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u751f\u306e\u74b0\u5883\u30c7\u30fc\u30bf\u3092\u8fb2\u5834\u7d4c\u55b6\u306b\u5f79\u7acb\u3064\u9078\u629e\u80a2\u3078\u3068\u5909\u63db\u3057\u307e\u3059\u30022024\u5e74\u30682025\u5e74\u306b\u67fb\u8aad\u4ed8\u304d\u5b66\u8853\u8a8c\u306b\u63b2\u8f09\u3055\u308c\u305f\u7814\u7a76\u306b\u3088\u308b\u3068\u3001\u6c17\u6e29\u304c\u308f\u305a\u304b2\u2103\u4e0a\u6607\u3059\u308b\u3060\u3051\u3067\u30b5\u30c8\u30a6\u30ad\u30d3\u306e\u53ce\u7a6b\u91cf\u304c3\uff05\u6e1b\u5c11\u3057\u30014\u2103\u4e0a\u6607\u3059\u308b\u3068\u6700\u59279\uff05\u6e1b\u5c11\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u65e9\u671f\u304b\u3064\u6b63\u78ba\u306a\u30e2\u30c7\u30ea\u30f3\u30b0\u306f\u8d05\u6ca2\u3067\u306f\u306a\u304f\u3001\u5fc5\u8981\u4e0d\u53ef\u6b20\u306a\u3082\u306e\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002.<\/p>\n<h2>\u30b5\u30c8\u30a6\u30ad\u30d3\u306e\u4e16\u754c\u7684\u306a\u91cd\u8981\u6027\u3068\u3001\u9ad8\u307e\u308b\u6c17\u5019\u5909\u52d5\u306e\u8105\u5a01<\/h2>\n<p>\u30b5\u30c8\u30a6\u30ad\u30d3\u306f\u3001\u5730\u7403\u4e0a\u3067\u6700\u3082\u7d4c\u6e08\u7684\u306b\u91cd\u8981\u306a\u4f5c\u7269\u306e1\u3064\u3067\u3059\u30022024\u5e74\u6642\u70b9\u3067\u3001\u4e16\u754c\u306e\u30b5\u30c8\u30a6\u30ad\u30d3\u751f\u7523\u91cf\u306f\u71b1\u5e2f\u304a\u3088\u3073\u4e9c\u71b1\u5e2f\u5730\u57df\u306b\u5e83\u304c\u308b\u7551\u304b\u3089\u53ce\u7a6b\u3055\u308c\u305f\u7d0419\u5104\u30c8\u30f3\u306b\u9054\u3057\u3001\u5e02\u5834\u898f\u6a21\u306f584\u51047000\u4e07\u7c73\u30c9\u30eb\u3068\u63a8\u5b9a\u3055\u308c\u3066\u3044\u307e\u3059\u3002.<\/p>\n<p>\u30d6\u30e9\u30b8\u30eb\u3001\u30a4\u30f3\u30c9\u3001\u4e2d\u56fd\u306e3\u30ab\u56fd\u3067\u305d\u306e\u751f\u7523\u91cf\u306e67\uff05\u4ee5\u4e0a\u3092\u5360\u3081\u3066\u3044\u308b\u304c\u3001\u30bf\u30a4\u3001\u30d1\u30ad\u30b9\u30bf\u30f3\u3001\u30b3\u30ed\u30f3\u30d3\u30a2\u3001\u30aa\u30fc\u30b9\u30c8\u30e9\u30ea\u30a2\u306e\u5c0f\u898f\u6a21\u751f\u7523\u8005\u3082\u3001\u8fb2\u6751\u90e8\u306e\u96c7\u7528\u3068\u8f38\u51fa\u53ce\u5165\u306e\u9762\u3067\u3001\u3053\u306e\u4f5c\u7269\u306b\u540c\u69d8\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3057\u3066\u3044\u308b\u3002.<\/p>\n<p>\u30b5\u30c8\u30a6\u30ad\u30d3\u306f\u98df\u6599\u3068\u3057\u3066\u3060\u3051\u3067\u306a\u304f\u3001\u30d0\u30a4\u30aa\u30a8\u30bf\u30ce\u30fc\u30eb\u306e\u539f\u6599\u3067\u3082\u3042\u308b\u3002\u30d6\u30e9\u30b8\u30eb\u306e\u71c3\u6599\u7528\u30a8\u30bf\u30ce\u30fc\u30eb\u306e45\uff05\u4ee5\u4e0a\u306f\u30b5\u30c8\u30a6\u30ad\u30d3\u304b\u3089\u76f4\u63a5\u4f5c\u3089\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u53ce\u7a6b\u91cf\u306e\u5b89\u5b9a\u6027\u306f\u98df\u6599\u5b89\u5168\u4fdd\u969c\u3068\u30af\u30ea\u30fc\u30f3\u30a8\u30cd\u30eb\u30ae\u30fc\u4f9b\u7d66\u306e\u4e21\u65b9\u306b\u3068\u3063\u3066\u91cd\u8981\u306a\u554f\u984c\u3068\u306a\u308b\u3002.<\/p>\n<p>\u6c17\u5019\u5909\u52d5\u306f\u4eca\u3001\u30b5\u30c8\u30a6\u30ad\u30d3\u306e\u751f\u7523\u6027\u3092\u9ad8\u3081\u308b\u6761\u4ef6\u3092\u4e71\u3057\u3066\u3044\u308b\u3002\u30b5\u30c8\u30a6\u30ad\u30d3\u306f\u6bd4\u8f03\u7684\u72ed\u3044\u7bc4\u56f2\u306e\u6e29\u5ea6\u3001\u6c34\u5206\u3001\u65e5\u5c04\u91cf\u3067\u6700\u3082\u3088\u304f\u80b2\u3061\u3001\u3053\u308c\u3089\u306e\u5909\u6570\u306e\u3044\u305a\u308c\u304b\u304c\u597d\u307e\u3057\u3044\u7bc4\u56f2\u304b\u3089\u5916\u308c\u308b\u3068\u3001,<\/p>\n<ul>\n<li>\u30b7\u30e7\u7cd6\u306e\u84c4\u7a4d\u3001,<\/li>\n<li>\u30d0\u30a4\u30aa\u30de\u30b9\u751f\u7523\u3001\u305d\u3057\u3066<\/li>\n<li>\u53ce\u7a6b\u6642\u671f\u306f\u3059\u3079\u3066\u5f71\u97ff\u3092\u53d7\u3051\u308b\u3002.<\/li>\n<\/ul>\n<p>\u30b5\u30c8\u30a6\u30ad\u30d3\u683d\u57f9\u304c\u76db\u3093\u306a\u6cbf\u5cb8\u5730\u57df\u3067\u306f\u30b5\u30a4\u30af\u30ed\u30f3\u306e\u767a\u751f\u983b\u5ea6\u304c\u5897\u52a0\u3057\u3066\u304a\u308a\u3001\u4e88\u6e2c\u4e0d\u53ef\u80fd\u306a\u30e2\u30f3\u30b9\u30fc\u30f3\u306b\u3088\u3063\u3066\u540c\u3058\u5b63\u7bc0\u5185\u306b\u9244\u7832\u6c34\u3068\u9577\u671f\u5e72\u3070\u3064\u304c\u540c\u6642\u306b\u767a\u751f\u3057\u3001\u6570\u5e74\u306b\u308f\u305f\u308b\u6e29\u6696\u5316\u50be\u5411\u306b\u3088\u3063\u3066\u4e00\u90e8\u5730\u57df\u3067\u306f\u751f\u80b2\u671f\u9593\u304c\u77ed\u7e2e\u3055\u308c\u308b\u4e00\u65b9\u3067\u3001\u4ed6\u306e\u5730\u57df\u3067\u306f\u751f\u7523\u6027\u306b\u95a2\u3059\u308b\u8aa4\u3063\u305f\u30b7\u30b0\u30ca\u30eb\u304c\u751f\u3058\u3066\u3044\u308b\u3002.<\/p>\n<p>\u3053\u308c\u3089\u306e\u5727\u529b\u306f\u5c06\u6765\u306e\u4e88\u6e2c\u3067\u306f\u306a\u304f\u3001\u683d\u57f9\u8005\u3084\u8fb2\u5b66\u8005\u304c\u6bce\u5e74\u5bfe\u51e6\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u73fe\u5728\u306e\u73fe\u5b9f\u3067\u3059\u3002\u307e\u3055\u306b\u3053\u3053\u3067\u7cbe\u5bc6\u8fb2\u696d\u304c\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002\u9ad8\u89e3\u50cf\u5ea6\u306e\u74b0\u5883\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u3001\u305d\u308c\u3092\u4e88\u6e2c\u30e2\u30c7\u30eb\u306b\u5165\u529b\u3057\u3001\u305d\u306e\u7d50\u679c\u3092\u5703\u5834\u30ec\u30d9\u30eb\u306e\u610f\u601d\u6c7a\u5b9a\u306b\u53cd\u6620\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u7cbe\u5bc6\u8fb2\u696d\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u6c17\u5019\u5909\u52d5\u306b\u3088\u308b\u53ce\u91cf\u6e1b\u5c11\u3092\u4e8b\u524d\u306b\u4e88\u6e2c\u3059\u308b\u80fd\u529b\u3092\u683d\u57f9\u8005\u306b\u63d0\u4f9b\u3057\u307e\u3059\u3002.<\/p>\n<h2>\u6c17\u5019\u5909\u52d5\u304c\u30b5\u30c8\u30a6\u30ad\u30d3\u306b\u53ca\u307c\u3059\u5f71\u97ff\u3092\u7406\u89e3\u3059\u308b<\/h2>\n<h3>1. \u6c17\u6e29\u5909\u52d5\u3068\u71b1\u30b9\u30c8\u30ec\u30b9<\/h3>\n<p>\u30b5\u30c8\u30a6\u30ad\u30d3\u306f\u3001\u65e5\u4e2d\u306e\u6c17\u6e29\u304c25\u2103\u304b\u308935\u2103\u306e\u9593\u3067\u63a8\u79fb\u3059\u308b\u3068\u304d\u306b\u6700\u3082\u3088\u304f\u751f\u80b2\u3057\u307e\u3059\u3002\u6c17\u6e29\u304c\u3053\u306e\u7bc4\u56f2\u3092\u8d85\u3048\u308b\u3068\u3001\u71b1\u30b9\u30c8\u30ec\u30b9\u3068\u547c\u3070\u308c\u308b\u751f\u7269\u5b66\u7684\u30d7\u30ed\u30bb\u30b9\u304c\u5149\u5408\u6210\uff08\u690d\u7269\u304c\u592a\u967d\u5149\u3092\u7cd6\u306b\u5909\u63db\u3059\u308b\u4ed5\u7d44\u307f\uff09\u3092\u963b\u5bb3\u3057\u59cb\u3081\u307e\u3059\u3002.<\/p>\n<p>\u7d30\u80de\u30ec\u30d9\u30eb\u3067\u306f\u3001\u6975\u5ea6\u306e\u9ad8\u6e29\u306b\u3088\u3063\u3066\u830e\u306e\u30b7\u30e7\u7cd6\u5408\u6210\u306b\u95a2\u308f\u308b\u9175\u7d20\u304c\u5909\u6027\u3057\u3001\u5730\u4e0a\u90e8\u306e\u30d0\u30a4\u30aa\u30de\u30b9\u304c\u5065\u5168\u306b\u898b\u3048\u3066\u3082\u3001\u56de\u53ce\u53ef\u80fd\u306a\u7cd6\u306e\u6fc3\u5ea6\u304c\u4f4e\u4e0b\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u975e\u5e38\u306b\u91cd\u8981\u306a\u70b9\u3067\u3059\u3002\u7551\u306f\u898b\u305f\u76ee\u306b\u306f\u751f\u7523\u6027\u304c\u9ad8\u304f\u898b\u3048\u3066\u3082\u3001\u30b7\u30e7\u7cd6\u542b\u6709\u91cf\u304c\u8457\u3057\u304f\u4f4e\u4e0b\u3057\u3066\u3044\u308b\u5834\u5408\u304c\u3042\u308a\u3001\u305d\u306e\u5f71\u97ff\u306f\u88fd\u7cd6\u5de5\u5834\u3067\u521d\u3081\u3066\u660e\u3089\u304b\u306b\u306a\u308b\u306e\u3067\u3059\u3002.<\/p>\n<p>\u30b5\u30c8\u30a6\u30ad\u30d3\u306e\u751f\u7406\u6a5f\u80fd\u306b\u5408\u308f\u305b\u3066\u8abf\u6574\u3055\u308c\u305f\u4f5c\u7269\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30b9\u30c6\u30e0\u3067\u3042\u308bDSSAT CANEGRO\u30e2\u30c7\u30eb\u3092\u7528\u3044\u305f\u7814\u7a76\u306b\u3088\u308b\u3068\u3001\u30a4\u30f3\u30c9\u306e\u30bf\u30df\u30eb\u30fb\u30ca\u30fc\u30c9\u30a5\u5dde\u306e5\u3064\u306e\u8fb2\u696d\u6c17\u5019\u5e2f\u306b\u304a\u3044\u3066\u3001\u57fa\u6e96\u5024\u3088\u308a2\u2103\u6c17\u6e29\u304c\u4e0a\u6607\u3059\u308b\u3068\u53ce\u91cf\u304c3\uff05\u6e1b\u5c11\u3057\u30013\u2103\u4e0a\u6607\u3059\u308b\u30685\uff05\u6e1b\u5c11\u3057\u30014\u2103\u4e0a\u6607\u3059\u308b\u30689\uff05\u6e1b\u5c11\u3059\u308b\u3053\u3068\u304c\u5206\u304b\u3063\u305f\u3002.<\/p>\n<p>\u3053\u308c\u3089\u306e\u7814\u7a76\u7d50\u679c\u306f\u3001\u53ce\u91cf\u4f4e\u4e0b\u304c\u76f4\u7dda\u7684\u3067\u306f\u306a\u3044\u3053\u3068\u3092\u88cf\u4ed8\u3051\u3066\u3044\u307e\u3059\u3002\u6c17\u6e29\u304c\u4f5c\u7269\u306e\u6700\u9069\u7bc4\u56f2\u304b\u3089\u9060\u3056\u304b\u308b\u306b\u3064\u308c\u3066\u3001\u88ab\u5bb3\u306f\u6df1\u523b\u5316\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u591c\u9593\u306e\u6c17\u6e29\u4e0a\u6607\u306f\u3001\u6700\u7d42\u6210\u719f\u671f\u306b\u304a\u3051\u308b\u30b7\u30e7\u7cd6\u84c4\u7a4d\u3092\u5f15\u304d\u8d77\u3053\u3059\u4f4e\u6e29\u671f\u306e\u30b9\u30c8\u30ec\u30b9\u3092\u8efd\u6e1b\u3057\u3001\u7dcf\u30d0\u30a4\u30aa\u30de\u30b9\u91cf\u304c\u5341\u5206\u306a\u5834\u5408\u3067\u3082\u7cd6\u56de\u53ce\u7387\u3092\u76f4\u63a5\u4f4e\u4e0b\u3055\u305b\u307e\u3059\u3002.<\/p>\n<p>PMC \/ DSSAT CANEGRO \u30e2\u30c7\u30eb\u7814\u7a76\u3067\u306f\u3001 <strong>\u6c17\u6e29\u304c4\u2103\u4e0a\u6607\u3057\u305f\u3053\u3068\u3067\u3001\u30b5\u30c8\u30a6\u30ad\u30d3\u306e\u53ce\u7a6b\u91cf\u304c9%\u6e1b\u5c11\u3057\u305f\u3002<\/strong> 5\u3064\u306e\u8fb2\u696d\u6c17\u5019\u5e2f\u3059\u3079\u3066\u306b\u304a\u3044\u3066\u3001\u6c34\u9700\u8981\u304c\u540c\u6642\u306b\u5897\u52a0\u3057\u3066\u3044\u308b\u3002\u6e29\u6696\u5316\u304c\u9032\u3080\u4e9c\u71b1\u5e2f\u5730\u57df\u306e\u751f\u7523\u8005\u306f\u3001\u53ce\u91cf\u640d\u5931\u306e\u7d2f\u7a4d\u306b\u5099\u3048\u308b\u305f\u3081\u3001\u6b21\u306e\u30b7\u30fc\u30ba\u30f3\u3060\u3051\u3067\u306a\u304f\u3001\u6570\u5341\u5e74\u306b\u308f\u305f\u308b\u6c17\u6e29\u63a8\u79fb\u306e\u4e88\u6e2c\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3057\u59cb\u3081\u308b\u3079\u304d\u3067\u3042\u308b\u3002.<\/p>\n<h3>2. \u964d\u96e8\u91cf\u306e\u4e0d\u898f\u5247\u6027<\/h3>\n<p>\u30b5\u30c8\u30a6\u30ad\u30d3\u306f\u751f\u80b2\u671f\u9593\u4e2d\u306b1,500mm\u304b\u30892,500mm\u306e\u6c34\u3092\u5fc5\u8981\u3068\u3057\u3001\u305d\u306e\u6c34\u306e\u91cf\u3060\u3051\u3067\u306a\u304f\u3001\u9069\u5207\u306a\u6642\u671f\u306b\u6c34\u3092\u4e0e\u3048\u308b\u3053\u3068\u3082\u91cd\u8981\u3067\u3059\u3002\u751f\u80b2\u6700\u76db\u671f\uff08\u4f5c\u7269\u306e\u751f\u80b2\u30b5\u30a4\u30af\u30eb\u306e3\u30f6\u6708\u76ee\u304b\u30899\u30f6\u6708\u76ee\u306b\u304b\u3051\u3066\u306e\u3001\u30d0\u30a4\u30aa\u30de\u30b9\u304c\u6700\u5927\u306b\u84c4\u7a4d\u3055\u308c\u308b\u6642\u671f\uff09\u306b\u5e72\u3070\u3064\u304c\u767a\u751f\u3059\u308b\u3068\u3001\u830e\u306e\u9ad8\u3055\u3068\u7e4a\u7dad\u306e\u91cd\u91cf\u304c\u76f4\u63a5\u7684\u306b\u5236\u9650\u3055\u308c\u307e\u3059\u3002.<\/p>\n<p>\u9006\u306b\u3001\u5206\u3052\u3064\u521d\u671f\u6bb5\u968e\u306e\u6e5b\u6c34\u306f\u6839\u3078\u306e\u9178\u7d20\u4f9b\u7d66\u3092\u963b\u5bb3\u3057\u3001\u6709\u76ca\u306a\u571f\u58cc\u5fae\u751f\u7269\u3092\u6b7b\u6ec5\u3055\u305b\u3001\u771f\u83cc\u6027\u75be\u60a3\u306e\u4fb5\u5165\u7d4c\u8def\u3092\u4f5c\u308a\u51fa\u3057\u307e\u3059\u3002\u6c17\u5019\u5909\u52d5\u306b\u3088\u308a\u3001\u540c\u3058\u683d\u57f9\u5730\u57df\u5185\u3067\u3001\u6642\u306b\u306f\u540c\u3058\u5b63\u7bc0\u5185\u306b\u3001\u3053\u308c\u3089\u4e21\u6975\u7aef\u306a\u72b6\u6cc1\u304c\u3088\u308a\u983b\u7e41\u306b\u767a\u751f\u3059\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u5f93\u6765\u306e\u66a6\u306b\u57fa\u3065\u3044\u305f\u704c\u6f11\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u306f\u307e\u3059\u307e\u3059\u4fe1\u983c\u6027\u3092\u5931\u3063\u3066\u3044\u307e\u3059\u3002.<\/p>\n<p>\u4eca\u4e16\u7d00\u672b\u307e\u3067\u306b\u4e3b\u8981\u306a\u8fb2\u696d\u751f\u7523\u5730\u57df\u3067\u964d\u96e8\u91cf\u304c3\uff5e11.5\uff05\u6e1b\u5c11\u3059\u308b\u3068\u4e88\u6e2c\u3055\u308c\u3066\u3044\u308b\uff08AdaptNSW\u30012024\u5e74\uff09\u3068\u3044\u3046\u3053\u3068\u306f\u3001\u73fe\u5728\u6e29\u6696\u5316\u306e\u6069\u6075\u3092\u53d7\u3051\u3066\u3044\u308b\u5730\u57df\u3067\u3055\u3048\u3001\u5149\u5408\u6210\u306b\u3088\u308b\u5229\u76ca\u3092\u90e8\u5206\u7684\u307e\u305f\u306f\u5b8c\u5168\u306b\u76f8\u6bba\u3059\u308b\u6c34\u4e0d\u8db3\u306b\u76f4\u9762\u3059\u308b\u3053\u3068\u3092\u610f\u5473\u3059\u308b\u3002.<\/p>\n<p>\u5357\u30a2\u30b8\u30a2\u306b\u304a\u3051\u308b\u30e2\u30f3\u30b9\u30fc\u30f3\u306e\u958b\u59cb\u6642\u671f\u306e\u305a\u308c\uff08\u73fe\u5728\u3067\u306f\u5b9a\u671f\u7684\u306b1\uff5e3\u9031\u9593\u9045\u308c\u3066\u3044\u308b\uff09\u306f\u3001\u3059\u3067\u306b\u8fb2\u5bb6\u306b\u5bfe\u3057\u3001\u8abf\u6574\u3092\u5c0e\u304f\u79d1\u5b66\u7684\u306a\u624b\u6bb5\u304c\u306a\u3044\u307e\u307e\u3001\u704c\u6f11\u671f\u9593\u306e\u5ef6\u9577\u3084\u4f5c\u4ed8\u3051\u30ab\u30ec\u30f3\u30c0\u30fc\u306e\u898b\u76f4\u3057\u3092\u4f59\u5100\u306a\u304f\u3055\u305b\u3066\u3044\u308b\u3002.<\/p>\n<h3>3. \u7570\u5e38\u6c17\u8c61\u73fe\u8c61\u3068\u571f\u58cc\u306e\u5065\u5168\u6027<\/h3>\n<p>\u30b5\u30a4\u30af\u30ed\u30f3\u3001\u71b1\u5e2f\u4f4e\u6c17\u5727\u3001\u6669\u79cb\u306e\u971c\u5bb3\u306f\u3001\u4e00\u30b7\u30fc\u30ba\u30f3\u306e\u4f5c\u7269\u640d\u5931\u306b\u3068\u3069\u307e\u3089\u306a\u3044\u88ab\u5bb3\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002\u5f37\u98a8\u306b\u3088\u308b\u830e\u306e\u5012\u4f0f\uff08\u830e\u304c\u66f2\u304c\u3063\u305f\u308a\u5012\u308c\u305f\u308a\u3059\u308b\u73fe\u8c61\uff09\u306f\u3001\u6a5f\u68b0\u306b\u3088\u308b\u53ce\u7a6b\u3092\u56f0\u96e3\u306b\u3057\u3001\u830e\u306e\u6839\u5143\u90e8\u5206\u306e\u8150\u6557\u3092\u4fc3\u9032\u3057\u307e\u3059\u3002.<\/p>\n<p>\u9577\u671f\u7684\u306b\u898b\u3066\u3088\u308a\u6df1\u523b\u306a\u88ab\u5bb3\u3092\u3082\u305f\u3089\u3059\u306e\u306f\u3001\u6fc0\u3057\u3044\u964d\u96e8\u306b\u3088\u3063\u3066\u5f15\u304d\u8d77\u3053\u3055\u308c\u308b\u571f\u58cc\u6d78\u98df\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u30b5\u30c8\u30a6\u30ad\u30d3\u306e\u6839\u304c\u4f9d\u5b58\u3059\u308b\u6709\u6a5f\u7269\u3001\u5fae\u751f\u7269\u3001\u6804\u990a\u5206\u3092\u542b\u3080\u8868\u571f\u5c64\u3092\u5265\u304e\u53d6\u3063\u3066\u3057\u307e\u3046\u304b\u3089\u3067\u3059\u3002\u8868\u571f\u304c\u4e00\u5b9a\u306e\u6df1\u3055\u3092\u8d85\u3048\u3066\u6d78\u98df\u3055\u308c\u308b\u3068\u3001\u9ad8\u984d\u306a\u4fee\u5fa9\u4f5c\u696d\u3092\u884c\u308f\u306a\u3044\u9650\u308a\u3001\u571f\u5730\u306e\u53ce\u7a6b\u91cf\u306f\u6c38\u4e45\u306b\u4f4e\u4e0b\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u3002.<\/p>\n<h3>4. \u4e8c\u9178\u5316\u70ad\u7d20\u6fc3\u5ea6\u3068\u305d\u306e\u4e21\u5203\u306e\u5263<\/h3>\n<p>\u5927\u6c17\u4e2d\u306e\u4e8c\u9178\u5316\u70ad\u7d20\u6fc3\u5ea6\u306e\u4e0a\u6607\uff08\u73fe\u5728420ppm\u3092\u8d85\u3048\u3001\u3055\u3089\u306b\u4e0a\u6607\u50be\u5411\u306b\u3042\u308b\uff09\u306f\u3001\u30b5\u30c8\u30a6\u30ad\u30d3\u306a\u3069\u306eC4\u690d\u7269\u306e\u5149\u5408\u6210\u3092\u7a4f\u3084\u304b\u306b\u523a\u6fc0\u3057\u3001\u7406\u8ad6\u7684\u306b\u306f\u6c34\u5229\u7528\u52b9\u7387\u3092\u9ad8\u3081\u308b\u3002\u3057\u304b\u3057\u3001\u8fb2\u5b66\u8005\u305f\u3061\u306f\u3001\u3053\u306e\u52b9\u679c\u306f\u591a\u304f\u306e\u5834\u5408\u3001\u6761\u4ef6\u4ed8\u304d\u3067\u3042\u308b\u3053\u3068\u3092\u767a\u898b\u3057\u305f\u3002.<\/p>\n<p>\u5e72\u3070\u3064\u72b6\u614b\u3084\u7a92\u7d20\u6b20\u4e4f\u571f\u58cc\u3067\u306f\u3001\u4ed6\u306e\u751f\u7269\u5b66\u7684\u8981\u7d20\u304c\u5236\u9650\u8981\u56e0\u3068\u306a\u308b\u305f\u3081\u3001\u690d\u7269\u306f\u8ffd\u52a0\u306eCO2\u3092\u52b9\u679c\u7684\u306b\u5229\u7528\u3067\u304d\u307e\u305b\u3093\u3002\u5b9f\u969b\u306e\u683d\u57f9\u74b0\u5883\u306b\u304a\u3051\u308b\u6700\u7d42\u7684\u306a\u7d50\u679c\u306f\u3001\u308f\u305a\u304b\u306a\u30d7\u30e9\u30b9\u306e\u52b9\u679c\u306b\u3068\u3069\u307e\u308a\u3001\u540c\u6642\u306b\u4f5c\u7528\u3059\u308b\u71b1\u30b9\u30c8\u30ec\u30b9\u3084\u4e0d\u898f\u5247\u306a\u964d\u96e8\u306b\u3088\u308b\u30de\u30a4\u30ca\u30b9\u306e\u5f71\u97ff\u306b\u3088\u3063\u3066\u3001\u305d\u306e\u52b9\u679c\u306f\u3057\u3070\u3057\u3070\u6253\u3061\u6d88\u3055\u308c\u3066\u3057\u307e\u3044\u307e\u3059\u3002.<\/p>\n<h2>\u7cbe\u5bc6\u8fb2\u696d\u3068\u306f\u4f55\u304b\uff1f<\/h2>\n<p>\u7cbe\u5bc6\u8fb2\u696d\u3068\u306f\u3001\u5358\u4e00\u306e\u5703\u5834\u304c\u5747\u4e00\u306a\u74b0\u5883\u3067\u306f\u306a\u3044\u3068\u3044\u3046\u539f\u5247\u306b\u57fa\u3065\u3044\u305f\u8fb2\u696d\u7ba1\u7406\u624b\u6cd5\u3067\u3059\u3002\u571f\u58cc\u6c34\u5206\u3001\u6804\u990a\u30ec\u30d9\u30eb\u3001\u75c5\u5bb3\u866b\u306e\u767a\u751f\u72b6\u6cc1\u3001\u5fae\u6c17\u5019\u6761\u4ef6\u306f\u3001\u5703\u5834\u5185\u306e\u5834\u6240\u306b\u3088\u3063\u3066\u5927\u304d\u304f\u7570\u306a\u308a\u3001\u308f\u305a\u304b\u6570\u30e1\u30fc\u30c8\u30eb\u306e\u8ddd\u96e2\u3067\u3082\u5927\u304d\u306a\u9055\u3044\u304c\u751f\u3058\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u5703\u5834\u5225\u4f5c\u7269\u7ba1\u7406\uff08SSCM\uff09\u306f\u3001\u3053\u306e\u539f\u5247\u3092\u5b9f\u8df5\u7684\u306b\u5177\u4f53\u5316\u3057\u305f\u3082\u306e\u3067\u3059\u3002.<\/p>\n<p>SSCM\u3067\u306f\u3001\u704c\u6f11\u3001\u65bd\u80a5\u3001\u8fb2\u85ac\u6563\u5e03\u3001\u53ce\u7a6b\u6642\u671f\u306b\u95a2\u3059\u308b\u6c7a\u5b9a\u306f\u3001\u30ab\u30ec\u30f3\u30c0\u30fc\u306e\u65e5\u4ed8\u3084\u7d71\u4e00\u7684\u306a\u898f\u5247\u3067\u306f\u306a\u304f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u3068\u4e88\u6e2c\u30e2\u30c7\u30eb\u306b\u57fa\u3065\u3044\u3066\u3001\u5703\u5834\u5358\u4f4d\u3067\u884c\u308f\u308c\u307e\u3059\u3002\u3053\u308c\u304c\u3001\u6c17\u5019\u5909\u52d5\u5f71\u97ff\u30e2\u30c7\u30ea\u30f3\u30b0\u304c\u9069\u7528\u3055\u308c\u308b\u67a0\u7d44\u307f\u3067\u3059\u3002\u3064\u307e\u308a\u3001\u6b63\u78ba\u306b\u7406\u89e3\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001<\/p>\n<ul>\n<li>\u7551\u3067\u5e72\u3070\u3064\u30b9\u30c8\u30ec\u30b9\u304c\u767a\u751f\u3057\u3066\u3044\u308b\u5834\u6240\u3067\u3001,<\/li>\n<li>\u571f\u58cc\u6e29\u5ea6\u304c\u95be\u5024\u3092\u8d85\u3048\u305f\u5834\u5408\u3001\u307e\u305f\u306f<\/li>\n<li>\u964d\u96e8\u306b\u3088\u3063\u3066\u4e0b\u5c64\u571f\u304c\u98fd\u548c\u72b6\u614b\u306b\u306a\u3063\u305f\u5834\u6240\u3067\u3001,<\/li>\n<\/ul>\n<p>\u683d\u57f9\u8005\u306f\u3001\u63a8\u6e2c\u3067\u306f\u306a\u304f\u3001\u6b63\u78ba\u306a\u5bfe\u5fdc\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u73fe\u4ee3\u306e\u30b5\u30c8\u30a6\u30ad\u30d3\u7cbe\u5bc6\u8fb2\u696d\u3092\u652f\u3048\u308b\u6280\u8853\u30b9\u30bf\u30c3\u30af\u306f\u3001\u76f8\u4e92\u63a5\u7d9a\u3055\u308c\u305f\u8907\u6570\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>1. GPS\u3068GIS\u30de\u30c3\u30d4\u30f3\u30b0<\/strong> \u3059\u3079\u3066\u306e\u5703\u5834\u30c7\u30fc\u30bf\u304c\u8a18\u9332\u3055\u308c\u308b\u7a7a\u9593\u5ea7\u6a19\u7cfb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3059\u3079\u3066\u306e\u30bb\u30f3\u30b5\u30fc\u8aad\u307f\u53d6\u308a\u5024\u3001\u53ce\u91cf\u6e2c\u5b9a\u5024\u3001\u571f\u58cc\u30b5\u30f3\u30d7\u30eb\u306f\u6b63\u78ba\u306a\u5730\u7406\u7684\u4f4d\u7f6e\u306b\u7d10\u4ed8\u3051\u3089\u308c\u3001\u30b7\u30b9\u30c6\u30e0\u306f\u8907\u6570\u306e\u5b63\u7bc0\u306b\u308f\u305f\u3063\u3066\u8fb2\u5834\u306e\u5404\u533a\u57df\u306b\u95a2\u3059\u308b\u7d2f\u7a4d\u7684\u306a\u7a7a\u9593\u60c5\u5831\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/p>\n<p><strong>2. \u885b\u661f\u753b\u50cf\u304a\u3088\u3073\u30c9\u30ed\u30fc\u30f3\u753b\u50cf\u306b\u3088\u308b\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0<\/strong> \u30b9\u30da\u30af\u30c8\u30eb\u6307\u6570\u3092\u7528\u3044\u3066\u3001\u5e83\u7bc4\u56f2\u306b\u308f\u305f\u308b\u4f5c\u7269\u306e\u751f\u80b2\u72b6\u6cc1\u3092\u5b9a\u671f\u7684\u306b\u628a\u63e1\u3067\u304d\u308b\u3002\u6700\u3082\u5e83\u304f\u7528\u3044\u3089\u308c\u3066\u3044\u308b\u306e\u306f\u6b63\u898f\u5316\u690d\u751f\u6307\u6570\uff08NDVI\uff09\u3067\u3001\u8fd1\u8d64\u5916\u7dda\u3068\u8d64\u8272\u5149\u306e\u53cd\u5c04\u7387\u306e\u30b3\u30f3\u30c8\u30e9\u30b9\u30c8\u3092\u6e2c\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u30af\u30ed\u30ed\u30d5\u30a3\u30eb\u542b\u6709\u91cf\u3068\u30d0\u30a4\u30aa\u30de\u30b9\u5bc6\u5ea6\u3092\u63a8\u5b9a\u3059\u308b\u3002.<\/p>\n<p><strong>3. IoT\u30bb\u30f3\u30b5\u30fc<\/strong> \uff08IoT\u30c7\u30d0\u30a4\u30b9\u3001\u3064\u307e\u308a\u74b0\u5883\u30c7\u30fc\u30bf\u3092\u7d99\u7d9a\u7684\u306b\u6e2c\u5b9a\u30fb\u9001\u4fe1\u3059\u308b\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u63a5\u7d9a\u3055\u308c\u305f\u6a5f\u5668\uff09\u306f\u3001\u571f\u58cc\u6c34\u5206\u3001\u6c17\u6e29\u3001\u76f8\u5bfe\u6e7f\u5ea6\u3001\u8449\u306e\u6fe1\u308c\u5177\u5408\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u76e3\u8996\u3059\u308b\u305f\u3081\u306b\u3001\u73fe\u5834\u306b\u8a2d\u7f6e\u3055\u308c\u308b\u3002.<\/p>\n<p><strong>4. \u30c9\u30ed\u30fc\u30f3\u3068\u7121\u4eba\u822a\u7a7a\u6a5f<\/strong> \u6570\u30bb\u30f3\u30c1\u30e1\u30fc\u30c8\u30eb\u3068\u3044\u3046\u89e3\u50cf\u5ea6\u3067\u7a7a\u9593\u7684\u306a\u5909\u52d5\u3092\u6349\u3048\u308b\u4f4e\u9ad8\u5ea6\u591a\u6ce2\u9577\u8abf\u67fb\u3092\u5b9f\u65bd\u3059\u308b\u3053\u3068\u3067\u3001\u8fb2\u5b66\u8005\u306f\u8089\u773c\u3067\u78ba\u8a8d\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u6570\u9031\u9593\u524d\u306b\u30b9\u30c8\u30ec\u30b9\u306e\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u3092\u7279\u5b9a\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3002.<\/p>\n<p><strong>5. AI\u3068\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/strong> \u30bb\u30f3\u30b5\u30fc\u3001\u885b\u661f\u3001\u304a\u3088\u3073\u904e\u53bb\u306e\u6c17\u5019\u30c7\u30fc\u30bf\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u30b9\u30c8\u30ea\u30fc\u30e0\u3092\u51e6\u7406\u3057\u3001\u53ce\u91cf\u4e88\u6e2c\u3001\u30b9\u30c8\u30ec\u30b9\u8b66\u5831\u3001\u304a\u3088\u3073\u8cc7\u6e90\u914d\u5206\u306b\u95a2\u3059\u308b\u63a8\u5968\u4e8b\u9805\u3092\u4f5c\u6210\u3059\u308b\u3002.<\/p>\n<p><strong>6. \u53ef\u5909\u65bd\u80a5\u6280\u8853\uff08VRT\uff09<\/strong> \u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u751f\u6210\u3055\u308c\u305f\u51e6\u65b9\u7b8b\u306e\u6c7a\u5b9a\u3092\u5b9f\u884c\u3057\u3001\u8fb2\u6a5f\u5177\u304c\u7a7a\u9593\u7ba1\u7406\u30be\u30fc\u30f3\u3092\u79fb\u52d5\u3059\u308b\u306b\u3064\u308c\u3066\u3001\u704c\u6f11\u91cf\u3001\u80a5\u6599\u306e\u65bd\u7528\u91cf\u3001\u305d\u306e\u4ed6\u306e\u6295\u5165\u91cf\u3092\u81ea\u52d5\u7684\u306b\u8abf\u6574\u3057\u307e\u3059\u3002.<\/p>\n<h2>\u7cbe\u5bc6\u8fb2\u696d\u30e2\u30c7\u30eb\u304c\u6c17\u5019\u5909\u52d5\u306b\u3088\u308b\u30b5\u30c8\u30a6\u30ad\u30d3\u53ce\u7a6b\u91cf\u3078\u306e\u5f71\u97ff\u3092\u3069\u306e\u3088\u3046\u306b\u4e88\u6e2c\u3059\u308b\u304b<\/h2>\n<h3>1. \u30e2\u30c7\u30eb\u306b\u30c7\u30fc\u30bf\u3092\u63d0\u4f9b\u3059\u308b\u30c7\u30fc\u30bf\u53ce\u96c6\u30b7\u30b9\u30c6\u30e0<\/h3>\n<p>\u7cbe\u5bc6\u8fb2\u696d\u30b7\u30b9\u30c6\u30e0\u306e\u7cbe\u5ea6\u306f\u3001\u305d\u3053\u306b\u6d41\u5165\u3059\u308b\u30c7\u30fc\u30bf\u306e\u7cbe\u5ea6\u306b\u5de6\u53f3\u3055\u308c\u307e\u3059\u3002\u30b5\u30c8\u30a6\u30ad\u30d3\u306e\u6c17\u5019\u30e2\u30c7\u30ea\u30f3\u30b0\u306b\u304a\u3044\u3066\u306f\u3001\u8907\u6570\u306e\u60c5\u5831\u6e90\u304b\u3089\u306e\u7d99\u7d9a\u7684\u306a\u30c7\u30fc\u30bf\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u571f\u58cc\u6c34\u5206\u30bb\u30f3\u30b5\u30fc\uff08\u901a\u5e38\u306f15cm\u300130cm\u300160cm\u306e\u6df1\u3055\u306b\u57cb\u8a2d\u3055\u308c\u308b\u9759\u96fb\u5bb9\u91cf\u5f0f\u30d7\u30ed\u30fc\u30d6\uff09\u306f\u3001\u751f\u80b2\u671f\u9593\u3092\u901a\u3057\u3066\u6839\u570f\u306b\u5229\u7528\u53ef\u80fd\u306a\u6c34\u5206\u91cf\u3092\u8ffd\u8de1\u3057\u307e\u3059\u3002.<\/p>\n<p>\u5e72\u3070\u3064\u304c\u767a\u751f\u3057\u3001\u3053\u308c\u3089\u306e\u84c4\u3048\u304c\u67af\u6e07\u3057\u59cb\u3081\u308b\u3068\u3001\u30e2\u30c7\u30eb\u306f\u67af\u6e07\u901f\u5ea6\u3092\u691c\u77e5\u3057\u3001\u4f5c\u7269\u304c\u30b9\u30c8\u30ec\u30b9\u95be\u5024\u306b\u9054\u3059\u308b\u6642\u671f\u3092\u3001\u8449\u306b\u76ee\u306b\u898b\u3048\u308b\u3057\u304a\u308c\u304c\u73fe\u308c\u308b\u6570\u65e5\u524d\u306b\u4e88\u6e2c\u3067\u304d\u307e\u3059\u3002\u8fb2\u5834\u306b\u8a2d\u7f6e\u3055\u308c\u305f\u81ea\u52d5\u6c17\u8c61\u89b3\u6e2c\u6240\u306f\u3001\u6c17\u6e29\u3001\u76f8\u5bfe\u6e7f\u5ea6\u3001\u98a8\u901f\u3001\u65e5\u5c04\u91cf\u3001\u964d\u6c34\u91cf\u3092\u6700\u77ed15\u5206\u9593\u9694\u3067\u8a18\u9332\u3057\u307e\u3059\u3002.<\/p>\n<p>\u3053\u308c\u3089\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u8a18\u9332\u306f\u3001\u84b8\u767a\u6563\u91cf\u306e\u8a08\u7b97\u306b\u76f4\u63a5\u53cd\u6620\u3055\u308c\u307e\u3059\u3002\u84b8\u767a\u6563\u91cf\u3068\u306f\u3001\u571f\u58cc\u8868\u9762\u304b\u3089\u306e\u6c34\u306e\u84b8\u767a\u3068\u4f5c\u7269\u306e\u8449\u304b\u3089\u306e\u84b8\u6563\u3092\u5408\u308f\u305b\u305f\u901f\u5ea6\u3067\u3042\u308a\u3001\u4f5c\u7269\u306e\u5b9f\u969b\u306e1\u65e5\u3042\u305f\u308a\u306e\u6c34\u5206\u9700\u8981\u3092\u6700\u3082\u6b63\u78ba\u306b\u6e2c\u5b9a\u3059\u308b\u6307\u6a19\u3067\u3059\u3002.<\/p>\n<p>\u591a\u304f\u306e\u30b5\u30c8\u30a6\u30ad\u30d3\u683d\u57f9\u5730\u57df\u3067\u306f\u3001\u6570\u5341\u5e74\u524d\u307e\u3067\u9061\u308b\u904e\u53bb\u306e\u6c17\u5019\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u3001\u73fe\u5728\u306e\u7570\u5e38\u5024\u3092\u8a55\u4fa1\u3057\u3001\u5c06\u6765\u306e\u50be\u5411\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306e\u9577\u671f\u7684\u306a\u57fa\u6e96\u5024\u3092\u63d0\u4f9b\u3057\u3066\u3044\u308b\u3002.<\/p>\n<h3>2. \u30b5\u30c8\u30a6\u30ad\u30d3\u306e\u4e88\u6e2c\u30e2\u30c7\u30ea\u30f3\u30b0\u6280\u8853<\/h3>\n<p>\u30b5\u30c8\u30a6\u30ad\u30d3\u306b\u304a\u3051\u308b\u6c17\u5019\u5909\u52d5\u306e\u5f71\u97ff\u8a55\u4fa1\u3067\u306f\u3001\u4e3b\u306b2\u7a2e\u985e\u306e\u30e2\u30c7\u30eb\u304c\u7528\u3044\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u4f5c\u7269\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u30e2\u30c7\u30eb\u3068\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3067\u3059\u3002DSSAT CANEGRO\u3084APSIM-Sugarcane\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306a\u3069\u306e\u4f5c\u7269\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u30e2\u30c7\u30eb\u306f\u3001\u690d\u7269\u306e\u6210\u9577\u3001\u571f\u58cc\u6c34\u5206\u52d5\u614b\u3001\u30b7\u30e7\u7cd6\u84c4\u7a4d\u3068\u3044\u3063\u305f\u751f\u7269\u5b66\u7684\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u65e5\u5358\u4f4d\u3067\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u30d9\u30fc\u30b9\u306e\u30c4\u30fc\u30eb\u3067\u3059\u3002.<\/p>\n<p>\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001\u683d\u57f9\u3059\u308b\u7279\u5b9a\u306e\u30b5\u30c8\u30a6\u30ad\u30d3\u54c1\u7a2e\u306e\u907a\u4f1d\u4fc2\u6570\u3092\u8f03\u6b63\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u304c\u3001\u4e00\u5ea6\u8f03\u6b63\u3059\u308c\u3070\u3001\u4eee\u8aac\u7684\u306a\u6c17\u5019\u30b7\u30ca\u30ea\u30aa\u306e\u4e0b\u3067\u9ad8\u3044\u751f\u7406\u5b66\u7684\u7cbe\u5ea6\u3067\u9806\u65b9\u5411\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u884c\u3067\u304d\u308b\u3002\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306f\u7570\u306a\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u3068\u308b\u3002\u751f\u7269\u5b66\u7684\u30d7\u30ed\u30bb\u30b9\u3092\u660e\u793a\u7684\u306b\u7b26\u53f7\u5316\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u904e\u53bb\u306e\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5168\u4f53\u306b\u308f\u305f\u308b\u7d71\u8a08\u7684\u30d1\u30bf\u30fc\u30f3\u3092\u8b58\u5225\u3059\u308b\u3002<\/p>\n<ul>\n<li>\u6c17\u5019\u8a18\u9332\u3001,<\/li>\n<li>\u571f\u58cc\u30c7\u30fc\u30bf\u3001,<\/li>\n<li>\u7d4c\u55b6\u6163\u884c\u3001\u305d\u3057\u3066<\/li>\n<li>\u6e2c\u5b9a\u3055\u308c\u305f\u53ce\u91cf\u3002.<\/li>\n<\/ul>\n<p>\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8\u3001XGBoost\u3001CatBoost\u306a\u3069\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u8fd1\u5e74\u306e\u7814\u7a76\u3067\u9ad8\u3044\u4e88\u6e2c\u7cbe\u5ea6\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u30022025\u5e74\u306b\u5b66\u8853\u8a8c\u300cSugar Tech\u300d\u306b\u63b2\u8f09\u3055\u308c\u305f\u7814\u7a76\u3067\u306f\u3001\u6c17\u8c61\u5909\u6570\u3001\u571f\u58cc\u7279\u6027\u3001\u8fb2\u696d\u7ba1\u7406\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3057\u305f\u6df7\u5408\u578b\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u304c\u3001\u5357\u30a4\u30f3\u30c9\u306e\u5730\u533a\u898f\u6a21\u3067\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u30b5\u30c8\u30a6\u30ad\u30d3\u53ce\u91cf\u63a8\u5b9a\u5024\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u5b9f\u8a3c\u3055\u308c\u307e\u3057\u305f\u3002.<\/p>\n<p>\u6c17\u8c61\u6a5f\u95a2\u304c\u7ba1\u7406\u3059\u308b\u5927\u898f\u6a21\u306a\u5927\u6c17\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u30e2\u30c7\u30eb\u3067\u3042\u308b\u4e00\u822c\u5faa\u74b0\u30e2\u30c7\u30eb\uff08GCM\uff09\u304b\u3089\u306e\u6c17\u5019\u4e88\u6e2c\u51fa\u529b\u306f\u3001\u30c0\u30a6\u30f3\u30b9\u30b1\u30fc\u30eb\u3057\u3066\u4f5c\u7269\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u6a5f\u68b0\u5b66\u7fd2\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u4e21\u65b9\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u5c06\u6765\u306e\u6c17\u5019\u30b7\u30ca\u30ea\u30aa\u306b\u304a\u3051\u308b\u53ce\u91cf\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002.<\/p>\n<h3>3. \u8106\u5f31\u6027\u8a55\u4fa1\u306e\u305f\u3081\u306e\u7a7a\u9593\u5206\u6790\u3068\u73fe\u5730\u8abf\u67fb<\/h3>\n<p>\u30b5\u30c8\u30a6\u30ad\u30d3\u8fb2\u5712\u306e\u3059\u3079\u3066\u306e\u5834\u6240\u304c\u540c\u3058\u6c17\u5019\u5909\u52d5\u306b\u5bfe\u3057\u3066\u540c\u3058\u3088\u3046\u306b\u53cd\u5fdc\u3059\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u3002\u7c98\u571f\u8cea\u306e\u571f\u58cc\u3092\u6301\u3064\u4f4e\u5730\u306f\u8c6a\u96e8\u6642\u306b\u6d78\u6c34\u3057\u3084\u3059\u3044\u4e00\u65b9\u3001\u7802\u8cea\u306e\u571f\u58cc\u3092\u6301\u3064\u9ad8\u5730\u306f\u5e72\u3070\u3064\u6642\u306b\u6c34\u5206\u306e\u67af\u6e07\u304c\u901f\u304f\u306a\u308b\u3002.<\/p>\n<p>\u7a7a\u9593\u5206\u6790\u3067\u306f\u3001GIS\u30aa\u30fc\u30d0\u30fc\u30ec\u30a4\uff08\u571f\u58cc\u30c6\u30af\u30b9\u30c1\u30e3\u30de\u30c3\u30d7\u3001\u6a19\u9ad8\u30c7\u30fc\u30bf\u3001\u904e\u53bb\u306e\u53ce\u91cf\u8a18\u9332\u3001\u30bb\u30f3\u30b5\u30fc\u306e\u6e2c\u5b9a\u5024\u306a\u3069\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u3082\u306e\uff09\u3092\u4f7f\u7528\u3057\u3066\u3001\u8fb2\u5834\u306e\u5404\u90e8\u5206\u3092\u8106\u5f31\u6027\u30be\u30fc\u30f3\u306b\u5206\u985e\u3057\u3001\u540c\u3058\u6c17\u5019\u5909\u52d5\u8981\u56e0\u306b\u5bfe\u3057\u3066\u7570\u306a\u308b\u7ba1\u7406\u65b9\u6cd5\u3092\u9069\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3002.<\/p>\n<p>\u5fae\u6c17\u5019\u5206\u6790\u306f\u3001\u30b5\u30c8\u30a6\u30ad\u30d3\u306e\u7a7a\u9593\u30de\u30c3\u30d4\u30f3\u30b0\u306b\u304a\u3044\u3066\u7279\u306b\u91cd\u8981\u306a\u6210\u679c\u7269\u3067\u3042\u308b\u3002\u6570\u30ad\u30ed\u30e1\u30fc\u30c8\u30eb\u306b\u53ca\u3076\u5e83\u5927\u306a\u5546\u696d\u7528\u30b5\u30c8\u30a6\u30ad\u30d3\u7551\u3067\u306f\u3001\u65e5\u9670\u306e\u8c37\u5e95\u3068\u65e5\u5f53\u305f\u308a\u306e\u826f\u3044\u5c3e\u6839\u306e\u9802\u4e0a\u3068\u306e\u9593\u3067\u30012\u2103\u304b\u30894\u2103\u306e\u6e29\u5ea6\u52fe\u914d\u304c\u751f\u3058\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002.<\/p>\n<p>\u73fe\u5834\u5e73\u5747\u898f\u6a21\u3067\u52d5\u4f5c\u3059\u308b\u30e2\u30c7\u30eb\u3067\u306f\u3053\u308c\u3089\u306e\u5dee\u7570\u3092\u5168\u304f\u6349\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u306a\u3044\u304c\u3001\u5341\u5206\u306a\u30bb\u30f3\u30b5\u30fc\u5bc6\u5ea6\u3092\u5099\u3048\u305f\u7cbe\u5bc6\u30b7\u30b9\u30c6\u30e0\u3067\u3042\u308c\u3070\u3001\u3053\u308c\u3089\u306e\u5dee\u7570\u3092\u691c\u51fa\u3057\u3001\u305d\u308c\u306b\u5fdc\u3058\u3066\u5dee\u5225\u5316\u3055\u308c\u305f\u7ba1\u7406\u4e0a\u306e\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u3002.<\/p>\n<h3>4. \u683d\u57f9\u8005\u5411\u3051\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u76e3\u8996\u304a\u3088\u3073\u30b5\u30dd\u30fc\u30c8<\/h3>\n<p>\u7cbe\u5bc6\u8fb2\u696d\u306e\u5b9f\u7528\u7684\u306a\u4fa1\u5024\u306f\u3001\u610f\u601d\u6c7a\u5b9a\u652f\u63f4\u6a5f\u80fd\u306b\u3042\u308b\u3002\u571f\u58cc\u6c34\u5206\u30bb\u30f3\u30b5\u30fc\u304c\u7279\u5b9a\u306e\u7ba1\u7406\u533a\u57df\u3067\u30b9\u30c8\u30ec\u30b9\u304c\u767a\u751f\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u691c\u77e5\u3059\u308b\u3068\u3001\u30b7\u30b9\u30c6\u30e0\u306f\u704c\u6f11\u30c8\u30ea\u30ac\u30fc\u3092\u751f\u6210\u3057\u3001\u3069\u306e\u533a\u57df\u306b\u3001\u3069\u308c\u3060\u3051\u306e\u6c34\u3092\u3001\u3044\u3064\u6563\u6c34\u3059\u308b\u304b\u3092\u5177\u4f53\u7684\u306b\u6307\u793a\u3059\u308b\u3002\u5358\u306b\u7551\u304c\u4e7e\u71e5\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u8fb2\u5bb6\u306b\u77e5\u3089\u305b\u308b\u3060\u3051\u3067\u306f\u306a\u3044\u306e\u3060\u3002.<\/p>\n<p>\u4e88\u6e2c\u30e2\u30c7\u30eb\u304c\u3001\u4eca\u5f8c\u5230\u6765\u3059\u308b\u9ad8\u6e29\u4e7e\u71e5\u671f\u306b\u3088\u3063\u3066\u6a39\u51a0\u6e29\u5ea6\u304c\u30b7\u30e7\u7cd6\u84c4\u7a4d\u306e\u95be\u5024\u3092\u8d85\u3048\u308b\u3053\u3068\u3092\u4e88\u6e2c\u3057\u305f\u5834\u5408\u3001\u610f\u601d\u6c7a\u5b9a\u652f\u63f4\u30c4\u30fc\u30eb\u306f\u3001\u305d\u306e\u73fe\u8c61\u304c\u5230\u6765\u3059\u308b\u524d\u306b\u4ee3\u8b1d\u30b9\u30c8\u30ec\u30b9\u3092\u8efd\u6e1b\u3059\u308b\u305f\u3081\u306e\u4e88\u9632\u7684\u306a\u65bd\u80a5\u704c\u6f11\u3092\u63a8\u5968\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002.<\/p>\n<h2>\u30b5\u30c8\u30a6\u30ad\u30d3\u53ce\u91cf\u30e2\u30c7\u30eb\u306b\u542b\u307e\u308c\u308b\u4e3b\u8981\u306a\u6c17\u5019\u5909\u6570<\/h2>\n<p>\u30b5\u30c8\u30a6\u30ad\u30d3\u306e\u7dcf\u5408\u7684\u306a\u7cbe\u5bc6\u8fb2\u696d\u53ce\u91cf\u30e2\u30c7\u30eb\u306f\u3001\u4ee5\u4e0b\u306e\u74b0\u5883\u5909\u6570\u3092\u7d71\u5408\u3057\u3066\u304a\u308a\u3001\u305d\u308c\u305e\u308c\u306e\u5909\u6570\u306f\u4f5c\u7269\u306e\u7570\u306a\u308b\u751f\u7269\u5b66\u7684\u30d7\u30ed\u30bb\u30b9\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u6c17\u6e29\u306e\u50be\u5411<\/strong> \u2015\u65e5\u4e2d\u306e\u6700\u5927\u5024\u3068\u6700\u5c0f\u5024\u2015\u306f\u3001\u5149\u5408\u6210\u901f\u5ea6\u3001\u9175\u7d20\u6d3b\u6027\u3001\u304a\u3088\u3073\u767a\u82bd\u304b\u3089\u6210\u719f\u307e\u3067\u306e\u5404\u6210\u9577\u6bb5\u968e\u306e\u671f\u9593\u3092\u6c7a\u5b9a\u3059\u308b\u4e3b\u8981\u306a\u8981\u56e0\u3067\u3042\u308b\u3002.<\/li>\n<li><strong>\u964d\u96e8\u30d1\u30bf\u30fc\u30f3<\/strong> \u5f37\u5ea6\u3001\u671f\u9593\u3001\u5b63\u7bc0\u5206\u5e03\u3068\u3057\u3066\u6349\u3048\u3089\u308c\u308b\u3053\u308c\u3089\u306e\u8981\u7d20\u306f\u3001\u571f\u58cc\u6c34\u5206\u306e\u88dc\u5145\u3092\u6c7a\u5b9a\u3057\u3001\u6392\u6c34\u7387\u3068\u7167\u3089\u3057\u5408\u308f\u305b\u308b\u3068\u3001\u5e72\u3070\u3064\u30b9\u30c8\u30ec\u30b9\u3068\u6e5b\u6c34\u306e\u4e21\u65b9\u304c\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u3092\u4e88\u6e2c\u3059\u308b\u3002.<\/li>\n<li><strong>\u6e7f\u5ea6\u30ec\u30d9\u30eb<\/strong> \u84b8\u6563\u8981\u6c42\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u3001\u7279\u306b\u5bc6\u751f\u3057\u305f\u6a39\u51a0\u304c\u830e\u306e\u6839\u5143\u4ed8\u8fd1\u306b\u6c34\u5206\u3092\u9589\u3058\u8fbc\u3081\u308b\u751f\u80b2\u76db\u671f\u306b\u306f\u3001\u771f\u83cc\u6027\u75c5\u539f\u4f53\u306e\u5b9a\u7740\u6761\u4ef6\u3092\u4f5c\u308a\u51fa\u3059\u3002.<\/li>\n<li><strong>\u65e5\u5c04<\/strong> \u5149\u5408\u6210\u901f\u5ea6\u3092\u5de6\u53f3\u3059\u308b\u8981\u56e0\u3067\u3042\u308a\u3001\u7279\u306b\u8449\u9762\u7a4d\u304c\u62e1\u5927\u3057\u3066\u3044\u308b\u521d\u671f\u6210\u9577\u6bb5\u968e\u306b\u304a\u3044\u3066\u91cd\u8981\u3067\u3042\u308b\u3002\u66c7\u5929\u3084\u7159\u306e\u591a\u3044\u72b6\u6cc1\u3067\u306f\u3001\u65e5\u5c04\u91cf\u306e\u5438\u53ce\u304c\u6e1b\u5c11\u3057\u3001\u30d0\u30a4\u30aa\u30de\u30b9\u306e\u84c4\u7a4d\u304c\u76f4\u63a5\u7684\u306b\u6291\u5236\u3055\u308c\u308b\u3002.<\/li>\n<li><strong>\u571f\u58cc\u6c34\u5206<\/strong> \u8907\u6570\u306e\u6df1\u3055\u3067\u6839\u570f\u306e\u5b9f\u969b\u306e\u6c34\u5206\u72b6\u614b\u3092\u8ffd\u8de1\u3057\u3001\u704c\u6f11\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u305f\u3081\u306e\u4e3b\u8981\u306a\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30b9\u30c8\u30ec\u30b9\u6307\u6a19\u3068\u3057\u3066\u6a5f\u80fd\u3057\u307e\u3059\u3002.<\/li>\n<li><strong>\u98a8\u306e\u30d1\u30bf\u30fc\u30f3<\/strong> \u5bbf\u6cca\u30ea\u30b9\u30af\u8a55\u4fa1\u306b\u5f79\u7acb\u3066\u3001\u84b8\u767a\u6563\u91cf\u306e\u8a08\u7b97\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u3002\u5f37\u98a8\u306f\u571f\u58cc\u8868\u9762\u3068\u6a39\u51a0\u8868\u9762\u306e\u4e21\u65b9\u304b\u3089\u306e\u6c34\u5206\u640d\u5931\u3092\u52a0\u901f\u3055\u305b\u308b\u3002.<\/li>\n<li><strong>\u84b8\u767a\u6563\u901f\u5ea6<\/strong> \u6c17\u6e29\u3001\u6e7f\u5ea6\u3001\u98a8\u901f\u3001\u65e5\u5c04\u91cf\u3092\u7d71\u5408\u3057\u3066\u3001\u704c\u6f11\u7ba1\u7406\u306e\u610f\u601d\u6c7a\u5b9a\u306b\u304a\u3044\u3066\u6700\u3082\u5b9f\u7528\u7684\u306b\u6709\u7528\u306a\u6c17\u5019\u5909\u6570\u3067\u3042\u308b\u3001\u65e5\u3005\u306e\u6c34\u9700\u8981\u91cf\u3092\u5358\u4e00\u306e\u6570\u5024\u3068\u3057\u3066\u7b97\u51fa\u3059\u308b\u3002.<\/li>\n<\/ul>\n<h2>\u6c17\u5019\u5909\u52d5\u306b\u914d\u616e\u3057\u305f\u30b5\u30c8\u30a6\u30ad\u30d3\u683d\u57f9\u3092\u63a8\u9032\u3059\u308b\u6280\u8853<\/h2>\n<h3>1. \u885b\u661f\u304a\u3088\u3073\u30c9\u30ed\u30fc\u30f3\u306b\u3088\u308b\u76e3\u8996<\/h3>\n<p>\u6b27\u5dde\u5b87\u5b99\u6a5f\u95a2\u304c\u63d0\u4f9b\u3059\u308b\u7121\u6599\u306eSentinel-2\u753b\u50cf\u3084\u5546\u7528\u9ad8\u89e3\u50cf\u5ea6\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u5229\u7528\u7bc4\u56f2\u304c\u62e1\u5927\u3057\u305f\u3053\u3068\u3067\u3001\u30b5\u30c8\u30a6\u30ad\u30d3\u7551\u306e\u885b\u661f\u76e3\u8996\u306f\u8457\u3057\u304f\u9032\u6b69\u3057\u305f\u3002.<\/p>\n<p>\u7cbe\u5bc6\u8fb2\u696d\uff08Precision Agriculture\u3001Springer\u30012024\u5e74\uff09\u306b\u63b2\u8f09\u3055\u308c\u305f\u7814\u7a76\u3067\u306f\u3001UAV\uff08\u7121\u4eba\u822a\u7a7a\u6a5f\uff09\u7531\u6765\u306e\u30de\u30eb\u30c1\u30b9\u30da\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u3068Sentinel-2\u885b\u661f\u753b\u50cf\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u5703\u5834\u30ec\u30d9\u30eb\u306e\u3070\u3089\u3064\u304d\u304c\u5927\u304d\u304f\u3001\u5730\u4e0a\u3067\u306e\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u304c\u7269\u6d41\u7684\u306b\u56f0\u96e3\u306a\u30bf\u30a4\u5317\u6771\u90e8\u306b\u304a\u3051\u308b\u30b5\u30c8\u30a6\u30ad\u30d3\u306e\u53ce\u91cf\u63a8\u5b9a\u7cbe\u5ea6\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3059\u308b\u3053\u3068\u304c\u5b9f\u8a3c\u3055\u308c\u305f\u3002.<\/p>\n<p>\u9ad8\u89e3\u50cf\u5ea6\u30c9\u30ed\u30fc\u30f3\u306b\u3088\u308b\u5703\u5834\u5185\u306e\u7a7a\u9593\u7684\u8a73\u7d30\u306e\u628a\u63e1\u3068\u3001\u885b\u661f\u306b\u3088\u308b\u5730\u57df\u7684\u306a\u6642\u9593\u7684\u30d1\u30bf\u30fc\u30f3\u306e\u628a\u63e1\u3068\u3044\u3046\u3001\u3053\u308c\u30892\u3064\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u7d71\u5408\u306f\u3001\u5927\u898f\u6a21\u306a\u5546\u696d\u7528\u30b5\u30c8\u30a6\u30ad\u30d3\u683d\u57f9\u306b\u304a\u3051\u308b\u73fe\u5728\u306e\u6700\u5584\u306e\u5b9f\u8df5\u65b9\u6cd5\u3068\u8a00\u3048\u308b\u3002.<\/p>\n<p>NDVI\uff08\u6b63\u898f\u5316\u690d\u751f\u6307\u6570\uff09\u306f\u3001\u30b5\u30c8\u30a6\u30ad\u30d3\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306b\u304a\u3044\u3066\u6700\u3082\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u690d\u751f\u6307\u6570\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u8fd1\u8d64\u5916\u7dda\u3068\u8d64\u8272\u5149\u306e\u53cd\u5c04\u7387\u306e\u5dee\u3092\u305d\u308c\u3089\u306e\u5408\u8a08\u3067\u5272\u3063\u305f\u6bd4\u7387\u3068\u3057\u3066\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002NDVI = (NIR \u2013 RED) \/ (NIR + RED)\u3002.<\/p>\n<p>1.0\u306b\u8fd1\u3044\u5024\u306f\u3001\u5bc6\u5ea6\u304c\u9ad8\u304f\u5065\u5eb7\u306a\u7dd1\u8272\u306e\u30d0\u30a4\u30aa\u30de\u30b9\u3092\u793a\u3057\u3001\u5024\u304c\u4f4e\u4e0b\u3059\u308b\u5834\u5408\u306f\u3001\u30b9\u30c8\u30ec\u30b9\u3001\u5bb3\u866b\u88ab\u5bb3\u3001\u307e\u305f\u306f\u8001\u5316\u3092\u793a\u3057\u307e\u3059\u3002\u8907\u6570\u306e\u885b\u661f\u901a\u904e\u65e5\u304b\u3089\u30d7\u30ed\u30c3\u30c8\u3055\u308c\u305f\u5b63\u7bc0\u3054\u3068\u306eNDVI\u8ecc\u8de1\u306b\u3088\u308a\u3001\u8fb2\u5b66\u8005\u306f\u5703\u5834\u306e\u73fe\u5728\u306e\u30ad\u30e3\u30ce\u30d4\u30fc\u306e\u767a\u9054\u3092\u904e\u53bb\u306e\u57fa\u6e96\u6210\u9577\u66f2\u7dda\u3068\u6bd4\u8f03\u3057\u3001\u6c17\u5019\u30b9\u30c8\u30ec\u30b9\u306b\u3088\u3063\u3066\u5f15\u304d\u8d77\u3053\u3055\u308c\u308b\u9038\u8131\u3092\u7279\u5b9a\u3067\u304d\u307e\u3059\u3002.<\/p>\n<h3>2. \u53ce\u91cf\u4e88\u6e2c\u306e\u305f\u3081\u306e\u4eba\u5de5\u77e5\u80fd\u3068\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf<\/h3>\n<p>\u904e\u53bb3\uff5e4\u5e74\u306e\u9593\u306b\u3001AI\u30e2\u30c7\u30eb\u306f\u7814\u7a76\u30c4\u30fc\u30eb\u304b\u3089\u30b5\u30c8\u30a6\u30ad\u30d3\u751f\u7523\u306b\u304a\u3051\u308b\u5546\u7528\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3078\u3068\u79fb\u884c\u3057\u305f\u3002\u6c17\u5019\u5909\u6570\u3001\u571f\u58cc\u8a18\u9332\u3001\u7ba1\u7406\u5c65\u6b74\u3001\u88fd\u7cd6\u5de5\u5834\u8a8d\u5b9a\u53ce\u91cf\u30c7\u30fc\u30bf\u306a\u3069\u3001\u6570\u5341\u5e74\u306b\u308f\u305f\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u8a13\u7df4\u3055\u308c\u305f\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u9069\u5207\u306b\u8abf\u6574\u3055\u308c\u305f\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u300110%\u672a\u6e80\u306e\u8aa4\u5dee\u7387\u3067\u53ce\u7a6b\u524d\u306e\u53ce\u91cf\u4e88\u6e2c\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u3002.<\/p>\n<p>\u6c17\u5019\u5909\u52d5\u3078\u306e\u9069\u5fdc\u306b\u3068\u3063\u3066\u3055\u3089\u306b\u91cd\u8981\u306a\u306e\u306f\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u3092\u8907\u6570\u306e\u6c17\u5019\u30b7\u30ca\u30ea\u30aa\u306e\u4e0b\u3067\u5c06\u6765\u7684\u306b\u5b9f\u884c\u3067\u304d\u308b\u3053\u3068\u3067\u3042\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5358\u4e00\u70b9\u306e\u4e88\u6e2c\u3067\u306f\u306a\u304f\u3001\u53ce\u91cf\u7d50\u679c\u306e\u78ba\u7387\u5206\u5e03\u304c\u751f\u6210\u3055\u308c\u3001\u8fb2\u5834\u7ba1\u7406\u8005\u306f\u30ea\u30b9\u30af\u3092\u8abf\u6574\u3057\u305f\u4e0a\u3067\u3001\u6765\u308b\u3079\u304d\u30b7\u30fc\u30ba\u30f3\u306e\u898b\u901a\u3057\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002.<\/p>\n<p>2025\u5e74\u306e\u8fb2\u5b66\u7814\u7a76\uff08MDPI\u30012025\u5e743\u6708\uff09\u3067\u306f\u3001\u885b\u661f\u7531\u6765\u306e\u690d\u751f\u6307\u6570\u3068\u74b0\u5883\u5909\u6570\u3092\u7528\u3044\u30662\u3064\u306e\u751f\u80b2\u671f\u306b\u308f\u305f\u308b\u30b5\u30c8\u30a6\u30ad\u30d3\u53ce\u91cf\u4e88\u6e2c\u306e\u305f\u3081\u306e\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8\u3001\u4eba\u5de5\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u30ac\u30f3\u30de\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u8a55\u4fa1\u3057\u3001 <strong>GNDVI\u3068\u7d2f\u7a4d\u964d\u6c34\u91cf\u3092\u7d71\u5408\u3057\u305f\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306f\u3001\u5546\u696d\u53ce\u7a6b\u8a08\u753b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u9069\u3057\u305f\u4e88\u6e2c\u7cbe\u5ea6\u3092\u9054\u6210\u3057\u305f\u3002<\/strong>.<\/p>\n<p>\u885b\u661f\u753b\u50cf\u304b\u3089\u5f97\u3089\u308c\u308b\u690d\u751f\u6307\u6570\u3068\u5b63\u7bc0\u3054\u3068\u306e\u964d\u96e8\u91cf\u30c7\u30fc\u30bf\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u683d\u57f9\u8005\u306f\u5f93\u6765\u306e\u5703\u5834\u8abf\u67fb\u65b9\u6cd5\u3088\u308a\u3082\u6570\u9031\u9593\u65e9\u304f\u53ce\u7a6b\u6642\u671f\u3068\u53ce\u91cf\u4e88\u6e2c\u3092\u7acb\u3066\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002.<\/p>\n<h3>3. IoT\u3068\u30b9\u30de\u30fc\u30c8\u30bb\u30f3\u30b5\u30fc\u306b\u3088\u308b\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0<\/h3>\n<p>IoT\u30bb\u30f3\u30b5\u30fc\u306f\u3001\u30b5\u30c8\u30a6\u30ad\u30d3\u306e\u7cbe\u5bc6\u7ba1\u7406\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u53ce\u96c6\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3092\u89e3\u6d88\u3057\u307e\u3057\u305f\u3002\u5703\u5834\u306b\u8a2d\u7f6e\u3055\u308c\u305f\u30bb\u30f3\u30b5\u30fc\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08\u901a\u5e38\u306fLoRaWAN\uff08\u9577\u8ddd\u96e2\u4f4e\u6d88\u8cbb\u96fb\u529b\u7121\u7dda\u30d7\u30ed\u30c8\u30b3\u30eb\uff09\u307e\u305f\u306f\u643a\u5e2f\u96fb\u8a71\u56de\u7dda\u3067\u901a\u4fe1\uff09\u306f\u3001\u571f\u58cc\u6c34\u5206\u3001\u6e29\u5ea6\u3001\u96fb\u6c17\u4f1d\u5c0e\u7387\u3001\u6a39\u51a0\u6e7f\u5ea6\u306a\u3069\u306e\u30c7\u30fc\u30bf\u309215\uff5e30\u5206\u3054\u3068\u306b\u4e2d\u592e\u306e\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u9001\u4fe1\u3067\u304d\u307e\u3059\u3002.<\/p>\n<p>\u3053\u308c\u3089\u306e\u30bb\u30f3\u30b5\u30fc\u306b\u63a5\u7d9a\u3055\u308c\u305f\u81ea\u52d5\u7cbe\u5bc6\u704c\u6f11\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u4eba\u9593\u306e\u4ecb\u5165\u306a\u3057\u306b\u704c\u6f11\u30d0\u30eb\u30d6\u3092\u958b\u9589\u3057\u3001\u53ce\u91cf\u30e2\u30c7\u30eb\u3067\u898f\u5b9a\u3055\u308c\u305f\u6b63\u78ba\u306a\u91cf\u3068\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u6c34\u3092\u4f9b\u7d66\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002.<\/p>\n<p>\u30a4\u30f3\u30c9\u306e\u704c\u6f11\u30b5\u30c8\u30a6\u30ad\u30d3\u306b\u304a\u3051\u308b\u5703\u5834\u8a66\u9a13\u3067\u306f\u3001\u5f93\u6765\u306e\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u306b\u57fa\u3065\u3044\u305f\u704c\u6f11\u3068\u6bd4\u8f03\u3057\u3066\u3001\u6c34\u4f7f\u7528\u91cf\u304c20\uff5e35\uff05\u524a\u6e1b\u3055\u308c\u3001\u53ce\u91cf\u306f\u7dad\u6301\u307e\u305f\u306f\u5411\u4e0a\u3057\u305f\u3053\u3068\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u308b\u3002\u3053\u308c\u306f\u3001\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u304c\u704c\u6f11\u4e0d\u8db3\u306b\u3088\u308b\u30b9\u30c8\u30ec\u30b9\u3068\u904e\u5270\u704c\u6f11\u306b\u3088\u308b\u990a\u5206\u6d41\u51fa\u306e\u4e21\u65b9\u3092\u6392\u9664\u3059\u308b\u305f\u3081\u3067\u3042\u308b\u3002.<\/p>\n<h3>4. \u30b7\u30ca\u30ea\u30aa\u30c6\u30b9\u30c8\u306e\u305f\u3081\u306e\u30c7\u30b8\u30bf\u30eb\u30c4\u30a4\u30f3\u3068\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3<\/h3>\n<p>\u30c7\u30b8\u30bf\u30eb\u30c4\u30a4\u30f3\u3068\u306f\u3001\u5b9f\u969b\u306e\u8fb2\u5834\u3084\u7551\u306e\u4eee\u60f3\u7684\u306a\u8907\u88fd\u3067\u3042\u308a\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u3067\u7d99\u7d9a\u7684\u306b\u66f4\u65b0\u3055\u308c\u3001\u5b9f\u969b\u306e\u74b0\u5883\u3067\u7d4c\u55b6\u5224\u65ad\u3092\u9069\u7528\u3059\u308b\u524d\u306b\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u884c\u3046\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b\u3002.<\/p>\n<p>\u30b5\u30c8\u30a6\u30ad\u30d3\u306e\u6c17\u5019\u30e2\u30c7\u30ea\u30f3\u30b0\u306b\u304a\u3044\u3066\u3001DSSAT\u3084APSIM\u3068\u3044\u3063\u305f\u4f5c\u7269\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u30a8\u30f3\u30b8\u30f3\u3092\u5b9f\u884c\u3059\u308b\u30c7\u30b8\u30bf\u30eb\u30c4\u30a4\u30f3\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u8fb2\u5b66\u8005\u306f\u300c\u6765\u56db\u534a\u671f\u306e\u964d\u96e8\u91cf\u304c\u5e73\u5747\u309230\uff05\u4e0b\u56de\u308b\u5834\u5408\u3001\u7c98\u571f\u8cea\u30ed\u30fc\u30e0\u571f\u58cc\u5730\u5e2f\u3067\u53ce\u91cf\u3092\u6700\u3082\u52b9\u679c\u7684\u306b\u4fdd\u8b77\u3067\u304d\u308b\u704c\u6f11\u6226\u7565\u306f\u3069\u308c\u304b\uff1f\u300d\u3068\u3044\u3063\u305f\u7591\u554f\u3092\u691c\u8a3c\u3067\u304d\u308b\u3002\u305d\u306e\u7b54\u3048\u306f\u6570\u30b7\u30fc\u30ba\u30f3\u3067\u306f\u306a\u304f\u6570\u5206\u3067\u5f97\u3089\u308c\u3001\u8aa4\u3063\u305f\u5224\u65ad\u306e\u30ea\u30b9\u30af\u306f\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u5185\u306b\u7559\u307e\u308a\u3001\u73fe\u5834\u3067\u306f\u767a\u751f\u3057\u306a\u3044\u3002.<\/p>\n<p>DSSAT\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u308bCSM-SAMUCA-Sugarcane\u30e2\u30c7\u30eb\u306f\u30012025\u5e74\u306eScienceDirect\u7814\u7a76\u306b\u304a\u3044\u3066\u3001\u8907\u6570\u306e\u5c06\u6765\u306e\u6c17\u5019\u30b7\u30ca\u30ea\u30aa\u306e\u4e0b\u3067\u3001\u30d6\u30e9\u30b8\u30eb\u306e\u4e3b\u8981\u751f\u7523\u5730\u57df\u306b\u304a\u3051\u308b\u30b5\u30c8\u30a6\u30ad\u30d3\u306e\u751f\u80b2\u3001\u6c34\u751f\u7523\u6027\u3001\u304a\u3088\u3073\u4e9c\u9178\u5316\u7a92\u7d20\u6392\u51fa\u91cf\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u305f\u3002.<\/p>\n<p>\u3053\u306e\u7a2e\u306e\u30b7\u30ca\u30ea\u30aa\u30c6\u30b9\u30c8\u306f\u5358\u306a\u308b\u5b66\u8853\u7684\u306a\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u6570\u5343\u30d8\u30af\u30bf\u30fc\u30eb\u3082\u306e\u8fb2\u5730\u3092\u7ba1\u7406\u3059\u308b\u8fb2\u696d\u4f01\u696d\u306b\u3068\u3063\u3066\u3001\u704c\u6f11\u30a4\u30f3\u30d5\u30e9\u3001\u54c1\u7a2e\u9078\u5b9a\u3001\u571f\u5730\u5229\u7528\u8a08\u753b\u306b\u95a2\u3059\u308b\u6295\u8cc7\u5224\u65ad\u306b\u76f4\u63a5\u7684\u306a\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b\u3082\u306e\u3067\u3042\u308b\u3002.<\/p>\n<h2>GeoPard Agriculture\u304c\u6c17\u5019\u5909\u52d5\u306b\u914d\u616e\u3057\u305f\u30b5\u30c8\u30a6\u30ad\u30d3\u7ba1\u7406\u3092\u3069\u306e\u3088\u3046\u306b\u652f\u63f4\u3057\u3066\u3044\u308b\u304b<\/h2>\n<p>\u4e0a\u8a18\u306e\u3088\u3046\u306a\u6c17\u5019\u5909\u52d5\u306e\u5727\u529b\u306b\u76f4\u9762\u3059\u308b\u30b5\u30c8\u30a6\u30ad\u30d3\u683d\u57f9\u8005\u306b\u3068\u3063\u3066\u3001GeoPard\u306f\u5c0e\u5165\u306b\u304a\u3051\u308b\u6700\u5927\u306e\u5b9f\u969b\u7684\u306a\u969c\u58c1\u3001\u3064\u307e\u308a\u3001\u7570\u306a\u308b\u30d9\u30f3\u30c0\u30fc\u306e\u5225\u3005\u306e\u30c4\u30fc\u30eb\u3092\u3064\u306a\u304e\u5408\u308f\u305b\u3066\u4e00\u8cab\u6027\u306e\u3042\u308b\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u3059\u308b\u5fc5\u8981\u6027\u3092\u53d6\u308a\u9664\u304d\u307e\u3059\u3002\u30c7\u30fc\u30bf\u9762\u3067\u306f\u3001GeoPard\u306f\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3057\u3001\u30ec\u30a4\u30e4\u30fc\u5316\u3057\u307e\u3059\u3002,<\/p>\n<ul>\n<li>\u8907\u6570\u5e74\u306b\u308f\u305f\u308b\u8fb2\u696d\u8a18\u9332\u3001,<\/li>\n<li>\u571f\u58cc\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u7d50\u679c\u3001,<\/li>\n<li>\u53ce\u91cf\u30e2\u30cb\u30bf\u30fc\u30c7\u30fc\u30bf\u3001,<\/li>\n<li>\u9069\u7528\u3055\u308c\u305f\u5165\u529b\u3001\u304a\u3088\u3073<\/li>\n<li>\u885b\u661f\u306b\u3088\u308b\u4f5c\u7269\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3001,<\/li>\n<\/ul>\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u6c17\u5019\u5909\u52d5\u306b\u8d77\u56e0\u3059\u308b\u53ce\u91cf\u30d1\u30bf\u30fc\u30f3\u304c\u3001\u7279\u5b9a\u306e\u5b63\u7bc0\u5185\u3060\u3051\u3067\u306a\u304f\u3001\u5b63\u7bc0\u5168\u4f53\u306b\u308f\u305f\u3063\u3066\u53ef\u8996\u5316\u3055\u308c\u307e\u3059\u30023D\u30de\u30c3\u30d4\u30f3\u30b0\u3068\u5730\u5f62\u5206\u6790\u306b\u3088\u308a\u3001\u8c6a\u96e8\u306b\u3088\u3063\u3066\u6d78\u6c34\u88ab\u5bb3\u304c\u767a\u751f\u3059\u308b\u524d\u306b\u3001\u6392\u6c34\u30ea\u30b9\u30af\u30be\u30fc\u30f3\u3092\u7279\u5b9a\u3067\u304d\u307e\u3059\u3002.<\/p>\n<p>\u571f\u58cc\u30b9\u30ad\u30e3\u30f3\u306b\u3088\u308b\u51fa\u529b\u306f\u3001\u5703\u5834\u3054\u3068\u306e\u65bd\u80a5\u304a\u3088\u3073\u704c\u6f11\u8a08\u753b\u306b\u76f4\u63a5\u53cd\u6620\u3055\u308c\u308b\u305f\u3081\u3001\u751f\u80b2\u671f\u534a\u3070\u306b\u5e72\u3070\u3064\u4e88\u5831\u304c\u51fa\u305f\u5834\u5408\u3001\u3069\u306e\u7ba1\u7406\u533a\u57df\u3067\u6700\u521d\u306b\u6c34\u304c\u67af\u6e07\u3059\u308b\u304b\u3092\u30b7\u30b9\u30c6\u30e0\u306f\u65e2\u306b\u628a\u63e1\u3057\u3066\u3044\u307e\u3059\u3002\u751f\u80b2\u671f\u4e2d\u306e\u30b9\u30c8\u30ec\u30b9\u691c\u51fa\u306b\u95a2\u3057\u3066\u306f\u3001GeoPard\u306e\u4f5c\u7269\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u304c\u885b\u661f\u753b\u50cf\u304b\u3089NDVI\u3084\u305d\u306e\u4ed6\u306e\u690d\u751f\u6307\u6570\u3092\u8ffd\u8de1\u3057\u3001\u5703\u5834\u306e\u904e\u53bb\u306e\u57fa\u6e96\u5024\u3068\u6bd4\u8f03\u3057\u3066\u7570\u5e38\u3092\u691c\u77e5\u3057\u307e\u3059\u3002.<\/p>\n<p>\u305d\u306e\u30b9\u30de\u30fc\u30c8\u30b9\u30ab\u30a6\u30c6\u30a3\u30f3\u30b0\u6a5f\u80fd\u306f\u3001\u885b\u661f\u30c7\u30fc\u30bf\u304c\u6f5c\u5728\u7684\u306a\u554f\u984c\u3092\u7279\u5b9a\u3057\u305f\u6b63\u78ba\u306aGPS\u5ea7\u6a19\u306b\u73fe\u5834\u306e\u5075\u5bdf\u54e1\u3092\u8a98\u5c0e\u3057\u3001\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u306e\u898f\u6a21\u3068\u73fe\u5834\u3067\u306e\u7cbe\u5ea6\u3092\u878d\u5408\u3055\u305b\u308b\u3002.<\/p>\n<p>\u53ef\u5909\u65bd\u80a5\u30de\u30c3\u30d7\u306f\u3001\u3053\u308c\u3089\u306e\u5206\u6790\u7d50\u679c\u3059\u3079\u3066\u3092\u3001\u80a5\u6599\u3001\u704c\u6f11\u3001\u64ad\u7a2e\u3001\u9664\u8349\u5264\u3001\u6bba\u83cc\u5264\u3001\u6210\u9577\u8abf\u6574\u5264\u306a\u3069\u306b\u95a2\u3059\u308b\u6a5f\u68b0\u3067\u3059\u3050\u306b\u4f7f\u7528\u3067\u304d\u308b\u51e6\u65b9\u7b8b\u306b\u5909\u63db\u3057\u3001\u6c17\u5019\u60c5\u5831\u3068\u73fe\u5834\u3067\u306e\u5b9f\u969b\u306e\u4f5c\u696d\u3068\u306e\u9593\u306e\u30ae\u30e3\u30c3\u30d7\u3092\u57cb\u3081\u307e\u3059\u3002.<\/p>\n<p>\u53ce\u7a6b\u5f8c\u3001GeoPard\u306f\u5229\u76ca\u30de\u30c3\u30d7\u3068\u80a5\u6599\u4f7f\u7528\u52b9\u7387\u30de\u30c3\u30d7\u3092\u4f5c\u6210\u3057\u3001\u8fb2\u5834\u306e\u3069\u3053\u3067\u6c17\u5019\u5909\u52d5\u306b\u3088\u3063\u3066\u8cbb\u7528\u304c\u767a\u751f\u3057\u305f\u304b\u3001\u305d\u3057\u3066\u7ba1\u7406\u5bfe\u5fdc\u304c\u9069\u5207\u306b\u8abf\u6574\u3055\u308c\u305f\u304b\u3069\u3046\u304b\u3092\u6b63\u78ba\u306b\u793a\u3057\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u7d4c\u6e08\u7684\u306a\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3053\u305d\u304c\u3001\u3042\u308b\u30b7\u30fc\u30ba\u30f3\u306e\u6c17\u5019\u5909\u52d5\u306e\u7d4c\u9a13\u3092\u3001\u6b21\u306e\u30b7\u30fc\u30ba\u30f3\u306b\u5411\u3051\u305f\u3088\u308a\u826f\u3044\u5bfe\u7b56\u3078\u3068\u5909\u3048\u308b\u9375\u3068\u306a\u308a\u307e\u3059\u3002.<\/p>\n<h2>\u6c17\u5019\u5f71\u97ff\u30e2\u30c7\u30ea\u30f3\u30b0\u306b\u304a\u3051\u308bPA\u306e\u5229\u70b9<\/h2>\n<p>\u6c17\u5019\u5909\u52d5\u9069\u5fdc\u306b\u304a\u3051\u308b\u7cbe\u5bc6\u8fb2\u696d\u306e\u5229\u70b9\u306f\u3001\u53ce\u91cf\u4fdd\u8b77\u306b\u3068\u3069\u307e\u308a\u307e\u305b\u3093\u3002\u6c17\u5019\u30e2\u30c7\u30eb\u3092\u5305\u62ec\u7684\u306a\u7cbe\u5bc6\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u8fb2\u5834\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u8907\u6570\u306e\u5074\u9762\u306b\u304a\u3044\u3066\u3001\u305d\u306e\u30e1\u30ea\u30c3\u30c8\u304c\u76f8\u4e57\u7684\u306b\u62e1\u5927\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u53ce\u91cf\u4e88\u6e2c\u7cbe\u5ea6\u306e\u5411\u4e0a<\/strong> 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\u3053\u308c\u306f\u3001\u73fe\u5834\u3054\u3068\u306e\u7ba1\u7406\u306b\u76f4\u63a5\u57fa\u3065\u3044\u3066\u3044\u307e\u3059\u3002\u6c34\u3001\u80a5\u6599\u3001\u71c3\u6599\u306a\u3069\u306e\u6295\u5165\u7269\u306f\u3001\u5703\u5834\u5168\u4f53\u306b\u5747\u4e00\u306b\u6563\u5e03\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30e2\u30c7\u30eb\u304c\u5fc5\u8981\u3068\u5224\u65ad\u3057\u305f\u5834\u6240\u3068\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u6295\u5165\u3055\u308c\u308b\u305f\u3081\u3001\u6295\u5165\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3059\u308b\u3068\u540c\u6642\u306b\u3001\u74b0\u5883\u3078\u306e\u6d41\u51fa\u3082\u6291\u5236\u3067\u304d\u307e\u3059\u3002.<\/li>\n<li><strong>\u3088\u308a\u826f\u3044\u6c34\u7ba1\u7406<\/strong> \u571f\u58cc\u6c34\u5206\u91cf\u306b\u57fa\u3065\u3044\u305f\u704c\u6f11\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u306b\u3088\u308a\u3001\u5703\u5834\u8a66\u9a13\u3067\u306f\u53ce\u91cf\u3092\u843d\u3068\u3059\u3053\u3068\u306a\u304f\u6c34\u306e\u4f7f\u7528\u91cf\u309220\uff5e35\uff05\u524a\u6e1b\u3059\u308b\u3053\u3068\u306b\u6210\u529f\u3057\u305f\u3002\u3053\u308c\u306f\u3001\u591a\u304f\u306e\u30b5\u30c8\u30a6\u30ad\u30d3\u683d\u57f9\u5730\u57df\u3067\u6de1\u6c34\u306e\u4f9b\u7d66\u304c\u903c\u8feb\u3057\u3066\u3044\u308b\u73fe\u72b6\u306b\u304a\u3044\u3066\u3001\u975e\u5e38\u306b\u91cd\u8981\u306a\u5229\u70b9\u3067\u3042\u308b\u3002.<\/li>\n<li><strong>\u30c8\u30f3\u5f53\u305f\u308a\u306e\u751f\u7523\u30b3\u30b9\u30c8\u306e\u524a\u6e1b<\/strong> \u3053\u308c\u306f\u3001\u4f5c\u7269\u306e\u640d\u5931\u3092\u56de\u907f\u3057\u3001\u6295\u5165\u8cc7\u6750\u306e\u7121\u99c4\u3092\u524a\u6e1b\u3057\u3001\u30eb\u30fc\u30c1\u30f3\u7684\u306a\u5de1\u56de\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u3067\u306f\u306a\u304f\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u305f\u30a2\u30e9\u30fc\u30c8\u306b\u3088\u3063\u3066\u6307\u793a\u3055\u308c\u308b\u3001\u3088\u308a\u52b9\u7387\u7684\u306a\u52b4\u50cd\u529b\u914d\u7f6e\u306e\u7d50\u679c\u3067\u3042\u308b\u3002.<\/li>\n<li><strong>\u65e9\u671f\u8b66\u6212\u30b7\u30b9\u30c6\u30e0<\/strong> \u76ee\u306b\u898b\u3048\u308b\u75c7\u72b6\u304c\u73fe\u308c\u308b2\uff5e3\u9031\u9593\u524d\u306b\u30b9\u30c8\u30ec\u30b9\u306e\u767a\u751f\u3092\u691c\u77e5\u3059\u308b\u3053\u3068\u3067\u3001\u8fb2\u5bb6\u306f\u52b9\u679c\u7684\u306a\u5bfe\u7b56\u3092\u8b1b\u3058\u308b\u5341\u5206\u306a\u6642\u9593\u3092\u78ba\u4fdd\u3067\u304d\u3001\u6f5c\u5728\u7684\u306a\u53ce\u91cf\u640d\u5931\u4e8b\u614b\u3092\u7ba1\u7406\u53ef\u80fd\u306a\u30b9\u30c8\u30ec\u30b9\u4e8b\u8c61\u3078\u3068\u5909\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002.<\/li>\n<li><strong>\u6301\u7d9a\u53ef\u80fd\u6027\u3068\u9577\u671f\u7684\u306a\u56de\u5fa9\u529b\u306e\u5411\u4e0a<\/strong> \u3053\u308c\u3089\u306f\u3001\u6d78\u98df\u3092\u8efd\u6e1b\u3057\u3001\u571f\u58cc\u306e\u5065\u5eb7\u72b6\u614b\u3092\u6700\u9069\u5316\u3057\u3001\u5f93\u6765\u306e\u8fb2\u696d\u304c\u8010\u3048\u3089\u308c\u308b\u7bc4\u56f2\u3088\u308a\u3082\u5e45\u5e83\u3044\u6c17\u5019\u6761\u4ef6\u4e0b\u3067\u53ce\u91cf\u306e\u5b89\u5b9a\u6027\u3092\u7dad\u6301\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u306b\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u307e\u3059\u3002.<\/li>\n<\/ul>\n<h2>\u30b5\u30c8\u30a6\u30ad\u30d3\u306b\u304a\u3051\u308b\u7cbe\u5bc6\u8fb2\u696d\u306e\u8ab2\u984c<\/h2>\n<h3>1. \u30c7\u30fc\u30bf\u7cbe\u5ea6\u3068\u30c7\u30fc\u30bf\u53ef\u7528\u6027\u306e\u30ae\u30e3\u30c3\u30d7<\/h3>\n<p>\u6c17\u5019\u30e2\u30c7\u30eb\u306e\u4fe1\u983c\u6027\u306f\u3001\u305d\u308c\u3092\u8f03\u6b63\u3059\u308b\u305f\u3081\u306e\u30c7\u30fc\u30bf\u5165\u529b\u306e\u4fe1\u983c\u6027\u306b\u5de6\u53f3\u3055\u308c\u308b\u3002\u591a\u304f\u306e\u767a\u5c55\u9014\u4e0a\u56fd\u306e\u30b5\u30c8\u30a6\u30ad\u30d3\u683d\u57f9\u5730\u57df\u3067\u306f\u3001\u904e\u53bb\u306e\u6c17\u5019\u8a18\u9332\u304c\u4e4f\u3057\u304f\u3001\u571f\u58cc\u8abf\u67fb\u3082\u4e0d\u5b8c\u5168\u3067\u3042\u308a\u3001\u8fb2\u5834\u3067\u306e\u53ce\u91cf\u30c7\u30fc\u30bf\u306f\u30c7\u30b8\u30bf\u30eb\u5316\u3055\u308c\u3066\u3044\u306a\u3044\u3002.<\/p>\n<p>\u30bb\u30f3\u30b5\u30fc\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u5b9a\u671f\u7684\u306a\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u306a\u3057\u306b\u8a2d\u7f6e\u3055\u308c\u308b\u3068\u3001\u6642\u9593\u306e\u7d4c\u904e\u3068\u3068\u3082\u306b\u6e2c\u5b9a\u5024\u306b\u305a\u308c\u304c\u751f\u3058\u3001\u672c\u6765\u6539\u5584\u3059\u3079\u304d\u30e2\u30c7\u30eb\u51fa\u529b\u306b\u7cfb\u7d71\u7684\u306a\u8aa4\u5dee\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u7a7a\u9593\u7684\u306a\u30ab\u30d0\u30ec\u30c3\u30b8\u304c\u4e0d\u5341\u5206\u306a\u5834\u5408\uff08\u4f8b\u3048\u3070\u3001200\u30d8\u30af\u30bf\u30fc\u30eb\u306e\u5703\u5834\u30922\u3064\u304b3\u3064\u306e\u30bb\u30f3\u30b5\u30fc\u3067\u8868\u73fe\u3059\u308b\u5834\u5408\uff09\u3001\u7cbe\u5bc6\u8fb2\u696d\u7ba1\u7406\u306e\u672c\u8cea\u3067\u3042\u308b\u5703\u5834\u5185\u306e\u5909\u52d5\u6027\u3092\u6349\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u305b\u3093\u3002.<\/p>\n<h3>2\uff0e\u9ad8\u30b3\u30b9\u30c8\u3068\u30a2\u30af\u30bb\u30b9\u4e0a\u306e\u969c\u58c1<\/h3>\n<p>\u4e2d\u898f\u6a21\u306e\u5546\u696d\u7528\u30b5\u30c8\u30a6\u30ad\u30d3\u8fb2\u5834\u5411\u3051\u306e\u7cbe\u5bc6\u8fb2\u696d\u30b7\u30b9\u30c6\u30e0\u4e00\u5f0f\uff08\u30bb\u30f3\u30b5\u30fc\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u885b\u661f\u901a\u4fe1\u30b5\u30fc\u30d3\u30b9\u3001\u30c9\u30ed\u30fc\u30f3\u6e2c\u91cf\u30b5\u30fc\u30d3\u30b9\u3001\u610f\u601d\u6c7a\u5b9a\u652f\u63f4\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306a\u3069\u3092\u542b\u3080\uff09\u3092\u5c0e\u5165\u3059\u308b\u306b\u306f\u3001\u6570\u4e07\u30c9\u30eb\u306e\u521d\u671f\u6295\u8cc7\u306b\u52a0\u3048\u3001\u7d99\u7d9a\u7684\u306a\u904b\u7528\u30b3\u30b9\u30c8\u304c\u5fc5\u8981\u3068\u306a\u308b\u5834\u5408\u304c\u3042\u308b\u3002.<\/p>\n<p><strong>\u30d6\u30e9\u30b8\u30eb\u307e\u305f\u306f\u30aa\u30fc\u30b9\u30c8\u30e9\u30ea\u30a2\u306e\u5927\u898f\u6a21\u8fb2\u696d\u4f01\u696d\u5411\u3051<\/strong> \u6570\u5343\u30d8\u30af\u30bf\u30fc\u30eb\u306e\u8fb2\u5730\u3092\u7ba1\u7406\u3059\u308b\u3053\u306e\u6295\u8cc7\u306f\u3001\u53ce\u91cf\u4fdd\u8b77\u3068\u6295\u5165\u8cc7\u6750\u306e\u7bc0\u7d04\u3068\u3044\u3046\u70b9\u3067\u7d4c\u6e08\u7684\u306b\u6b63\u5f53\u5316\u3055\u308c\u308b\u3002.<\/p>\n<p><strong>\u5c0f\u898f\u6a21\u30b5\u30c8\u30a6\u30ad\u30d3\u8fb2\u5bb6\u5411\u3051<\/strong> \u30a4\u30f3\u30c9\u3084\u6771\u5357\u30a2\u30b8\u30a2\u3067\u306f\u30012\uff5e5\u30d8\u30af\u30bf\u30fc\u30eb\u306e\u8fb2\u5730\u3092\u7ba1\u7406\u3059\u308b\u5834\u5408\u3001\u5354\u540c\u7d44\u5408\u30e2\u30c7\u30eb\u3001\u653f\u5e9c\u88dc\u52a9\u91d1\u3001\u3042\u308b\u3044\u306f\u591a\u304f\u306e\u5229\u7528\u8005\u306b\u30b3\u30b9\u30c8\u3092\u5206\u6563\u3055\u305b\u308b\u30b5\u30fc\u30d3\u30b9\u30d9\u30fc\u30b9\u306e\u6599\u91d1\u4f53\u7cfb\u304c\u306a\u3051\u308c\u3070\u3001\u30b3\u30b9\u30c8\u9762\u3067\u5927\u304d\u306a\u969c\u58c1\u3068\u306a\u308b\u3002.<\/p>\n<h3>3\uff0e\u6280\u8853\u77e5\u8b58\u3068\u7814\u4fee\u30cb\u30fc\u30ba<\/h3>\n<p>\u7cbe\u5bc6\u8fb2\u696d\u30b7\u30b9\u30c6\u30e0\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3068\u3001\u305d\u308c\u3092\u9069\u5207\u306b\u5c0e\u5165\u3059\u308b\u3053\u3068\u306f\u5168\u304f\u5225\u306e\u554f\u984c\u3067\u3059\u3002\u8a2d\u5b9a\u304c\u4e0d\u5341\u5206\u306a\u30e2\u30c7\u30eb\u3001\u8aa4\u3063\u305f\u571f\u58cc\u30d1\u30e9\u30e1\u30fc\u30bf\u3001\u3042\u308b\u3044\u306f\u672a\u6821\u6b63\u306e\u30bb\u30f3\u30b5\u30fc\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u306f\u3001\u4e00\u898b\u81ea\u4fe1\u306b\u6e80\u3061\u305f\u51fa\u529b\u304c\u5f97\u3089\u308c\u307e\u3059\u304c\u3001\u5b9f\u969b\u306b\u306f\u5168\u304f\u9593\u9055\u3063\u3066\u3044\u307e\u3059\u3002.<\/p>\n<p>\u8fb2\u5b66\u8005\u3084\u8fb2\u5834\u7ba1\u7406\u8005\u306f\u3001\u6280\u8853\u306e\u64cd\u4f5c\u65b9\u6cd5\u3060\u3051\u3067\u306a\u304f\u3001\u30e2\u30c7\u30eb\u306e\u51fa\u529b\u7d50\u679c\u3092\u6279\u5224\u7684\u306b\u89e3\u91c8\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u3082\u8a13\u7df4\u3092\u53d7\u3051\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002\u3064\u307e\u308a\u3001\u4e88\u6e2c\u3055\u308c\u305f\u53ce\u91cf\u5024\u304c\u7cbe\u5ea6\u7bc4\u56f2\u5916\u3067\u3042\u308b\u5834\u5408\u3001\u30bb\u30f3\u30b5\u30fc\u306e\u8aad\u307f\u53d6\u308a\u5024\u304c\u7570\u5e38\u306b\u898b\u3048\u308b\u5834\u5408\u3001\u305d\u3057\u3066\u5730\u57df\u306e\u5703\u5834\u77e5\u8b58\u3092\u30e2\u30c7\u30eb\u306e\u63a8\u5968\u4e8b\u9805\u3088\u308a\u3082\u512a\u5148\u3059\u3079\u304d\u5834\u5408\u3092\u8a8d\u8b58\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002.<\/p>\n<h3>4\uff0e\u6c17\u5019\u306e\u4e0d\u78ba\u5b9f\u6027\u3068\u4e88\u6e2c\u306e\u9650\u754c<\/h3>\n<p>\u6c17\u5019\u30e2\u30c7\u30eb\u306f\u78ba\u7387\u306e\u7bc4\u56f2\u3092\u793a\u3059\u3082\u306e\u3067\u3042\u308a\u3001\u78ba\u5b9f\u6027\u3092\u793a\u3059\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u964d\u6c34\u91cf\u304c\u5e73\u5747\u3092\u4e0b\u56de\u308b\u78ba\u7387\u309270\uff05\u3068\u4e88\u6e2c\u3059\u308b\u5b63\u7bc0\u4e88\u5831\u306f\u300170\uff05\u306e\u78ba\u7387\u3067\u6b63\u3057\u304f\u300130\uff05\u306e\u78ba\u7387\u3067\u9593\u9055\u3063\u3066\u3044\u307e\u3059\u3002.<\/p>\n<p>50\u5e74\u306b\u4e00\u5ea6\u306e\u30b5\u30a4\u30af\u30ed\u30f3\u3084\u6570\u5e74\u306b\u308f\u305f\u308b\u5e72\u3070\u3064\u3068\u3044\u3063\u305f\u6975\u7aef\u306a\u4e8b\u8c61\u306f\u3001\u78ba\u7387\u5206\u5e03\u306e\u4e21\u7aef\u306b\u4f4d\u7f6e\u3057\u3001\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u304c\u6700\u3082\u4f4e\u3044\u9818\u57df\u306b\u5c5e\u3057\u307e\u3059\u3002\u7cbe\u5bc6\u8fb2\u696d\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3059\u308b\u683d\u57f9\u8005\u3084\u8fb2\u5b66\u8005\u306f\u3001\u3053\u308c\u3089\u306e\u7d50\u679c\u3092\u9069\u5207\u306a\u8a8d\u8b58\u8ad6\u7684\u8b19\u865a\u3055\u3092\u3082\u3063\u3066\u53d7\u3051\u6b62\u3081\u3001\u6c7a\u5b9a\u8ad6\u7684\u306a\u4e88\u6e2c\u3067\u306f\u306a\u304f\u3001\u610f\u601d\u6c7a\u5b9a\u652f\u63f4\u30c4\u30fc\u30eb\u3068\u3057\u3066\u6271\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002.<\/p>\n<h2>\u4e8b\u4f8b\u7814\u7a76\u3068\u5b9f\u4e16\u754c\u3078\u306e\u5fdc\u7528<\/h2>\n<h3>1. \u30d6\u30e9\u30b8\u30eb\uff1a\u5927\u9678\u898f\u6a21\u3067\u306e\u7cbe\u5bc6\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0<\/h3>\n<p>\u30d6\u30e9\u30b8\u30eb\u306f\u4e16\u754c\u6700\u5927\u306e\u30b5\u30c8\u30a6\u30ad\u30d3\u751f\u7523\u56fd\u3067\u3042\u308a\u30012024\u5e74\u306b\u306f\u7d047\u51045400\u4e07\u30c8\u30f3\u3092\u751f\u7523\u3057\u305f\u3002\u307e\u305f\u3001\u30b5\u30c8\u30a6\u30ad\u30d3\u683d\u57f9\u306b\u304a\u3051\u308b\u7cbe\u5bc6\u8fb2\u696d\u6280\u8853\u306e\u5c0e\u5165\u306b\u304a\u3044\u3066\u3082\u3001\u4e16\u754c\u3067\u6700\u3082\u5148\u9032\u7684\u306a\u56fd\u3067\u3042\u308b\u3002.<\/p>\n<p>\u30b5\u30f3\u30d1\u30a6\u30ed\u5dde\u3068\u30de\u30c3\u30c8\u30b0\u30ed\u30c3\u30bd\u5dde\u306e\u5927\u898f\u6a21\u8fb2\u696d\u4f01\u696d\u306f\u3001\u885b\u661fNDVI\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3001APSIM\u30d9\u30fc\u30b9\u306e\u4f5c\u7269\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3001\u81ea\u52d5\u6c17\u8c61\u89b3\u6e2c\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u7ba1\u7406\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u690d\u3048\u4ed8\u3051\u30ab\u30ec\u30f3\u30c0\u30fc\u3001,<\/li>\n<li>\u704c\u6f11\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u3001\u304a\u3088\u3073<\/li>\n<li>\u6570\u5341\u4e07\u30d8\u30af\u30bf\u30fc\u30eb\u306b\u53ca\u3076\u53ce\u7a6b\u4f5c\u696d\u306e\u7269\u6d41\u7ba1\u7406\u3002.<\/li>\n<\/ul>\n<p>CSM-SAMUCA\u30e2\u30c7\u30eb\u306f\u3001\u30d6\u30e9\u30b8\u30eb\u306e\u7814\u7a76\u6a5f\u95a2\u306b\u3088\u3063\u3066\u3001IPCC\u306e\u8907\u6570\u306e\u6c17\u5019\u30b7\u30ca\u30ea\u30aa\u306e\u4e0b\u3067\u306e\u53ce\u91cf\u3068\u6e29\u5ba4\u52b9\u679c\u30ac\u30b9\u6392\u51fa\u91cf\u306e\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306b\u7528\u3044\u3089\u308c\u3066\u304a\u308a\u3001\u30b5\u30c8\u30a6\u30ad\u30d3\u683d\u57f9\u9762\u7a4d\u306e\u62e1\u5927\u3084\u30d0\u30a4\u30aa\u71c3\u6599\u751f\u7523\u8a08\u753b\u306b\u95a2\u3059\u308b\u653f\u5e9c\u306e\u653f\u7b56\u306b\u76f4\u63a5\u7684\u306a\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u3066\u3044\u308b\u3002.<\/p>\n<h3>2. \u30a4\u30f3\u30c9\uff1a\u30b9\u30de\u30fc\u30c8\u704c\u6f11\u3068\u5e72\u3070\u3064\u30b9\u30c8\u30ec\u30b9\u4e88\u6e2c<\/h3>\n<p>\u30a4\u30f3\u30c9\u3067\u306f\u5e74\u95934\u51046500\u4e07\u30c8\u30f3\u4ee5\u4e0a\u306e\u30b5\u30c8\u30a6\u30ad\u30d3\u304c\u751f\u7523\u3055\u308c\u3066\u304a\u308a\u3001\u305d\u306e\u5927\u90e8\u5206\u306f\u30a6\u30c3\u30bf\u30eb\u30fb\u30d7\u30e9\u30c7\u30fc\u30b7\u30e5\u5dde\u3001\u30de\u30cf\u30e9\u30b7\u30e5\u30c8\u30e9\u5dde\u3001\u30bf\u30df\u30eb\u30fb\u30ca\u30fc\u30c9\u30a5\u5dde\u306e\u3001\u5929\u6c34\u8fb2\u696d\u3084\u90e8\u5206\u7684\u306a\u704c\u6f11\u3092\u884c\u3046\u5c0f\u898f\u6a21\u8fb2\u5bb6\u306b\u3088\u308b\u3082\u306e\u3067\u3042\u308b\u3002.<\/p>\n<p>\u30de\u30cf\u30e9\u30b7\u30e5\u30c8\u30e9\u5dde\u3067\u5b9f\u65bd\u3055\u308c\u3066\u3044\u308b\u653f\u5e9c\u652f\u63f4\u306e\u7cbe\u5bc6\u8fb2\u696d\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u306f\u3001\u571f\u58cc\u6c34\u5206\u30bb\u30f3\u30b5\u30fc\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u6c17\u8c61\u60c5\u5831\u306b\u57fa\u3065\u304f\u52a9\u8a00\u30b7\u30b9\u30c6\u30e0\u3092\u8a66\u9a13\u7684\u306b\u5c0e\u5165\u3057\u3001\u30bb\u30f3\u30b5\u30fc\u3092\u5168\u9762\u7684\u306b\u8a2d\u7f6e\u3059\u308b\u306b\u306f\u5703\u5834\u304c\u5c0f\u3055\u3059\u304e\u308b\u5c0f\u898f\u6a21\u8fb2\u5bb6\u306b\u5bfe\u3057\u3001SMS\u306b\u3088\u308b\u704c\u6f11\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u306e\u63a8\u5968\u4e8b\u9805\u3092\u63d0\u4f9b\u3057\u3066\u3044\u308b\u3002.<\/p>\n<p>Sentinel-2\u885b\u661f\u753b\u50cf\u304b\u3089\u306eNDVI\u7570\u5e38\u5024\u3092\u5229\u7528\u3057\u305f\u3001\u4f5c\u4ed8\u3051\u521d\u671f\u306e\u5e72\u3070\u3064\u30b9\u30c8\u30ec\u30b9\u691c\u51fa\u306b\u3088\u308a\u3001\u5730\u533a\u8fb2\u696d\u4e8b\u52d9\u6240\u306f\u4f5c\u7269\u304c\u53ce\u91cf\u4f4e\u4e0b\u306e\u95be\u5024\u306b\u9054\u3059\u308b\u524d\u306b\u6c34\u4e0d\u8db3\u5730\u57df\u3092\u7279\u5b9a\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u6700\u3082\u8106\u5f31\u306a\u5730\u57df\u3078\u306e\u7684\u3092\u7d5e\u3063\u305f\u7dca\u6025\u704c\u6f11\u652f\u63f4\u304c\u53ef\u80fd\u306b\u306a\u3063\u305f\u3002.<\/p>\n<h3>3. \u30aa\u30fc\u30b9\u30c8\u30e9\u30ea\u30a2\uff1a\u885b\u661f\u753b\u50cf\u306b\u57fa\u3065\u304f\u53ce\u91cf\u4e88\u6e2c<\/h3>\n<p>\u30af\u30a4\u30fc\u30f3\u30ba\u30e9\u30f3\u30c9\u5dde\u6cbf\u5cb8\u90e8\u3068\u30cb\u30e5\u30fc\u30b5\u30a6\u30b9\u30a6\u30a7\u30fc\u30eb\u30ba\u5dde\u5317\u90e8\u306b\u304a\u3051\u308b\u30b5\u30c8\u30a6\u30ad\u30d3\u751f\u7523\u306f\u3001\u6c17\u6e29\u4e0a\u6607\u3068\u964d\u96e8\u306e\u5b63\u7bc0\u6027\u306e\u5909\u5316\u3068\u3044\u3046\u3001\u307e\u3059\u307e\u3059\u5f37\u307e\u308b\u6c17\u5019\u5909\u52d5\u306e\u5727\u529b\u306b\u3055\u3089\u3055\u308c\u3066\u3044\u308b\u3002\u3053\u306e\u5730\u57df\u306e\u6c17\u5019\u4e88\u6e2c\u3067\u306f\u3001\u9ad8\u6392\u51fa\u30b7\u30ca\u30ea\u30aa\u306e\u4e0b\u3067\u306f\u3001\u6c17\u6e29\u306f2059\u5e74\u307e\u3067\u306b\u7d041.7\u2103\u30012099\u5e74\u307e\u3067\u306b\u7d043.4\u2103\u4e0a\u6607\u3057\u3001\u964d\u96e8\u91cf\u306f\u540c\u6642\u671f\u306b3\uff5e11.5\uff05\u6e1b\u5c11\u3059\u308b\u3068\u3055\u308c\u3066\u3044\u308b\u3002.<\/p>\n<p>\u30aa\u30fc\u30b9\u30c8\u30e9\u30ea\u30a2\u306e\u7814\u7a76\u6a5f\u95a2\u306f\u3001\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u30e2\u30c7\u30eb\u3001\u7279\u306bAPSIM-Sugarcane\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u7528\u3044\u3066\u3001\u6e29\u6696\u5316\u306b\u3088\u3063\u3066\u4e00\u90e8\u306e\u8fb2\u5bb6\u304c2\u5e74\u5468\u671f\u306e\u4f5c\u4ed8\u3051\u304b\u30891\u5e74\u5468\u671f\u306b\u79fb\u884c\u3067\u304d\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u3001\u305d\u308c\u306b\u3088\u3063\u30661\u30d8\u30af\u30bf\u30fc\u30eb\u5f53\u305f\u308a\u306e\u5e74\u9593\u53ce\u91cf\u304c\u5897\u52a0\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3068\u4e88\u6e2c\u3057\u3066\u3044\u308b\u3002\u305f\u3060\u3057\u3001\u3053\u308c\u306f\u4e88\u6e2c\u3055\u308c\u308b\u964d\u96e8\u91cf\u306e\u6e1b\u5c11\u3092\u88dc\u3046\u9069\u5207\u306a\u704c\u6f11\u30a4\u30f3\u30d5\u30e9\u304c\u6574\u5099\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u306b\u9650\u3089\u308c\u308b\u3002.<\/p>\n<p>\u885b\u661f\u3092\u5229\u7528\u3057\u305f\u76e3\u8996\u30b7\u30b9\u30c6\u30e0\u3068\u88fd\u7c89\u6240\u3067\u306e\u53ce\u91cf\u8a18\u9332\u3092\u7d71\u5408\u3057\u305f\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u73fe\u5728\u30af\u30a4\u30fc\u30f3\u30ba\u30e9\u30f3\u30c9\u5dde\u306e\u5927\u898f\u6a21\u5546\u696d\u683d\u57f9\u696d\u8005\u306b\u3088\u3063\u3066\u65e5\u5e38\u7684\u306b\u4f7f\u7528\u3055\u308c\u3066\u304a\u308a\u3001\u53ce\u7a6b\u524d\u306e\u30e2\u30c7\u30eb\u4e88\u6e2c\u3092\u5b9f\u969b\u306e\u5727\u643e\u30c7\u30fc\u30bf\u3068\u6bd4\u8f03\u691c\u8a3c\u3057\u3001\u30e2\u30c7\u30eb\u306e\u8f03\u6b63\u3092\u7d99\u7d9a\u7684\u306b\u6539\u5584\u3059\u308b\u305f\u3081\u306b\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b\u3002.<\/p>\n<h2>\u30b5\u30c8\u30a6\u30ad\u30d3\u306e\u6c17\u5019\u5909\u52d5\u9069\u5fdc\u306b\u5411\u3051\u305f\u7cbe\u5bc6\u8fb2\u696d\u306e\u5c06\u6765\u52d5\u5411<\/h2>\n<p>\u30b5\u30c8\u30a6\u30ad\u30d3\u683d\u57f9\u306b\u304a\u3051\u308b\u6b21\u4e16\u4ee3\u306e\u7cbe\u5bc6\u8fb2\u696d\u30c4\u30fc\u30eb\u306f\u3001\u8907\u6570\u306e\u4e26\u884c\u3057\u305f\u7d4c\u8def\u3067\u958b\u767a\u304c\u9032\u3081\u3089\u308c\u3066\u3044\u308b\u3002\u30bb\u30f3\u30b5\u30fc\u3001\u30e2\u30c7\u30eb\u3001\u6a5f\u68b0\u304c\u6700\u5c0f\u9650\u306e\u4eba\u7684\u4ecb\u5165\u3067\u7d99\u7d9a\u7684\u306a\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u30eb\u30fc\u30d7\u306e\u4e2d\u3067\u52d5\u4f5c\u3059\u308b\u3001AI\u99c6\u52d5\u578b\u306e\u81ea\u5f8b\u578b\u5703\u5834\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u5b9f\u9a13\u6bb5\u968e\u304b\u3089\u5927\u898f\u6a21\u8fb2\u5834\u3067\u306e\u521d\u671f\u5546\u7528\u5c55\u958b\u3078\u3068\u79fb\u884c\u3057\u3064\u3064\u3042\u308b\u3002.<\/p>\n<p>\u3053\u308c\u3089\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u7cbe\u5bc6\u8fb2\u696d\u306e\u8003\u3048\u65b9\u3092\u704c\u6f11\u3084\u65bd\u80a5\u3060\u3051\u3067\u306a\u304f\u3001\u53ce\u7a6b\u6642\u671f\u3001\u54c1\u7a2e\u9078\u5b9a\u3001\u682a\u51fa\u3057\u7ba1\u7406\u306b\u3082\u9069\u7528\u3057\u3001\u3059\u3079\u3066\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u6c17\u5019\u30c7\u30fc\u30bf\u3068\u4e88\u6e2c\u53ce\u91cf\u30e2\u30c7\u30eb\u306b\u57fa\u3065\u3044\u3066\u884c\u308f\u308c\u308b\u3002.<\/p>\n<blockquote><p>\u30b5\u30c8\u30a6\u30ad\u30d3\u683d\u57f9\u306e\u672a\u6765\u306f\u3001\u8fb2\u5bb6\u304c\u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u306e\u30a2\u30d7\u30ea\u3067\u30a2\u30c9\u30d0\u30a4\u30b9\u3092\u6c42\u3081\u308b\u3088\u3046\u306a\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u6c17\u5019\u30c7\u30fc\u30bf\u304c\u5927\u6c17\u304b\u3089\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3001\u704c\u6f11\u30d0\u30eb\u30d6\u3078\u3068\u7d99\u7d9a\u7684\u306b\u6d41\u308c\u3001\u4eba\u9593\u306e\u5c02\u9580\u77e5\u8b58\u304c\u904b\u7528\u30ec\u30d9\u30eb\u3067\u306f\u306a\u304f\u6226\u7565\u30ec\u30d9\u30eb\u3067\u6d3b\u7528\u3055\u308c\u308b\u3001\u5b8c\u5168\u306b\u7d71\u5408\u3055\u308c\u305f\u30b7\u30b9\u30c6\u30e0\u3068\u306a\u308b\u3060\u308d\u3046\u3002.<\/p><\/blockquote>\n<p>\u9ad8\u5bc6\u5ea6\u30bb\u30f3\u30b5\u30fc\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u77ed\u8ddd\u96e2\u5927\u6c17\u30e2\u30c7\u30eb\u3092\u7528\u3044\u3066\u3001\u5703\u5834\u30ec\u30d9\u30eb\u306e\u6c17\u8c61\u72b6\u6cc1\u30922\uff5e4\u6642\u9593\u5148\u306e\u6642\u70b9\u3067\u4e88\u6e2c\u3059\u308b\u8d85\u5c40\u5730\u7684\u306a\u6c17\u8c61\u4e88\u6e2c\u306f\u3001\u704c\u6f11\u3084\u6563\u5e03\u4f5c\u696d\u306b\u304a\u3051\u308b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u610f\u601d\u6c7a\u5b9a\u3092\u5287\u7684\u306b\u6539\u5584\u3059\u308b\u3060\u308d\u3046\u3002.<\/p>\n<p>\u30d6\u30ed\u30c3\u30af\u30c1\u30a7\u30fc\u30f3\u3092\u57fa\u76e4\u3068\u3057\u305f\u8fb2\u696d\u30c7\u30fc\u30bf\u7ba1\u7406\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u7cbe\u5bc6\u8fb2\u696d\u30b7\u30b9\u30c6\u30e0\u304c\u751f\u6210\u3059\u308b\u3001\u5b89\u5168\u3067\u6539\u3056\u3093\u4e0d\u53ef\u80fd\u306a\u53ce\u91cf\u304a\u3088\u3073\u6295\u5165\u91cf\u306e\u8a18\u9332\u3092\u63d0\u4f9b\u3057\u59cb\u3081\u3066\u304a\u308a\u3001\u5703\u5834\u304b\u3089\u88fd\u7cd6\u5de5\u5834\u307e\u3067\u306e\u30c8\u30ec\u30fc\u30b5\u30d3\u30ea\u30c6\u30a3\u3092\u53ef\u80fd\u306b\u3057\u3001\u6301\u7d9a\u53ef\u80fd\u306a\u65b9\u6cd5\u3067\u751f\u7523\u3055\u308c\u305f\u30b5\u30c8\u30a6\u30ad\u30d3\u306e\u30d7\u30ec\u30df\u30a2\u30e0\u5e02\u5834\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3092\u652f\u63f4\u3057\u3066\u3044\u308b\u3002.<\/p>\n<p>\u518d\u751f\u578b\u8fb2\u696d\u306e\u624b\u6cd5\uff08\u88ab\u8986\u4f5c\u7269\u306e\u683d\u57f9\u3001\u6700\u5c0f\u8015\u8d77\u3001\u751f\u7269\u5b66\u7684\u571f\u58cc\u7ba1\u7406\u306a\u3069\uff09\u306f\u3001\u7cbe\u5bc6\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306b\u307e\u3059\u307e\u3059\u7d71\u5408\u3055\u308c\u3064\u3064\u3042\u308a\u3001\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u571f\u58cc\u70ad\u7d20\u3084\u5fae\u751f\u7269\u306e\u5065\u5eb7\u72b6\u614b\u3092\u5f93\u6765\u306e\u53ce\u91cf\u6307\u6a19\u3068\u4f75\u305b\u3066\u76e3\u8996\u3057\u3066\u3044\u308b\u3002.<\/p>\n<h2>\u8fb2\u5bb6\u3084\u8fb2\u696d\u95a2\u9023\u4f01\u696d\u304c\u7cbe\u5bc6\u8fb2\u696d\u3092\u5c0e\u5165\u3059\u308b\u969b\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<\/h2>\n<p>\u7cbe\u5bc6\u8fb2\u696d\u3092\u52b9\u679c\u7684\u306b\u5c0e\u5165\u3059\u308b\u306b\u306f\u3001\u6280\u8853\u3092\u4e00\u6589\u306b\u5c0e\u5165\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u6bb5\u968e\u7684\u304b\u3064\u6226\u7565\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u5fc5\u8981\u3067\u3059\u3002\u4ee5\u4e0b\u306e\u624b\u9806\u306f\u3001\u5546\u696d\u7528\u30b5\u30c8\u30a6\u30ad\u30d3\u683d\u57f9\u306b\u304a\u3044\u3066\u6700\u3082\u52b9\u679c\u7684\u306a\u5c0e\u5165\u7d4c\u8def\u3092\u793a\u3057\u305f\u3082\u306e\u3067\u3059\u3002<\/p>\n<p style=\"padding-left: 40px\"><strong>1. \u9ad8\u54c1\u8cea\u306e\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u30c7\u30fc\u30bf\u304b\u3089\u59cb\u3081\u307e\u3057\u3087\u3046\u3002.<\/strong> \u30bb\u30f3\u30b5\u30fc\u3084\u30e2\u30c7\u30eb\u3092\u5c0e\u5165\u3059\u308b\u524d\u306b\u3001\u8fb2\u5834\u5168\u4f53\u306e\u571f\u58cc\u306e\u8cea\u611f\u3001pH\u3001\u6709\u6a5f\u7269\u542b\u6709\u91cf\u3001\u6392\u6c34\u533a\u5206\u3092\u30de\u30c3\u30d4\u30f3\u30b0\u3059\u308b\u5305\u62ec\u7684\u306a\u571f\u58cc\u8abf\u67fb\u3092\u5b9f\u65bd\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u3053\u306e\u7a7a\u9593\u7684\u306a\u571f\u58cc\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u306f\u3001\u305d\u306e\u5f8c\u306e\u3059\u3079\u3066\u306e\u30e2\u30c7\u30eb\u30ec\u30a4\u30e4\u30fc\u306e\u57fa\u790e\u3068\u306a\u308b\u3082\u306e\u3067\u3042\u308a\u3001\u571f\u58cc\u30c7\u30fc\u30bf\u306e\u4e0d\u5099\u306f\u30e2\u30c7\u30eb\u306e\u30ad\u30e3\u30ea\u30d6\u30ec\u30fc\u30b7\u30e7\u30f3\u8aa4\u5dee\u306e\u6700\u3082\u4e00\u822c\u7684\u306a\u539f\u56e0\u3067\u3059\u3002.<\/p>\n<p style=\"padding-left: 40px\"><strong>2. \u30bb\u30f3\u30b5\u30fc\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u9069\u5207\u306a\u5bc6\u5ea6\u3067\u5c55\u958b\u3059\u308b\u3002.<\/strong> \u571f\u58cc\u30b9\u30c8\u30ec\u30b9\u3092\u78ba\u5b9f\u306b\u691c\u51fa\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u571f\u58cc\u7ba1\u7406\u533a\u57df\u3054\u3068\u306b\u6700\u4f4e1\u3064\u306e\u571f\u58cc\u6c34\u5206\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u30b9\u30c6\u30fc\u30b7\u30e7\u30f3\u304c\u5fc5\u8981\u3067\u3059\u3002\u30b3\u30b9\u30c8\u524a\u6e1b\u306e\u305f\u3081\u306b\u30bb\u30f3\u30b5\u30fc\u306e\u8a2d\u7f6e\u6570\u3092\u6e1b\u3089\u3059\u3053\u3068\u306f\u3001\u7a7a\u9593\u7684\u306b\u5e73\u5747\u7684\u306a\u6e2c\u5b9a\u5024\u3057\u304b\u5f97\u3089\u308c\u305a\u3001\u30b7\u30b9\u30c6\u30e0\u304c\u6349\u3048\u3088\u3046\u3068\u3057\u3066\u3044\u308b\u5703\u5834\u5185\u306e\u5909\u52d5\u3092\u898b\u9003\u3057\u3066\u3057\u307e\u3046\u305f\u3081\u3001\u8aa4\u3063\u305f\u7bc0\u7d04\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002.<\/p>\n<p style=\"padding-left: 40px\"><strong>3. \u5730\u57df\u56fa\u6709\u306e\u77e5\u8b58\u3092\u30e2\u30c7\u30eb\u306e\u51fa\u529b\u3068\u7d71\u5408\u3059\u308b\u3002.<\/strong> \u7d4c\u9a13\u8c4a\u5bcc\u306a\u683d\u57f9\u8fb2\u5bb6\u3084\u5730\u5143\u306e\u8fb2\u5b66\u8005\u305f\u3061\u306f\u3001\u6392\u6c34\u306e\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u3001\u5fae\u6c17\u5019\u30d1\u30bf\u30fc\u30f3\u3001\u5bb3\u866b\u306e\u767a\u751f\u30b5\u30a4\u30af\u30eb\u306a\u3069\u3001\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u307e\u3060\u89b3\u6e2c\u3055\u308c\u3066\u3044\u306a\u3044\u73fe\u5834\u7279\u6709\u306e\u77e5\u8b58\u3092\u4f55\u5341\u5e74\u306b\u3082\u308f\u305f\u3063\u3066\u84c4\u7a4d\u3057\u3066\u304d\u305f\u3002\u3053\u306e\u6697\u9ed9\u77e5\u306f\u3001\u5c0e\u5165\u5f8c\u6700\u521d\u306e1\uff5e2\u30b7\u30fc\u30ba\u30f3\u306b\u304a\u3051\u308b\u30e2\u30c7\u30eb\u51fa\u529b\u306e\u76f8\u4e92\u691c\u8a3c\u3084\u3001\u30e2\u30c7\u30eb\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u518d\u8abf\u6574\u304c\u5fc5\u8981\u3067\u3042\u308b\u3053\u3068\u3092\u793a\u5506\u3059\u308b\u7570\u5e38\u5024\u306e\u691c\u51fa\u306b\u6d3b\u7528\u3055\u308c\u308b\u3079\u304d\u3067\u3042\u308b\u3002.<\/p>\n<p style=\"padding-left: 40px\"><strong>4\uff0e\u6c17\u5019\u306e\u7d99\u7d9a\u7684\u306a\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3092\u5b9f\u65bd\u3059\u308b\u3002.<\/strong> \u7cbe\u5bc6\u8fb2\u696d\u30b7\u30b9\u30c6\u30e0\u306e\u4fa1\u5024\u306f\u3001\u6642\u9593\u3068\u3068\u3082\u306b\u84c4\u7a4d\u3055\u308c\u3066\u3044\u304f\u3002\u8907\u6570\u5e74\u306b\u308f\u305f\u308b\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306f\u6c17\u5019\u5909\u52d5\u306b\u8d77\u56e0\u3059\u308b\u53ce\u91cf\u7570\u5e38\u3092\u901a\u5e38\u306e\u5b63\u7bc0\u5909\u52d5\u304b\u3089\u533a\u5225\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u5730\u57df\u3054\u3068\u306e\u8f03\u6b63\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u5145\u5b9f\u3059\u308b\u306b\u3064\u308c\u3066\u4e88\u6e2c\u7cbe\u5ea6\u304c\u5411\u4e0a\u3059\u308b\u3002.<\/p>\n<p style=\"padding-left: 40px\"><strong>4\uff0e\u62e1\u5f35\u6027\u304c\u9ad8\u304f\u3001\u660e\u78ba\u306a\u62e1\u5f35\u7d4c\u8def\u3092\u5099\u3048\u305f\u30c4\u30fc\u30eb\u306b\u6295\u8cc7\u3059\u308b\u3002.<\/strong> \u5c0f\u898f\u6a21\u306a\u4e8b\u696d\u306e\u5834\u5408\u3001\u885b\u661fNDVI\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3068\u5358\u4e00\u306e\u81ea\u52d5\u6c17\u8c61\u89b3\u6e2c\u30b9\u30c6\u30fc\u30b7\u30e7\u30f3\u304b\u3089\u59cb\u307e\u308b\u30a8\u30f3\u30c8\u30ea\u30fc\u30ec\u30d9\u30eb\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u521d\u65e5\u304b\u3089\u672c\u683c\u7684\u306a\u30bb\u30f3\u30b5\u30fc\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3078\u306e\u6295\u8cc7\u3092\u5fc5\u8981\u3068\u305b\u305a\u3001\u3059\u3050\u306b\u4fa1\u5024\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u683d\u57f9\u8005\u306f\u3001\u521d\u671f\u5c0e\u5165\u306b\u3088\u308b\u6295\u8cc7\u53ce\u76ca\u7387\u304c\u5b9f\u8a3c\u3055\u308c\u308b\u306b\u3064\u308c\u3066\u3001\u30bb\u30f3\u30b5\u30fc\u5bc6\u5ea6\u3068\u30e2\u30c7\u30eb\u306e\u9ad8\u5ea6\u5316\u3092\u6bb5\u968e\u7684\u306b\u62e1\u5f35\u3067\u304d\u307e\u3059\u3002.<\/p>\n<h2>\u7d50\u8ad6<\/h2>\n<p>\u6c17\u5019\u5909\u52d5\u306f\u30b5\u30c8\u30a6\u30ad\u30d3\u683d\u57f9\u306b\u3068\u3063\u3066\u5c06\u6765\u306e\u30ea\u30b9\u30af\u3067\u306f\u306a\u304f\u3001\u3059\u3067\u306b\u53ce\u91cf\u6e1b\u5c11\u3001\u6295\u5165\u30b3\u30b9\u30c8\u5897\u52a0\u3001\u305d\u3057\u3066\u4e3b\u8981\u751f\u7523\u5730\u57df\u5168\u4f53\u3067\u751f\u80b2\u671f\u9593\u306e\u77ed\u7e2e\u3092\u5f15\u304d\u8d77\u3053\u3057\u3066\u3044\u308b\u73fe\u72b6\u3067\u3059\u3002\u7cbe\u5bc6\u8fb2\u696d\u306f\u3001\u74b0\u5883\u306e\u8907\u96d1\u3055\u3092\u5b9f\u7528\u7684\u306a\u8fb2\u696d\u60c5\u5831\u306b\u5909\u63db\u3059\u308b\u3053\u3068\u3067\u3001\u6c17\u5019\u5909\u52d5\u304c\u30b5\u30c8\u30a6\u30ad\u30d3\u306e\u53ce\u91cf\u306b\u53ca\u307c\u3059\u5f71\u97ff\u3092\u30e2\u30c7\u30eb\u5316\u3057\u307e\u3059\u3002.<\/p>\n<p>\u6c17\u6e29\u7570\u5e38\u306b\u5bfe\u3059\u308b\u751f\u7269\u5b66\u7684\u53cd\u5fdc\u3092\u4e88\u6e2c\u3059\u308b\u4f5c\u7269\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3001\u6570\u5341\u5e74\u306b\u308f\u305f\u308b\u53ce\u91cf\u3068\u6c17\u5019\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3057\u3066\u53ce\u7a6b\u524d\u306e\u4e88\u6e2c\u3092\u884c\u3046\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3001\u3042\u308b\u3044\u306f\u8449\u306b\u75c7\u72b6\u304c\u73fe\u308c\u308b\u524d\u306b\u6839\u570f\u306e\u6c34\u5206\u30b9\u30c8\u30ec\u30b9\u3092\u691c\u77e5\u3059\u308bIoT\u30bb\u30f3\u30b5\u30fc\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306a\u3069\u3001\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u306f\u683d\u57f9\u8005\u306b\u6c17\u5019\u30ea\u30b9\u30af\u3092\u305f\u3060\u5438\u53ce\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u305d\u308c\u306b\u5bfe\u51e6\u3059\u308b\u80fd\u529b\u3092\u4e0e\u3048\u308b\u3002\u3057\u304b\u3057\u3001\u305d\u306e\u65b9\u5411\u6027\u306f\u660e\u78ba\u3060\u3002.<\/p>\n<p>\u7cbe\u5bc6\u8fb2\u696d\u30c4\u30fc\u30eb\u304c\u3088\u308a\u624b\u9803\u306a\u4fa1\u683c\u306b\u306a\u308a\u3001\u3088\u308a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5316\u3055\u308c\u3001\u3088\u308a\u6b63\u78ba\u306b\u306a\u308b\u306b\u3064\u308c\u3066\u3001\u6c17\u5019\u5909\u52d5\u306b\u914d\u616e\u3057\u305f\u30b5\u30c8\u30a6\u30ad\u30d3\u751f\u7523\u306f\u3001\u5927\u624b\u8fb2\u696d\u4f01\u696d\u304c\u6301\u3064\u7af6\u4e89\u4e0a\u306e\u512a\u4f4d\u6027\u304b\u3089\u3001\u5546\u696d\u8fb2\u5bb6\u3068\u5c0f\u898f\u6a21\u8fb2\u5bb6\u306e\u4e21\u65b9\u306b\u3068\u3063\u3066\u306e\u6a19\u6e96\u7684\u306a\u904b\u55b6\u30e2\u30c7\u30eb\u3078\u3068\u79fb\u884c\u3057\u3066\u3044\u304f\u3067\u3057\u3087\u3046\u3002.<\/p>","protected":false},"excerpt":{"rendered":"<p>\u7cbe\u5bc6\u8fb2\u696d\u30e2\u30c7\u30eb\u306f\u3001\u885b\u661f\u753b\u50cf\u3001IoT\u30bb\u30f3\u30b5\u30fc\u3001\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3001\u4f5c\u7269\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u5358\u4e00\u306e\u30e2\u30c7\u30eb\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u6c17\u5019\u5909\u52d5\u304c\u30b5\u30c8\u30a6\u30ad\u30d3\u306e\u53ce\u7a6b\u91cf\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u3092\u5206\u6790\u3057\u307e\u3059\u3002<\/p>","protected":false},"author":210157960,"featured_media":13271,"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"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This site is optimized with the Yoast SEO plugin v28.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Precision Agriculture and Climate Modeling in Sugarcane Farming - GeoPard Agriculture<\/title>\n<meta name=\"description\" content=\"Precision agriculture models climate change impact on sugarcane by combining satellite imagery, IoT sensors, machine learning algorithms.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/geopard.tech\/jp\/\u30d6\u30ed\u30b0\/\u30b5\u30c8\u30a6\u30ad\u30d3\u683d\u57f9\u306b\u304a\u3051\u308b\u7cbe\u5bc6\u8fb2\u696d\u3068\u6c17\u5019\u30e2\u30c7\u30ea\u30f3\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Precision Agriculture and Climate Modeling in Sugarcane Farming - GeoPard Agriculture\" \/>\n<meta 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