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Survey\uff09\u306a\u3069\u3067\u3042\u308b\u3002\u30be\u30fc\u30f3\u3092\u7279\u5b9a\u3059\u308b\u306b\u306f\u3001\u3053\u308c\u3089\u306e\u30ec\u30a4\u30e4\u30fc\u3092\u91cd\u306d\u5408\u308f\u305b\u305f\u308a\u3001\u6a5f\u68b0\u5b66\u7fd2\u624b\u6cd5\uff08\u30c7\u30fc\u30bf\u306e\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\uff09\u3092\u7528\u3044\u3066\u5747\u8cea\u306a\u9818\u57df\u3092\u5b9a\u7fa9\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u3042\u308b\u3002.<\/p>\n<p>\u30be\u30fc\u30f3\u7ba1\u7406\u306f\u3001\u5703\u5834\u5168\u4f53\u3092\u5747\u4e00\u306b\u7ba1\u7406\u3059\u308b\u5834\u5408\u306b\u6bd4\u3079\u3066\u91cd\u8981\u306a\u5229\u70b9\u304c\u3042\u308a\u307e\u3059\u3002\u5703\u5834\u5168\u4f53\uff08\u5747\u4e00\uff09\u7ba1\u7406\u3067\u306f\u3001\u6295\u5165\u8cc7\u6750\u304c\u5747\u7b49\u306b\u6563\u5e03\u3055\u308c\u308b\u305f\u3081\u3001\u80a5\u6599\u304c\u904e\u5270\u306b\u65bd\u7528\u3055\u308c\u308b\u5834\u6240\uff08\u7121\u99c4\u304c\u591a\u304f\u3001\u74b0\u5883\u6c5a\u67d3\u306e\u539f\u56e0\u3068\u306a\u308b\uff09\u3068\u3001\u4e0d\u8db3\u3059\u308b\u5834\u6240\uff08\u53ce\u91cf\u640d\u5931\u306e\u539f\u56e0\u3068\u306a\u308b\uff09\u304c\u751f\u3058\u307e\u3059\u3002\u3053\u308c\u306b\u5bfe\u3057\u3001\u30be\u30fc\u30f3\u7ba1\u7406\u3067\u306f\u300c\u6295\u5165\u8cc7\u6750\u306e\u5229\u7528\u52b9\u7387\u3092\u6700\u9069\u5316\u300d\u3057\u3001\u300c\u5316\u5b66\u80a5\u6599\u3001\u7a2e\u5b50\u3001\u6c34\u3001\u305d\u306e\u4ed6\u306e\u6295\u5165\u8cc7\u6750\u306e\u5168\u4f53\u7684\u306a\u4f7f\u7528\u91cf\u3092\u524a\u6e1b\u300d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u5fc5\u8981\u306a\u30be\u30fc\u30f3\u306b\u9069\u5207\u306a\u91cf\u306e\u80a5\u6599\u3092\u65bd\u7528\u3057\u3001\u65e2\u306b\u80a5\u6c83\u306a\u5834\u6240\u306b\u7121\u99c4\u306b\u65bd\u7528\u3057\u306a\u3044\u3053\u3068\u3067\u3001\u80a5\u6599\u5229\u7528\u52b9\u7387\u304c\u5411\u4e0a\u3057\u3001\u30b3\u30b9\u30c8\u524a\u6e1b\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002.<\/p>\n<p><img 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alt=\"\u7ba1\u7406\u533a\u57df\u306e\u6982\u5ff5\u7684\u67a0\u7d44\u307f\" width=\"810\" height=\"810\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Conceptual-Framework-of-Management-Zones.webp?w=1024&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Conceptual-Framework-of-Management-Zones.webp?resize=300%2C300&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Conceptual-Framework-of-Management-Zones.webp?resize=150%2C150&amp;ssl=1 150w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Conceptual-Framework-of-Management-Zones.webp?resize=768%2C768&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Conceptual-Framework-of-Management-Zones.webp?resize=12%2C12&amp;ssl=1 12w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Conceptual-Framework-of-Management-Zones.webp?resize=120%2C120&amp;ssl=1 120w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p>\u7814\u7a76\u306b\u3088\u3063\u3066\u3053\u308c\u3089\u306e\u5229\u70b9\u304c\u88cf\u4ed8\u3051\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u3042\u308b\u696d\u754c\u5206\u6790\u306b\u3088\u308b\u3068\u3001\u7cbe\u5bc6\u8fb2\u696d\u6280\u8853\uff08\u30be\u30fc\u30f3\u30d9\u30fc\u30b9\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u542b\u3080\uff09\u306f\u3001\u4f5c\u7269\u306e\u751f\u7523\u6027\u3092\u7d045%\u5411\u4e0a\u3055\u305b\u308b\u3068\u540c\u6642\u306b\u3001\u80a5\u6599\u306e\u4f7f\u7528\u91cf\u3092\u7d048%\u3001\u9664\u8349\u5264\u306e\u4f7f\u7528\u91cf\u3092\u7d049%\u3001\u6c34\u3092\u7d045%\u3001\u71c3\u6599\u3092\u7d047%\u524a\u6e1b\u3067\u304d\u308b\u3068\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30be\u30fc\u30f3\u7ba1\u7406\u306f\u3001\u6804\u990a\u7d20\u306e\u6d41\u51fa\u3092\u6e1b\u3089\u3059\u3053\u3068\u3067\u6c34\u8cea\u3068\u571f\u58cc\u306e\u5065\u5eb7\u3092\u5b88\u308b\u306e\u306b\u3082\u5f79\u7acb\u3061\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u571f\u58cc\u306e\u7dbf\u5bc6\u306a\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3068\u53ef\u5909\u65bd\u80a5\u306f\u3001\u785d\u9178\u5869\u306e\u5730\u4e0b\u6c34\u3078\u306e\u6d78\u51fa\u3092\u6e1b\u3089\u3057\u307e\u3059\u3002.<\/p>\n<p>\u7dcf\u3058\u3066\u3001\u7ba1\u7406\u30be\u30fc\u30f3\u306f\u8907\u96d1\u306a\u5703\u5834\u5185\u306e\u3070\u3089\u3064\u304d\u3092\u3001\u5b9f\u884c\u53ef\u80fd\u306a\u5358\u4f4d\u3078\u3068\u5909\u63db\u3057\u307e\u3059\u3002\u660e\u78ba\u306b\u5b9a\u7fa9\u3055\u308c\u305f\u30be\u30fc\u30f3\u306f\u3001\u6642\u9593\u306e\u7d4c\u904e\u3068\u3068\u3082\u306b\u540c\u69d8\u306e\u6319\u52d5\u3092\u793a\u3057\uff08\u300c\u8907\u6570\u5e74\u306b\u308f\u305f\u3063\u3066\u540c\u3058\u53ce\u91cf\u50be\u5411\u3092\u793a\u3059\u300d\uff09\u3001\u6295\u5165\u8cc7\u6750\u306b\u5bfe\u3057\u3066\u3082\u540c\u69d8\u306e\u53cd\u5fdc\u3092\u793a\u3059\u306f\u305a\u3067\u3059\u3002\u5bfe\u7167\u7684\u306b\u3001\u5747\u4e00\u306a\u7ba1\u7406\u3067\u306f\u3001\u5703\u5834\u306e\u3070\u3089\u3064\u304d\u3068\u3044\u3046\u300c\u771f\u5b9f\u300d\u304c\u7121\u8996\u3055\u308c\u307e\u3059\u3002\u30be\u30fc\u30f3\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u8fb2\u5bb6\u306f\u5404\u30be\u30fc\u30f3\u306e\u6f5c\u5728\u80fd\u529b\u306b\u5408\u308f\u305b\u305f\u51e6\u65b9\u30de\u30c3\u30d7\uff08\u53ef\u5909\u65bd\u80a5\u8a08\u753b\uff09\u3092\u4f5c\u6210\u3067\u304d\u3001\u53ce\u91cf\u3068\u5229\u76ca\u3092\u5411\u4e0a\u3055\u305b\u306a\u304c\u3089\u74b0\u5883\u3078\u306e\u5f71\u97ff\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/p>\n<h2>\u7cbe\u5bc6\u571f\u58cc\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306e\u539f\u7406<\/h2>\n<p>\u7cbe\u5bc6\u571f\u58cc\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306f\u3001\u5f93\u6765\u306e\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3068\u306f\u7570\u306a\u308a\u3001\u5703\u5834\u3092\u3088\u308a\u7d30\u304b\u3044\u7a7a\u9593\u89e3\u50cf\u5ea6\u3067\u610f\u56f3\u7684\u306b\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3059\u308b\u3053\u3068\u3067\u3001\u571f\u58cc\u306e\u3070\u3089\u3064\u304d\u3092\u6349\u3048\u307e\u3059\u3002\u5f93\u6765\u306e\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3067\u306f\u3001\u5703\u5834\u306e\u5e83\u3044\u7bc4\u56f2\uff08\u4f8b\u3048\u307020\uff5e40\u30a8\u30fc\u30ab\u30fc\u3042\u305f\u308a1\u30b5\u30f3\u30d7\u30eb\uff09\u304b\u30891\u3064\u306e\u8907\u5408\u30b5\u30f3\u30d7\u30eb\u3092\u63a1\u53d6\u3059\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u305d\u306e\u7d50\u679c\u3001\u571f\u58cc\u306e\u300c\u5e73\u5747\u7684\u306a\u8868\u73fe\u300d\u304c\u5f97\u3089\u308c\u3001\u5c40\u6240\u7684\u306a\u9055\u3044\u304c\u96a0\u3055\u308c\u3066\u3057\u307e\u3046\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u5bfe\u3057\u3001\u7cbe\u5bc6\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3067\u306f\u3001\u5703\u5834\u3092\u3088\u308a\u5c0f\u3055\u306a\u5358\u4f4d\u306b\u5206\u5272\u3057\u307e\u3059\u3002.<\/p>\n<p>\u4e00\u822c\u7684\u306a\u65b9\u6cd5\u306e\u4e00\u3064\u306b\u30b0\u30ea\u30c3\u30c9\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u5703\u5834\u306b\u898f\u5247\u7684\u306a\u6b63\u65b9\u5f62\u306e\u30b0\u30ea\u30c3\u30c9\uff08\u591a\u304f\u306e\u5834\u5408\u30011\uff5e5\u30a8\u30fc\u30ab\u30fc\uff09\u3092\u91cd\u306d\u3001\u5404\u30b0\u30ea\u30c3\u30c9\u30bb\u30eb\u3092\u500b\u5225\u306b\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3057\u3066\u5206\u6790\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002\u30b0\u30ea\u30c3\u30c9\u30bb\u30eb\u304c\u5c0f\u3055\u3044\u307b\u3069\u8a73\u7d30\u306a\u60c5\u5831\u304c\u5f97\u3089\u308c\u307e\u3059\u304c\u3001\u30b5\u30f3\u30d7\u30eb\u6570\u304c\u5897\u3048\u3001\u30b3\u30b9\u30c8\u3082\u9ad8\u304f\u306a\u308a\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u30b8\u30e7\u30fc\u30b8\u30a2\u5dde\u3067\u884c\u308f\u308c\u305f\u7814\u7a76\u3067\u306f\u30011\u30a8\u30fc\u30ab\u30fc\u306e\u30b0\u30ea\u30c3\u30c9\u30bb\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u307b\u3068\u3093\u3069\u306e\u5834\u5408\u3001\u5703\u5834\u306e\u5909\u52d5\u306e80%\u4ee5\u4e0a\u3092\u6349\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u305f\u306e\u306b\u5bfe\u3057\u30015\u30a8\u30fc\u30ab\u30fc\u307e\u305f\u306f10\u30a8\u30fc\u30ab\u30fc\u306e\u30b0\u30ea\u30c3\u30c9\u3067\u306f\u5909\u52d5\u306e\u5927\u90e8\u5206\u3092\u898b\u9003\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002.<\/p>\n<p>\u91cd\u8981\u306a\u539f\u5247\u3068\u3057\u3066\u306f\u3001\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u5bc6\u5ea6\u3068\u4ee3\u8868\u6027\u304c\u6319\u3052\u3089\u308c\u308b\u3002\u30b0\u30ea\u30c3\u30c9\u5bc6\u5ea6\u304c\u9ad8\u3044\u307b\u3069\uff08\u30b5\u30f3\u30d7\u30eb\u9593\u9694\u304c\u72ed\u3044\u307b\u3069\uff09\u3001\u571f\u58cc\u306e\u308f\u305a\u304b\u306a\u9055\u3044\u3082\u6349\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u5730\u56f3\u3084\u65bd\u80a5\u8a08\u753b\u306e\u7cbe\u5ea6\u304c\u5411\u4e0a\u3059\u308b\u3002\u3057\u304b\u3057\u3001\u30b5\u30f3\u30d7\u30eb\u6570\u304c\u5897\u3048\u308b\u3054\u3068\u306b\u3001\u52b4\u529b\u3068\u5206\u6790\u8cbb\u7528\u304c\u5897\u52a0\u3059\u308b\u305f\u3081\u3001\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u304c\u751f\u3058\u308b\u3002\u666e\u53ca\u6307\u5c0e\u66f8\u3067\u306f\u3001\u4ee3\u8868\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u30011\u30b5\u30f3\u30d7\u30eb\u3042\u305f\u308a8\uff5e15\u500b\u306e\u571f\u58cc\u30b3\u30a2\u304b\u3089\u306a\u308b\u8907\u5408\u30b5\u30f3\u30d7\u30eb\u3092\u63a8\u5968\u3059\u308b\u3053\u3068\u304c\u591a\u3044\u3002.<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u30af\u30ec\u30e0\u30bd\u30f3\u5927\u5b66\u30a8\u30af\u30b9\u30c6\u30f3\u30b7\u30e7\u30f3\u3067\u306f\u3001\u30b0\u30ea\u30c3\u30c9\u30b5\u30f3\u30d7\u30eb\u3042\u305f\u308a\u7d048\uff5e10\u500b\u3001\u307e\u305f\u306f\u7ba1\u7406\u533a\u57df\u30b5\u30f3\u30d7\u30eb\u3042\u305f\u308a10\uff5e15\u500b\u306e\u30b3\u30a2\u3092\u63a1\u53d6\u3059\u308b\u3053\u3068\u3092\u63a8\u5968\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306b1\u3064\u306e\u30b5\u30f3\u30d7\u30eb\u306b\u591a\u6570\u306e\u30b3\u30a2\u3092\u307e\u3068\u3081\u3066\u63a1\u53d6\u3059\u308b\u3053\u3068\u3067\u3001\u5c0f\u898f\u6a21\u306a\u30ce\u30a4\u30ba\u3092\u5e73\u6ed1\u5316\u3057\u3001\u5404\u5358\u4f4d\u3092\u3088\u308a\u9069\u5207\u306b\u4ee3\u8868\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u30c1\u30fc\u30e0\u306f\u3001\u4fe1\u983c\u6027\u3092\u7dad\u6301\u3059\u308b\u305f\u3081\u306b\u3001\u5404\u30b5\u30f3\u30d7\u30eb\u304c\u4e00\u5b9a\u306e\u65b9\u6cd5\u3067\u63a1\u53d6\u3055\u308c\u308b\u3088\u3046\uff08\u30d7\u30ed\u30fc\u30d6\u306e\u6df1\u3055\u3092\u4e00\u5b9a\u306b\u4fdd\u3061\u3001\u6df7\u5408\u3092\u4e00\u5b9a\u306b\u884c\u3046\u306a\u3069\uff09\u6ce8\u610f\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002.<\/p>\n<p><strong>\u7a7a\u9593\u30b9\u30b1\u30fc\u30eb\u306f\u91cd\u8981\u3060\u3002.<\/strong> 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279\u6027\u306f\u5834\u6240\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002\u571f\u58cc\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306f\u3001\u6b63\u78ba\u3067\u5834\u6240\u3054\u3068\u306e\u571f\u58cc\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u3001\u3053\u308c\u3089\u306e\u30be\u30fc\u30f3\u3092\u6b63\u3057\u304f\u5b9a\u7fa9\u3059\u308b\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u5703\u5834\u5168\u4f53\u306b\u540c\u3058\u51e6\u7406\u3092\u65bd\u3059\u306e\u3067\u306f\u306a\u304f\u3001\u30be\u30fc\u30f3\u3054\u3068\u306e\u571f\u58cc\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u5834\u6240\u306b\u5fdc\u3058\u305f\u7ba1\u7406\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u6295\u5165\u8cc7\u6750\u306e\u5229\u7528\u52b9\u7387\u306e\u5411\u4e0a\u3001\u30b3\u30b9\u30c8\u524a\u6e1b\u3001\u305d\u3057\u3066\u6301\u7d9a\u53ef\u80fd\u306a\u8fb2\u696d\u6163\u884c\u306e\u652f\u63f4\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002.<\/p>\n<h3>4.1 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\u7684\u306b\u306f\u3001\u8fb2\u5bb6\u306f\u3001\u3088\u308a\u9ad8\u5bc6\u5ea6\u306a\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306b\u3088\u308b\u30b3\u30b9\u30c8\u5897\u3068\u3001\u3088\u308a\u6b63\u78ba\u306a\u65bd\u80a5\uff08\u80a5\u6599\u306e\u7121\u99c4\u306e\u524a\u6e1b\u3068\u53ce\u91cf\u30ea\u30b9\u30af\u306e\u4f4e\u6e1b\uff09\u306b\u3088\u308b\u30e1\u30ea\u30c3\u30c8\u3068\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002.<\/p>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"13027\" data-permalink=\"https:\/\/geopard.tech\/jp\/blog\/optimize-inputs-by-precision-soil-sampling-for-management-zone-delineation\/soil-sampling-strategies-for-management-zone-delineation\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Soil-Sampling-Strategies-for-Management-Zone-Delineation.webp?fit=1024%2C1024&amp;ssl=1\" data-orig-size=\"1024,1024\" data-comments-opened=\"1\" data-image-title=\"Soil Sampling Strategies for Management Zone Delineation\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Soil-Sampling-Strategies-for-Management-Zone-Delineation.webp?fit=1024%2C1024&amp;ssl=1\" class=\"alignnone size-full wp-image-13027\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Soil-Sampling-Strategies-for-Management-Zone-Delineation.webp?resize=810%2C810&#038;ssl=1\" alt=\"\u7ba1\u7406\u533a\u57df\u533a\u5206\u306b\u304a\u3051\u308b\u571f\u58cc\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u6226\u7565\" width=\"810\" height=\"810\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Soil-Sampling-Strategies-for-Management-Zone-Delineation.webp?w=1024&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Soil-Sampling-Strategies-for-Management-Zone-Delineation.webp?resize=300%2C300&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Soil-Sampling-Strategies-for-Management-Zone-Delineation.webp?resize=150%2C150&amp;ssl=1 150w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Soil-Sampling-Strategies-for-Management-Zone-Delineation.webp?resize=768%2C768&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Soil-Sampling-Strategies-for-Management-Zone-Delineation.webp?resize=12%2C12&amp;ssl=1 12w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Soil-Sampling-Strategies-for-Management-Zone-Delineation.webp?resize=120%2C120&amp;ssl=1 120w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<h3>4.2 \u30be\u30fc\u30f3\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0<\/h3>\n<p>\u30be\u30fc\u30f3\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\uff08\u6307\u5411\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u307e\u305f\u306f\u5c64\u5316\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3068\u3082\u547c\u3070\u308c\u308b\uff09\u306f\u3001\u5185\u90e8\u7684\u306b\u5747\u8cea\u3067\u3042\u308b\u3068\u8003\u3048\u3089\u308c\u308b\u3001\u3042\u3089\u304b\u3058\u3081\u5b9a\u7fa9\u3055\u308c\u305f\u30be\u30fc\u30f3\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30be\u30fc\u30f3\u306f\u3001\u571f\u58cc\u56f3\u3001\u53ce\u91cf\u5c65\u6b74\u3001\u822a\u7a7a\u5199\u771f\u3001EC\u30de\u30c3\u30d7\u3001\u5730\u5f62\u3001\u307e\u305f\u306f\u305d\u306e\u4ed6\u306e\u57fa\u6e96\u306b\u57fa\u3065\u3044\u3066\u8a2d\u5b9a\u3067\u304d\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u8fb2\u5bb6\u306f\u65e2\u77e5\u306e\u571f\u58cc\u30bf\u30a4\u30d7\u3084\u30c7\u30b8\u30bf\u30eb\u6a19\u9ad8\u3092\u4f7f\u7528\u3057\u3066\u5703\u5834\u3092\u3044\u304f\u3064\u304b\u306e\u5927\u304d\u306a\u30be\u30fc\u30f3\u306b\u5206\u5272\u3057\u3001\u5404\u30be\u30fc\u30f3\u304b\u3089\u8907\u6570\u306e\u571f\u58cc\u30b5\u30f3\u30d7\u30eb\uff0810\uff5e15\u500b\u306e\u30b3\u30a2\uff09\u3092\u63a1\u53d6\u3059\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u591a\u304f\u306e\u5834\u5408\u3001\u30be\u30fc\u30f3\u3054\u3068\u306b1\u3064\u306e\u8907\u5408\u30b5\u30f3\u30d7\u30eb\u304c\u5206\u6790\u3055\u308c\u307e\u3059\u3002.<\/p>\n<p>\u30be\u30fc\u30f3\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306e\u5229\u70b9\u3068\u3057\u3066\u306f\u3001\u7dcf\u30b5\u30f3\u30d7\u30eb\u6570\u304c\u5c11\u306a\u304f\u3066\u6e08\u3080\u3053\u3068\uff08\u30be\u30fc\u30f3\u304c\u5e83\u3044\u305f\u3081\uff09\u3001\u5c02\u9580\u5bb6\u306e\u77e5\u8b58\u3084\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3092\u30ac\u30a4\u30c9\u3067\u304d\u308b\u3053\u3068\u306a\u3069\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002\u7279\u306b\u3001\u8cea\u306e\u9ad8\u3044\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u304c\u5229\u7528\u3067\u304d\u308b\u5834\u5408\u306f\u3001\u52b4\u529b\u3092\u7bc0\u7d04\u3067\u304d\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u305d\u306e\u7cbe\u5ea6\u306f\u3001\u30be\u30fc\u30f3\u304c\u5b9f\u969b\u306e\u5909\u52d5\u306b\u3069\u308c\u3060\u3051\u5408\u81f4\u3057\u3066\u3044\u308b\u304b\u306b\u5de6\u53f3\u3055\u308c\u307e\u3059\u3002\u30be\u30fc\u30f3\u306e\u5206\u985e\u30df\u30b9\uff08\u4f8b\u3048\u3070\u3001\u9ad8\u30ea\u30f3\u5730\u57df\u3068\u4f4e\u30ea\u30f3\u5730\u57df\u3092\u307e\u3068\u3081\u3066\u5206\u985e\u3059\u308b\u306a\u3069\uff09\u306f\u3001\u8aa4\u89e3\u3092\u62db\u304f\u7d50\u679c\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002.<\/p>\n<p>\u5b9f\u969b\u306b\u306f\u3001\u7814\u7a76\u8005\u305f\u3061\u306f\u30be\u30fc\u30f3\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306f\u52b9\u679c\u7684\u3067\u306f\u3042\u308b\u3082\u306e\u306e\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u9ad8\u5bc6\u5ea6\u30b0\u30ea\u30c3\u30c9\u3088\u308a\u3082\u8a73\u7d30\u5ea6\u304c\u4f4e\u3044\u3053\u3068\u3092\u767a\u898b\u3057\u3066\u3044\u308b\u3002\u30af\u30ec\u30e0\u30bd\u30f3\u5927\u5b66\u30a8\u30af\u30b9\u30c6\u30f3\u30b7\u30e7\u30f3\u306f\u3001\u30be\u30fc\u30f3\u30d9\u30fc\u30b9\u306e\u8a08\u753b\u306f\u3001\u30b5\u30f3\u30d7\u30eb\u6570\u304c\u5c11\u306a\u3044\u5927\u304d\u306a\u30be\u30fc\u30f3\u3067\u69cb\u6210\u3055\u308c\u308b\u50be\u5411\u304c\u3042\u308a\u3001\u305d\u306e\u305f\u3081\u30b3\u30b9\u30c8\u306f\u4f4e\u3044\u304c\u3001\u4e00\u822c\u7684\u306b\u7d30\u304b\u3044\u30b0\u30ea\u30c3\u30c9\u30de\u30c3\u30d7\u3088\u308a\u3082\u7cbe\u5ea6\u304c\u4f4e\u3044\u3068\u6307\u6458\u3057\u3066\u3044\u308b\u3002\u7d4c\u9a13\u5247\u3068\u3057\u3066\u306f\u3001\u4fe1\u983c\u3067\u304d\u308b\u904e\u53bb\u306e\u60c5\u5831\u304c\u3042\u308b\u5834\u5408\u306f\u30be\u30fc\u30f3\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3092\u4f7f\u7528\u3057\u3001\u305d\u3046\u3067\u306a\u3044\u5834\u5408\u306f\u3001\u30b0\u30ea\u30c3\u30c9\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u304b\u3089\u59cb\u3081\u3066\u305d\u306e\u60c5\u5831\u3092\u69cb\u7bc9\u3059\u308b\u306e\u304c\u826f\u3044\u3060\u308d\u3046\u3002.<\/p>\n<p>\u30be\u30fc\u30f3\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3068\u30b0\u30ea\u30c3\u30c9\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306f\u3001\u591a\u304f\u306e\u5834\u5408\u7d44\u307f\u5408\u308f\u305b\u3066\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u7c97\u3044\u30b0\u30ea\u30c3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u3001\u65e2\u5b58\u306e\u30be\u30fc\u30f3\u304c\u6709\u52b9\u304b\u3069\u3046\u304b\u3092\u691c\u8a3c\u3059\u308b\u306a\u3069\u3067\u3059\u3002\u5225\u306e\u65b9\u6cd5\u3068\u3057\u3066\u306f\u3001\u30be\u30fc\u30f3\u5185\u3067\u8907\u5408\u30b5\u30f3\u30d7\u30eb\u3092\u63a1\u53d6\u3059\u308b\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002\u5404\u30be\u30fc\u30f3\u306e\u6a2a\u65ad\u7dda\u306b\u6cbf\u3063\u3066\u8907\u6570\u306e\u30b3\u30a2\u3092\u63a1\u53d6\u3057\u3001\u305d\u308c\u3089\u3092\u6df7\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u30be\u30fc\u30f3\u5185\u306e\u3070\u3089\u3064\u304d\u3092\u5e73\u6ed1\u5316\u3057\u307e\u3059\u3002\u30b0\u30ea\u30c3\u30c9\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3068\u6bd4\u8f03\u3059\u308b\u3068\u3001\u30be\u30fc\u30f3\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306f\u901a\u5e38\u3001\u5206\u6790\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3067\u304d\u307e\u3059\u304c\u3001\u7cbe\u5ea6\u304c\u591a\u5c11\u72a0\u7272\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002Corteva Agriscience\u306f\u3001\u8fb2\u5bb6\u304c\u5703\u5834\u3067\u306e\u4f5c\u696d\u5c65\u6b74\u3092\u6301\u3063\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u30b0\u30ea\u30c3\u30c9\u3088\u308a\u3082\u30be\u30fc\u30f3\u306e\u65b9\u304c\u300c\u3088\u308a\u826f\u3044\u9078\u629e\u80a2\u300d\u3067\u3042\u308b\u4e00\u65b9\u3001\u672a\u77e5\u306e\u5703\u5834\u3067\u306f\u30b0\u30ea\u30c3\u30c9\u306e\u65b9\u304c\u5b89\u5168\u3067\u3042\u308b\u3068\u6307\u6458\u3057\u3066\u3044\u307e\u3059\u3002.<\/p>\n<h3>4.3 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7\u306a\u3069\uff09\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u5834\u5408\u3001\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u8a08\u753b\u3067\u306f\u771f\u306e\u5909\u52d5\u3092\u898b\u843d\u3068\u3057\u3066\u3057\u307e\u3046\u53ef\u80fd\u6027\u304c\u3042\u308b\u3053\u3068\u3067\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u53ef\u80fd\u3067\u3042\u308c\u3070\u8907\u6570\u5e74\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3059\u308b\u304b\u3001\u7570\u306a\u308b\u60c5\u5831\u6e90\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3088\u3046\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u4f8b\u3048\u3070\u3001\u53ce\u91cf\u30de\u30c3\u30d7\u3068EC\u30de\u30c3\u30d7\u306e\u4e21\u65b9\u304c\u7279\u5b9a\u306e\u5730\u57df\u3092\u7279\u7570\u306a\u5730\u57df\u3068\u3057\u3066\u793a\u3057\u3066\u3044\u308b\u5834\u5408\u3001\u305d\u306e\u5730\u57df\u306f\u660e\u3089\u304b\u306b\u500b\u5225\u306b\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3059\u308b\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u3002.<\/p>\n<h3>4.4 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\u653f\u5e9c\u306e\u571f\u58cc\u8abf\u67fb\u5730\u56f3\uff08\u4f8b\uff1aUSDA Web Soil Survey\uff09\u306f\u3001\u4e00\u822c\u7684\u306a\u571f\u58cc\u306e\u7a2e\u985e\u3068\u5730\u56f3\u5358\u4f4d\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u5730\u56f3\u306f\u591a\u304f\u306e\u5834\u5408\u3001\u7c97\u3044\u7e2e\u5c3a\u3067\u3059\u304c\u3001\u51fa\u767a\u70b9\u3068\u3057\u3066\u5f79\u7acb\u3061\u307e\u3059\u3002\u8fb2\u5bb6\u306f\u3053\u308c\u3089\u306e\u5730\u56f3\u304b\u3089\u571f\u58cc\u306e\u7a2e\u985e\u5883\u754c\u3092\u30c7\u30b8\u30bf\u30eb\u5316\u3067\u304d\u307e\u3059\u304c\u3001\u3053\u306e\u3088\u3046\u306a\u5730\u56f3\u3067\u306f\u5c0f\u3055\u306a\u533a\u753b\u304c\u898b\u843d\u3068\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u305f\u3081\u3001\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306b\u3088\u308b\u300c\u73fe\u5730\u691c\u8a3c\u300d\u3092\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u904e\u53bb\u306e\u80a5\u6599\u3001\u77f3\u7070\u3001\u307e\u305f\u306f\u5806\u80a5\u306e\u65bd\u7528\u5c65\u6b74\uff08\u5165\u624b\u53ef\u80fd\u306a\u5834\u5408\uff09\u3082\u3001\u80a5\u6c83\u5ea6\u306e\u7570\u306a\u308b\u533a\u57df\u3092\u628a\u63e1\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002.<\/p>\n<h2>\u5730\u7d71\u8a08\u5b66\u7684\u304a\u3088\u3073\u7a7a\u9593\u5206\u6790\u624b\u6cd5<\/h2>\n<p>\u5b9f\u969b\u306b\u306f\u3001\u30a2\u30ca\u30ea\u30b9\u30c8\u306f\u3053\u308c\u3089\u306e\u624b\u6cd5\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u571f\u58ccEC\u30c7\u30fc\u30bf\u304b\u3089\u30af\u30ea\u30ae\u30f3\u30b0\u6cd5\u3092\u7528\u3044\u3066\u30de\u30c3\u30d7\u3092\u4f5c\u6210\u3057\u3001\u30af\u30ea\u30ae\u30f3\u30b0\u3055\u308c\u305fEC\u3068\u53ce\u91cf\u30de\u30c3\u30d7\u306b\u5bfe\u3057\u3066k\u5e73\u5747\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3092\u5b9f\u884c\u3057\u3066\u30be\u30fc\u30f3\u3092\u5b9a\u7fa9\u3059\u308b\u3068\u3044\u3063\u305f\u65b9\u6cd5\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u76ee\u6a19\u306f\u3001\u7d71\u8a08\u7684\u306b\u533a\u5225\u53ef\u80fd\uff08\u4e3b\u8981\u306a\u571f\u58cc\u6804\u990a\u7d20\u3084\u53ce\u91cf\u306e\u5e73\u5747\u5024\u304c\u7570\u306a\u308b\uff09\u3067\u3001\u304b\u3064\u7a7a\u9593\u7684\u306b\u9023\u7d9a\u3057\u305f\u30be\u30fc\u30f3\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u30c7\u30fc\u30bf\u53ce\u96c6\u5f8c\u3001\u7d71\u8a08\u5206\u6790\u3068\u7a7a\u9593\u5206\u6790\u306e\u624b\u6cd5\u3092\u7528\u3044\u3066\u30be\u30fc\u30f3\u3092\u5b9a\u7fa9\u3057\u3001\u691c\u8a3c\u3057\u307e\u3059\u3002<\/p>\n<p><strong>1. \u7a7a\u9593\u88dc\u9593\uff08\u30af\u30ea\u30ae\u30f3\u30b0\uff09\uff1a<\/strong> \u30af\u30ea\u30ae\u30f3\u30b0\u306f\u3001\u96e2\u6563\u7684\u306a\u30b5\u30f3\u30d7\u30eb\u304b\u3089\u9023\u7d9a\u7684\u306a\u8868\u9762\u30de\u30c3\u30d7\u3092\u4f5c\u6210\u3059\u308b\u5730\u7d71\u8a08\u5b66\u7684\u624b\u6cd5\u3067\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u30b5\u30f3\u30d7\u30eb\u30dd\u30a4\u30f3\u30c8\u3067\u306e\u571f\u58cc\u691c\u67fb\u5024\uff08pH\u3001P\u3001K\uff09\u3084\u53ce\u91cf\u6e2c\u5b9a\u5024\u306f\u3001\u30d0\u30ea\u30aa\u30b0\u30e9\u30e0\u30e2\u30c7\u30eb\u306b\u57fa\u3065\u3044\u3066\u8fd1\u304f\u306e\u30b5\u30f3\u30d7\u30eb\u306b\u91cd\u307f\u4ed8\u3051\u3092\u884c\u3046\u901a\u5e38\u306e\u30af\u30ea\u30ae\u30f3\u30b0\u3092\u4f7f\u7528\u3057\u3066\u88dc\u9593\u3067\u304d\u307e\u3059\u3002\u30af\u30ea\u30ae\u30f3\u30b0\u306f\u3001\u4e88\u6e2c\u3055\u308c\u308b\u571f\u58cc\u6804\u990a\u7d20\u307e\u305f\u306f\u53ce\u91cf\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u306e\u6ed1\u3089\u304b\u306a\u30de\u30c3\u30d7\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u7a7a\u9593\u88dc\u9593\u306f\u3001\u5909\u52d5\u6027\u3092\u8996\u899a\u5316\u3059\u308b\u305f\u3081\u3068\u3001\u30b5\u30f3\u30d7\u30eb\u30dd\u30a4\u30f3\u30c8\u304c\u305d\u306e\u5909\u52d5\u6027\u3092\u3069\u306e\u7a0b\u5ea6\u6349\u3048\u3066\u3044\u308b\u304b\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u9069\u5207\u306b\u9078\u629e\u3055\u308c\u305f\u30d0\u30ea\u30aa\u30b0\u30e9\u30e0\u30e2\u30c7\u30eb\uff08\u6307\u6570\u5206\u5e03\u3001\u30ac\u30a6\u30b9\u5206\u5e03\u306a\u3069\uff09\u306f\u3001\u5703\u5834\u306e\u81ea\u5df1\u76f8\u95a2\u69cb\u9020\u3092\u53cd\u6620\u3057\u307e\u3059\u3002.<\/p>\n<p><strong>2. \u30d0\u30ea\u30aa\u30b0\u30e9\u30e0\u5206\u6790\uff1a<\/strong> \u30d0\u30ea\u30aa\u30b0\u30e9\u30e0\u306f\u3001\u8ddd\u96e2\u304c\u96e2\u308c\u308b\u306b\u3064\u308c\u3066\u30c7\u30fc\u30bf\u306e\u985e\u4f3c\u6027\u304c\u3069\u306e\u3088\u3046\u306b\u4f4e\u4e0b\u3059\u308b\u304b\u3092\u5b9a\u91cf\u5316\u3057\u307e\u3059\u3002\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u306b\u30d0\u30ea\u30aa\u30b0\u30e9\u30e0\u30e2\u30c7\u30eb\u3092\u5f53\u3066\u306f\u3081\u308b\u3053\u3068\u3067\u3001\u300c\u7bc4\u56f2\u300d\uff08\u30b5\u30f3\u30d7\u30eb\u9593\u306e\u76f8\u95a2\u304c\u306a\u304f\u306a\u308b\u7bc4\u56f2\uff09\u3068\u300c\u30b7\u30eb\u300d\uff08\u5206\u6563\uff09\u3092\u6c7a\u5b9a\u3067\u304d\u307e\u3059\u3002\u30ca\u30b2\u30c3\u30c8\u52b9\u679c\u306f\u3001\u8aac\u660e\u306e\u3064\u304b\u306a\u3044\u5fae\u7d30\u306a\u5909\u52d5\u307e\u305f\u306f\u6e2c\u5b9a\u8aa4\u5dee\u3092\u793a\u3057\u307e\u3059\u3002\u30d0\u30ea\u30aa\u30b0\u30e9\u30e0\u3092\u77e5\u308b\u3053\u3068\u306f\u3001\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u9593\u9694\u3092\u6c7a\u5b9a\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u7bc4\u56f2\u304c\u5c0f\u3055\u3044\u5834\u5408\u306f\u3001\u70b9\u3092\u8fd1\u3065\u3051\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30d0\u30ea\u30aa\u30b0\u30e9\u30e0\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u3001\u30af\u30ea\u30ae\u30f3\u30b0\u306b\u304a\u3044\u3066\u4e88\u6e2c\u8aa4\u5dee\u306e\u63a8\u5b9a\u5024\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306b\u3082\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002.<\/p>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"13028\" data-permalink=\"https:\/\/geopard.tech\/jp\/blog\/optimize-inputs-by-precision-soil-sampling-for-management-zone-delineation\/geostatistical-and-spatial-analysis-methods\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Geostatistical-and-Spatial-Analysis-Methods.webp?fit=1024%2C1024&amp;ssl=1\" data-orig-size=\"1024,1024\" data-comments-opened=\"1\" data-image-title=\"Geostatistical and Spatial Analysis Methods\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Geostatistical-and-Spatial-Analysis-Methods.webp?fit=1024%2C1024&amp;ssl=1\" class=\"alignnone size-full wp-image-13028\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Geostatistical-and-Spatial-Analysis-Methods.webp?resize=810%2C810&#038;ssl=1\" alt=\"\u5730\u7d71\u8a08\u5b66\u7684\u304a\u3088\u3073\u7a7a\u9593\u5206\u6790\u624b\u6cd5\" width=\"810\" height=\"810\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Geostatistical-and-Spatial-Analysis-Methods.webp?w=1024&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Geostatistical-and-Spatial-Analysis-Methods.webp?resize=300%2C300&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Geostatistical-and-Spatial-Analysis-Methods.webp?resize=150%2C150&amp;ssl=1 150w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Geostatistical-and-Spatial-Analysis-Methods.webp?resize=768%2C768&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Geostatistical-and-Spatial-Analysis-Methods.webp?resize=12%2C12&amp;ssl=1 12w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Geostatistical-and-Spatial-Analysis-Methods.webp?resize=120%2C120&amp;ssl=1 120w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p><strong>3. \u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\uff08\u4f8b\uff1ak-means\u3001\u30d5\u30a1\u30b8\u30fcC-means\uff09\uff1a<\/strong> \u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\uff08\u571f\u58cc\u30b5\u30f3\u30d7\u30eb\u3001\u53ce\u91cf\u5024\u3001\u885b\u661f\u30d4\u30af\u30bb\u30eb\uff09\u3092\u30be\u30fc\u30f3\u306b\u30b0\u30eb\u30fc\u30d7\u5316\u3059\u308b\u305f\u3081\u306b\u3088\u304f\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002K\u5e73\u5747\u6cd5\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306f\u3001\u5404\u30be\u30fc\u30f3\u5185\u306e\u5206\u6563\u3092\u6700\u5c0f\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u3092\u9078\u629e\u3055\u308c\u305f\u6570\u306e\u30be\u30fc\u30f3\u306b\u5206\u5272\u3057\u307e\u3059\u3002\u30d5\u30a1\u30b8\u30fcC\u5e73\u5747\u6cd5\u3067\u306f\u3001\u30dd\u30a4\u30f3\u30c8\u304c\u8907\u6570\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u306b\u90e8\u5206\u7684\u306b\u5c5e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u968e\u5c64\u578b\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3084\u5bc6\u5ea6\u30d9\u30fc\u30b9\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\uff08DBSCAN\uff09\u306a\u3069\u306e\u4ed6\u306e\u65b9\u6cd5\u3082\u30be\u30fc\u30f3\u3092\u533a\u5225\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u7814\u7a76\u306b\u3088\u308b\u3068\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u624b\u6cd5\u306f\u30be\u30fc\u30f3\u306e\u533a\u5225\u306b\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u30a4\u30bf\u30ea\u30a2\u306e\u7814\u7a76\u3067\u306f\u3001\u53ce\u91cf\u3068\u571f\u58cc\u30c7\u30fc\u30bf\u306b\u30d5\u30a1\u30b8\u30fc\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3092\u4f7f\u7528\u3057\u30662\u3064\u306e\u7ba1\u7406\u30be\u30fc\u30f3\u3092\u5b9a\u7fa9\u3057\u3001\u5b9f\u969b\u306e\u53ce\u91cf\u30d1\u30bf\u30fc\u30f3\u3068\u9ad8\u3044\u4e00\u81f4\u3092\u5f97\u307e\u3057\u305f\u3002Management Zone Analyst\u306a\u3069\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30c4\u30fc\u30eb\u306f\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3068\u624b\u52d5\u30ec\u30d3\u30e5\u30fc\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u30be\u30fc\u30f3\u3092\u78ba\u5b9a\u3057\u307e\u3059\u3002.<\/p>\n<p><strong>4. \u4e3b\u6210\u5206\u5206\u6790\uff08PCA\uff09\uff1a<\/strong> 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GIS\u30d9\u30fc\u30b9\u306e\u6280\u8853\uff1a<\/strong> \u5730\u7406\u60c5\u5831\u30b7\u30b9\u30c6\u30e0\uff08GIS\uff09\u306f\u3001\u3042\u3089\u3086\u308b\u7a7a\u9593\u30c7\u30fc\u30bf\u30ec\u30a4\u30e4\u30fc\u3092\u91cd\u306d\u5408\u308f\u305b\u3066\u5206\u6790\u3059\u308b\u305f\u3081\u306e\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u305d\u306e\u624b\u6cd5\u306b\u306f\u3001\u52a0\u91cd\u30aa\u30fc\u30d0\u30fc\u30ec\u30a4\uff08\u571f\u58cc\u3068\u53ce\u91cf\u30b9\u30b3\u30a2\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u8a55\u4fa1\uff09\u3001\u7a7a\u9593\u591a\u57fa\u6e96\u5206\u6790\u3001\u5358\u7d14\u306a\u8996\u899a\u7684\u89e3\u91c8\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002\u73fe\u5728\u3001\u591a\u304f\u306e\u8fb2\u696d\u7ba1\u7406\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u306f\u3001\u30be\u30fc\u30f3\u3092\u5bfe\u8a71\u7684\u306b\u63cf\u753b\u3067\u304d\u308bGIS\u30eb\u30fc\u30c1\u30f3\u304c\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001GIS\u3067\u571f\u58cc\u30de\u30c3\u30d7\u3092\u30de\u30b9\u30af\u3068\u3057\u3066\u4f7f\u7528\u3057\u3066\u3001\u5404\u571f\u58cc\u30bf\u30a4\u30d7\u3092\u7db2\u7f85\u3057\u305f\u30b5\u30f3\u30d7\u30eb\u3092\u78ba\u5b9f\u306b\u62bd\u51fa\u3057\u305f\u308a\u3001\u30e9\u30b9\u30bf\u30fc\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001NDVI\u3068\u5730\u5f62\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u30ec\u30a4\u30e4\u30fc\u3092\u30be\u30fc\u30f3\u306b\u5206\u5272\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/p>\n<h2>\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u8a2d\u8a08\u306e\u6700\u9069\u5316<\/h2>\n<p>\u6700\u9069\u5316\u306f\u53cd\u5fa9\u7684\u306a\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002\u65e2\u5b58\u306e\u30c7\u30fc\u30bf\u3068\u5703\u5834\u898f\u6a21\u306b\u57fa\u3065\u3044\u3066\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u63a8\u6e2c\u3092\u884c\u3044\u3001\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3092\u5b9f\u65bd\u3057\u3001\u5909\u52d5\u6027\u3092\u5206\u6790\u3057\u3001\u6295\u8cc7\u53ce\u76ca\u7387\u3092\u6700\u5927\u5316\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3092\u6539\u826f\u3057\u307e\u3059\u3002\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30d7\u30e9\u30f3\u30ca\u30fc\u306f\u3001\u6700\u9069\u306a\u30b5\u30f3\u30d7\u30eb\u6570\u3068\u5834\u6240\u3092\u63d0\u6848\u3059\u308b\u30c4\u30fc\u30eb\u3092\u307e\u3059\u307e\u3059\u63d0\u4f9b\u3059\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u9069\u5207\u306a\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u8a2d\u8a08\u3092\u9078\u629e\u3059\u308b\u306b\u306f\u3001\u7cbe\u5ea6\u3068\u30b3\u30b9\u30c8\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u4e3b\u306a\u8003\u616e\u4e8b\u9805\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<p><strong>1. \u6700\u9069\u306a\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u5f37\u5ea6\uff1a<\/strong> \u5fc5\u8981\u306a\u30b5\u30f3\u30d7\u30eb\u6570\u306f\u3044\u304f\u3064\u3067\u3057\u3087\u3046\u304b\uff1f\u3053\u308c\u306f\u3001\u5703\u5834\u306e\u3070\u3089\u3064\u304d\u3068\u5fc5\u8981\u306a\u4fe1\u983c\u6027\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002\u5b9f\u969b\u306b\u306f\u3001\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u8a08\u753b\uff08\u4f8b\u3048\u3070\u30011\u30a8\u30fc\u30ab\u30fc\u307e\u305f\u306f2\u30a8\u30fc\u30ab\u30fc\u306e\u30bb\u30eb\u304b\u3089\u306a\u308b\u30b0\u30ea\u30c3\u30c9\uff09\u304b\u3089\u59cb\u3081\u3066\u3001\u30b5\u30f3\u30d7\u30eb\u6570\u304c\u5c11\u306a\u3059\u304e\u305f\u308a\u591a\u3059\u304e\u305f\u308a\u3059\u308b\u5834\u5408\u306f\u8abf\u6574\u3059\u308b\u306e\u304c\u826f\u3044\u3067\u3057\u3087\u3046\u3002\u30b8\u30e7\u30fc\u30b8\u30a2\u5927\u5b66\u306e\u7814\u7a76\u8005\u305f\u3061\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30b0\u30ea\u30c3\u30c9\u30b5\u30a4\u30ba\u3092\u30c6\u30b9\u30c8\u3057\u305f\u7d50\u679c\u3001\u307b\u3068\u3093\u3069\u306e\u5703\u5834\u3067\u306f1\u30a8\u30fc\u30ab\u30fc\u306e\u30b0\u30ea\u30c3\u30c9\u304c\u6700\u9069\u3067\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002\u5f7c\u3089\u306f\u3001\u65b0\u3057\u3044\u5703\u5834\u3067\u306f\uff08\u307e\u305f\u306f\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u30de\u30c3\u30d7\u304c\u4f5c\u6210\u3055\u308c\u308b\u307e\u3067\u306f\uff091\u30a8\u30fc\u30ab\u30fc\u306e\u30b0\u30ea\u30c3\u30c9\u304b\u3089\u59cb\u3081\u3001\u4fe1\u983c\u6027\u304c\u9ad8\u307e\u308b\u306b\u3064\u308c\u30662.5\u30a8\u30fc\u30ab\u30fc\u306e\u30b0\u30ea\u30c3\u30c9\u3084\u30be\u30fc\u30f3\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306b\u79fb\u884c\u3059\u308b\u3053\u3068\u3092\u63a8\u5968\u3057\u3066\u3044\u307e\u3059\u3002.<\/p>\n<p><strong>2. \u7a7a\u9593\u81ea\u5df1\u76f8\u95a2\u306e\u8a55\u4fa1\uff1a<\/strong> \u521d\u671f\u30b5\u30f3\u30d7\u30eb\u3092\u3044\u304f\u3064\u304b\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u7a7a\u9593\u76f8\u95a2\u3092\u63a8\u5b9a\u3067\u304d\u307e\u3059\u3002\u81ea\u5df1\u76f8\u95a2\u304c\u9ad8\u3044\uff08\u30d0\u30ea\u30aa\u30b0\u30e9\u30e0\u306e\u7bc4\u56f2\u304c\u5e83\u3044\uff09\u3068\u3044\u3046\u3053\u3068\u306f\u3001\u30d5\u30a3\u30fc\u30eb\u30c9\u304c\u8fd1\u8ddd\u96e2\u3067\u306f\u304b\u306a\u308a\u5747\u4e00\u3067\u3042\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u3001\u30b5\u30f3\u30d7\u30eb\u6570\u304c\u5c11\u306a\u304f\u3066\u6e08\u3080\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u81ea\u5df1\u76f8\u95a2\u304c\u4f4e\u3044\uff08\u7bc4\u56f2\u304c\u72ed\u3044\uff09\u3068\u3044\u3046\u3053\u3068\u306f\u3001\u30d1\u30c3\u30c1\u72b6\u5206\u5e03\u3067\u3042\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u3001\u3088\u308a\u591a\u304f\u306e\u30b5\u30f3\u30d7\u30eb\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002\u81ea\u5df1\u76f8\u95a2\u3092\u8a55\u4fa1\u3059\u308b\u306b\u306f\u3001\u30e2\u30e9\u30f3\u306eI\u3084\u30d0\u30ea\u30aa\u30b0\u30e9\u30e0\u306a\u3069\u306e\u30c4\u30fc\u30eb\u304c\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u30d1\u30a4\u30ed\u30c3\u30c8\u30c7\u30fc\u30bf\u3067\u5f37\u3044\u7a7a\u9593\u69cb\u9020\u304c\u793a\u3055\u308c\u305f\u5834\u5408\u306f\u3001\u305d\u308c\u306b\u5fdc\u3058\u3066\u30b5\u30f3\u30d7\u30eb\u306e\u9593\u9694\u3092\u8abf\u6574\u3067\u304d\u307e\u3059\u3002.<\/p>\n<p><strong>3\uff0e\u8cbb\u7528\u5bfe\u52b9\u679c\u5206\u6790\uff1a<\/strong> \u7d4c\u6e08\u7684\u8981\u56e0\u304c\u8a2d\u8a08\u306e\u6307\u91dd\u3068\u306a\u308b\u3002\u5404\u30b5\u30f3\u30d7\u30eb\u306b\u306f\u30b3\u30b9\u30c8\uff08\u65c5\u8cbb\uff0b\u4eba\u4ef6\u8cbb\uff0b\u691c\u67fb\u8cbb\u7528\uff09\u304c\u304b\u304b\u308b\u3002\u4e00\u65b9\u3001\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u4e0d\u8db3\u306b\u3088\u308b\u80a5\u6599\u306e\u8aa4\u7528\u306f\u3001\u8ffd\u52a0\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3088\u308a\u3082\u30b3\u30b9\u30c8\u304c\u9ad8\u304f\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002\u30b8\u30e7\u30fc\u30b8\u30a2\u5dde\u306e\u7814\u7a76\u3067\u306f\u30011\u30a8\u30fc\u30ab\u30fc\u306e\u30b0\u30ea\u30c3\u30c9\u3067\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3059\u308b\u30b3\u30b9\u30c8\u306f\u9ad8\u304f\u306a\u308b\u3082\u306e\u306e\u30012.5\uff5e5\u30a8\u30fc\u30ab\u30fc\u306e\u30b0\u30ea\u30c3\u30c9\u3067\u306e\u904e\u5270\u65bd\u80a5\u3092\u56de\u907f\u3067\u304d\u308b\u305f\u3081\u3001\u5168\u4f53\u7684\u306a\u65bd\u80a5\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3067\u304d\u308b\u5834\u5408\u304c\u591a\u3044\u3053\u3068\u304c\u793a\u3055\u308c\u305f\u3002\u6700\u9069\u5316\u3092\u884c\u3046\u969b\u306b\u306f\u3001\u4e0d\u78ba\u5b9f\u6027\u306e\u4f4e\u6e1b\u3068\u3044\u3046\u4fa1\u5024\u3092\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002\u9ad8\u4fa1\u5024\u4f5c\u7269\u3084\u9ad8\u4fa1\u306a\u6804\u990a\u7d20\uff08\u30ea\u30f3\u306a\u3069\uff09\u306e\u5834\u5408\u3001\u9ad8\u5bc6\u5ea6\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3092\u884c\u3046\u3053\u3068\u304c\u5f97\u7b56\u3068\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002.<\/p>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"13029\" data-permalink=\"https:\/\/geopard.tech\/jp\/blog\/optimize-inputs-by-precision-soil-sampling-for-management-zone-delineation\/sampling-design-optimization\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Sampling-Design-Optimization.webp?fit=1024%2C1024&amp;ssl=1\" data-orig-size=\"1024,1024\" data-comments-opened=\"1\" data-image-title=\"Sampling Design Optimization\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Sampling-Design-Optimization.webp?fit=1024%2C1024&amp;ssl=1\" class=\"alignnone size-full wp-image-13029\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Sampling-Design-Optimization.webp?resize=810%2C810&#038;ssl=1\" alt=\"\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u8a2d\u8a08\u306e\u6700\u9069\u5316\" width=\"810\" height=\"810\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Sampling-Design-Optimization.webp?w=1024&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Sampling-Design-Optimization.webp?resize=300%2C300&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Sampling-Design-Optimization.webp?resize=150%2C150&amp;ssl=1 150w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Sampling-Design-Optimization.webp?resize=768%2C768&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Sampling-Design-Optimization.webp?resize=12%2C12&amp;ssl=1 12w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Sampling-Design-Optimization.webp?resize=120%2C120&amp;ssl=1 120w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p><strong>4. \u4e0d\u78ba\u5b9f\u6027\u306e\u4f4e\u6e1b\uff1a<\/strong> \u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u5730\u70b9\u3092\u5897\u3084\u3059\u3053\u3068\u3067\u3001\u571f\u58cc\u63a8\u5b9a\u5024\u306e\u7d71\u8a08\u7684\u4e0d\u78ba\u5b9f\u6027\u3092\u4f4e\u6e1b\u3067\u304d\u307e\u3059\u3002\u5b9f\u9a13\u8a08\u753b\u6cd5\uff08\u4f8b\u3048\u3070\u3001\u5c64\u5316\u7121\u4f5c\u70ba\u62bd\u51fa\u3068\u7cfb\u7d71\u62bd\u51fa\uff09\u306e\u7406\u8ad6\u3092\u9069\u7528\u3067\u304d\u307e\u3059\u3002\u5730\u8cea\u7d71\u8a08\u5b66\u7684\u4fe1\u983c\u533a\u9593\u3092\u7528\u3044\u3066\u5730\u56f3\u306e\u4e0d\u78ba\u5b9f\u6027\u3092\u63a8\u5b9a\u3057\u3001\u8ffd\u52a0\u306e\u30b5\u30f3\u30d7\u30eb\u304c\u5fc5\u8981\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3067\u304d\u307e\u3059\u3002\u5b9f\u969b\u306b\u306f\u3001\u30b0\u30ea\u30c3\u30c9\u3092\u62e1\u5f35\u3057\u305f\u308a\u3001\u7570\u5e38\u306a\u7b87\u6240\u306b\u7121\u4f5c\u70ba\u62bd\u51fa\u3092\u8ffd\u52a0\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u3067\u3001\u4fe1\u983c\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/p>\n<p><strong>5. \u30be\u30fc\u30f3\u306e\u691c\u8a3c:<\/strong> \u30be\u30fc\u30f3\u304c\u533a\u753b\u3055\u308c\u3001\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u30be\u30fc\u30f3\u306e\u7cbe\u5ea6\u3092\u691c\u8a3c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u306f\u3001\u30b5\u30f3\u30d7\u30eb\u5206\u5272\u30c6\u30b9\u30c8\uff08\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u304b\u3089\u4e00\u90e8\u306e\u30dd\u30a4\u30f3\u30c8\u3092\u9664\u5916\u3057\u3001\u30be\u30fc\u30f3\u304c\u4f9d\u7136\u3068\u3057\u3066\u59a5\u5f53\u304b\u3069\u3046\u304b\u3092\u78ba\u8a8d\u3059\u308b\uff09\u3084\u3001\u30be\u30fc\u30f3\u306b\u57fa\u3065\u304f\u63a8\u5968\u4e8b\u9805\u3092\u5225\u306e\u9ad8\u5bc6\u5ea6\u571f\u58cc\u30b0\u30ea\u30c3\u30c9\u3068\u6bd4\u8f03\u3059\u308b\u3053\u3068\u304c\u542b\u307e\u308c\u307e\u3059\u3002UGA\u306e\u7814\u7a76\u3067\u306f\u3001\u30be\u30fc\u30f3\u307e\u305f\u306f\u30b0\u30ea\u30c3\u30c9\u306f\u3001\u53c2\u7167\u3068\u306a\u308b\u9ad8\u5bc6\u5ea6\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3068\u306e\u4e00\u81f4\u5ea6\u3092\u6bd4\u8f03\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u691c\u8a3c\u3055\u308c\u307e\u3057\u305f\u3002\u30be\u30fc\u30f3\u304c\u53ce\u91cf\u307e\u305f\u306f\u6804\u990a\u72b6\u614b\u3092\u9069\u5207\u306b\u4e88\u6e2c\u3067\u304d\u308b\u5834\u5408\u306f\u3001\u691c\u8a3c\u6e08\u307f\u3068\u306a\u308a\u307e\u3059\u3002\u305d\u3046\u3067\u306a\u3044\u5834\u5408\u306f\u3001\u8a2d\u8a08\u3092\u8abf\u6574\u3057\u307e\u3059\u3002.<\/p>\n<h2>\u5b9f\u88c5\u30ef\u30fc\u30af\u30d5\u30ed\u30fc<\/h2>\n<p>\u3053\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u3088\u308a\u3001\u7ba1\u7406\u533a\u57df\u306e\u533a\u753b\u8a2d\u5b9a\u304c\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304d\u3001\u5b9f\u884c\u53ef\u80fd\u306a\u3082\u306e\u3068\u306a\u308b\u3053\u3068\u304c\u4fdd\u8a3c\u3055\u308c\u307e\u3059\u3002\u5404\u30b9\u30c6\u30c3\u30d7\u306f\u524d\u306e\u30b9\u30c6\u30c3\u30d7\u306b\u57fa\u3065\u3044\u3066\u69cb\u7bc9\u3055\u308c\u3001\u751f\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u304b\u3089\u6700\u7d42\u7684\u306a\u7cbe\u5bc6\u65bd\u7528\u8a08\u753b\u306e\u4f5c\u6210\u307e\u3067\u3092\u7db2\u7f85\u3057\u3066\u3044\u307e\u3059\u3002\u30af\u30ec\u30e0\u30bd\u30f3\u5927\u5b66\u30a8\u30af\u30b9\u30c6\u30f3\u30b7\u30e7\u30f3\u306f\u3001\u7cbe\u5bc6\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306b\u3088\u3063\u3066\u7ba1\u7406\u533a\u57df\u3068\u51e6\u65b9\u30de\u30c3\u30d7\u304c\u4f5c\u6210\u3055\u308c\u3001\u300c\u5fc5\u8981\u306a\u6295\u5165\u7269\u306e\u65bd\u7528\u91cf\u3068\u914d\u7f6e\u306e\u7cbe\u5ea6\u304c\u5411\u4e0a\u3059\u308b\u300d\u3068\u5f37\u8abf\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u3092\u307e\u3068\u3081\u308b\u3068\u3001\u7ba1\u7406\u533a\u57df\u306e\u571f\u58cc\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306b\u304a\u3051\u308b\u5178\u578b\u7684\u306a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306f\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<ol>\n<li><strong>\u73fe\u5730\u30c7\u30fc\u30bf\u53ce\u96c6\uff1a<\/strong> \u65e2\u5b58\u306e\u30c7\u30fc\u30bf\u30ec\u30a4\u30e4\u30fc\uff08\u53ce\u91cf\u30de\u30c3\u30d7\u3001\u571f\u58cc\u8abf\u67fb\u3001\u753b\u50cf\u3001EC\u30b9\u30ad\u30e3\u30f3\uff09\u3092\u3059\u3079\u3066\u53ce\u96c6\u3057\u307e\u3059\u3002GIS\u3067\u5703\u5834\u5883\u754c\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306e\u5165\u624b\u53ef\u80fd\u6027\u306b\u57fa\u3065\u3044\u3066\u3001\u521d\u671f\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u6226\u7565\uff08\u30b0\u30ea\u30c3\u30c9\u307e\u305f\u306f\u30be\u30fc\u30f3\uff09\u3092\u9078\u629e\u3057\u307e\u3059\u3002.<\/li>\n<li><strong>\u73fe\u5730\u5075\u5bdf\uff1a<\/strong> \u73fe\u5834\u3092\u6b69\u3044\u3066\u78ba\u8a8d\u3059\u308b\u304b\u3001\u5730\u56f3\u3092\u8abf\u3079\u3066\u3001\u660e\u3089\u304b\u306a\u533a\u57df\uff08\u571f\u58cc\u306e\u8272\u306e\u5909\u5316\u3001\u6392\u6c34\u7ba1\u306e\u8a2d\u7f6e\u5834\u6240\u3001\u6d78\u98df\u7b87\u6240\u306a\u3069\uff09\u3092\u628a\u63e1\u3059\u308b\u3002\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u8a08\u753b\u3092\u8abf\u6574\u3059\u308b\u3002.<\/li>\n<li><strong>\u571f\u58cc\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\uff1a<\/strong> GPS\u8a98\u5c0e\u3092\u5229\u7528\u3057\u3066\u3001\u8a08\u753b\u306b\u5f93\u3063\u3066\u571f\u58cc\u30b5\u30f3\u30d7\u30eb\u3092\u63a1\u53d6\u3057\u307e\u3059\u3002\u30b0\u30ea\u30c3\u30c9\u307e\u305f\u306f\u30be\u30fc\u30f3\u3054\u3068\u306b\u3001\u30b5\u30f3\u30d7\u30eb\u3054\u3068\u306b8\uff5e15\u500b\u306e\u30b3\u30a2\u3092\u63a1\u53d6\u3057\u3001\u6df7\u305c\u5408\u308f\u305b\u307e\u3059\u3002\u5404\u30b5\u30f3\u30d7\u30eb\u306b\u306f\u3001\u63a1\u53d6\u5834\u6240\u307e\u305f\u306f\u30be\u30fc\u30f3ID\u3092\u30e9\u30d9\u30eb\u4ed8\u3051\u3057\u307e\u3059\u3002\u30b5\u30f3\u30d7\u30eb\u63a1\u53d6\u5834\u6240\uff08GPS\u5ea7\u6a19\u307e\u305f\u306f\u5730\u56f3\uff09\u3092\u304d\u3061\u3093\u3068\u8a18\u9332\u3057\u3066\u304a\u304d\u307e\u3059\u3002.<\/li>\n<li><strong>\u5b9f\u9a13\u5ba4\u5206\u6790\uff1a<\/strong> \u571f\u58cc\u30b5\u30f3\u30d7\u30eb\u3092\u571f\u58cc\u5206\u6790\u6a5f\u95a2\u306b\u9001\u4ed8\u3057\u3001pH\u3001\u6804\u990a\u7d20\uff08\u7a92\u7d20\u3001\u30ea\u30f3\u3001\u30ab\u30ea\u30a6\u30e0\uff09\u3001\u6709\u6a5f\u7269\u306a\u3069\u306e\u5206\u6790\u3092\u4f9d\u983c\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u3059\u3079\u3066\u306e\u30b5\u30f3\u30d7\u30eb\u306b\u304a\u3044\u3066\u3001\u4e00\u8cab\u3057\u305f\u691c\u67fb\u624b\u9806\u304c\u9069\u7528\u3055\u308c\u308b\u3088\u3046\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002.<\/li>\n<li><strong>\u30c7\u30fc\u30bf\u524d\u51e6\u7406:<\/strong> \u5b9f\u9a13\u7d50\u679c\u3092GIS\u307e\u305f\u306f\u89e3\u6790\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306b\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u30dd\u30a4\u30f3\u30c8\u3068\u7d50\u5408\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u3092\u30af\u30ea\u30fc\u30f3\u30a2\u30c3\u30d7\u3057\u307e\u3059\uff08\u5916\u308c\u5024\u3084\u30a8\u30e9\u30fc\u304c\u3042\u308c\u3070\u30d5\u30e9\u30b0\u3092\u7acb\u3066\u307e\u3059\uff09\u3002\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u3001\u30ad\u30e3\u30ea\u30d6\u30ec\u30fc\u30b7\u30e7\u30f3\u307e\u305f\u306f\u6b63\u898f\u5316\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002.<\/li>\n<li><strong>\u7d71\u8a08\u5206\u6790\uff1a<\/strong> \u5404\u6f5c\u5728\u30be\u30fc\u30f3\u306e\u8981\u7d04\u7d71\u8a08\u91cf\uff08\u5e73\u5747pH\u306a\u3069\uff09\u3092\u8a08\u7b97\u3057\u307e\u3059\u3002\u7a7a\u9593\u88dc\u9593\uff08\u30af\u30ea\u30ae\u30f3\u30b0\uff09\u3092\u5b9f\u884c\u3057\u3066\u3001\u5404\u571f\u58cc\u5909\u6570\u306e\u9023\u7d9a\u30de\u30c3\u30d7\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u30d0\u30ea\u30aa\u30b0\u30e9\u30e0\u3092\u4f7f\u7528\u3057\u3066\u7a7a\u9593\u69cb\u9020\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002.<\/li>\n<li><strong>\u533a\u57df\u533a\u5206\uff1a<\/strong> \u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\uff08k-means\u306a\u3069\uff09\u307e\u305f\u306fGIS\u30aa\u30fc\u30d0\u30fc\u30ec\u30a4\u624b\u6cd5\u3092\u7528\u3044\u3066\u3001\u30be\u30fc\u30f3\u3092\u533a\u753b\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u571f\u58cc\u306e\u30ea\u30f3\u3001\u30ab\u30ea\u30a6\u30e0\u3001\u304a\u3088\u3073\u30c6\u30af\u30b9\u30c1\u30e3\u30de\u30c3\u30d7\u3092\u6b63\u898f\u5316\u3057\u3066k-means\u3092\u5b9f\u884c\u3057\u3001\u5703\u5834\u30923\uff5e5\u3064\u306e\u30be\u30fc\u30f3\u306b\u5206\u5272\u3057\u307e\u3059\u3002\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u3001\u30be\u30fc\u30f3\u306e\u9023\u7d9a\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u624b\u52d5\u3067\u30be\u30fc\u30f3\u3092\u5fae\u8abf\u6574\u3057\u307e\u3059\u3002.<\/li>\n<li><strong>\u533a\u57df\u5185\u306b\u304a\u3051\u308b\u571f\u58cc\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\uff1a<\/strong> \u30be\u30fc\u30f3\u304c\u5e83\u304f\u3001\u521d\u671f\u30b0\u30ea\u30c3\u30c9\u3092\u4f5c\u6210\u6e08\u307f\u306e\u5834\u5408\u3001\u30be\u30fc\u30f3\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306b\u5207\u308a\u66ff\u3048\u3066\u3001\u5404\u30be\u30fc\u30f3\u5185\u3067\u8907\u5408\u30b5\u30f3\u30d7\u30eb\u3092\u63a1\u53d6\u3057\u3001\u6700\u7d42\u7684\u306a\u51e6\u65b9\u7b8b\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u307e\u305f\u306f\u3001\u65e2\u306b\u30be\u30fc\u30f3\u3054\u3068\u306b\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u6e08\u307f\u306e\u5834\u5408\u3001\u5404\u30be\u30fc\u30f3\u3067\u5341\u5206\u306a\u6570\u306e\u30dd\u30a4\u30f3\u30c8\u304c\u63a1\u53d6\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002.<\/li>\n<li><strong>\u51e6\u65b9\u30de\u30c3\u30d7\u751f\u6210:<\/strong> \u30be\u30fc\u30f3\u3054\u3068\u306e\u571f\u58cc\u691c\u67fb\u7d50\u679c\u3092\u7ba1\u7406\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u306b\u843d\u3068\u3057\u8fbc\u307f\u307e\u3059\u3002\u5404\u30be\u30fc\u30f3\u306b\u3064\u3044\u3066\u3001\u63a8\u5968\u3055\u308c\u308b\u80a5\u6599\u307e\u305f\u306f\u77f3\u7070\u306e\u65bd\u7528\u91cf\u3092\uff08\u4f5c\u7269\u6804\u990a\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u306b\u57fa\u3065\u3044\u3066\uff09\u7b97\u51fa\u3057\u307e\u3059\u3002\u5703\u5834\u6563\u5e03\u6a5f\u5668\u7528\u306e\u53ef\u5909\u65bd\u80a5\u51e6\u65b9\u30de\u30c3\u30d7\uff08\u4f8b\u3048\u3070\u3001\u8272\u5206\u3051\u3055\u308c\u305f\u30de\u30c3\u30d7\u3084GPS\u30ac\u30a4\u30c0\u30f3\u30b9\u30e9\u30a4\u30f3\u306a\u3069\uff09\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002.<\/li>\n<li><strong>\u73fe\u5834\u3067\u306e\u5b9f\u65bd\uff1a<\/strong> \u51e6\u65b9\u30de\u30c3\u30d7\u3092\u8fb2\u6a5f\u5177\uff08\u64ad\u7a2e\u6a5f\u3001\u5674\u9727\u5668\u3001\u6563\u5e03\u6a5f\u306a\u3069\uff09\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u6b21\u306e\u4f5c\u4ed8\u3051\u30b7\u30fc\u30ba\u30f3\u306b\u306f\u3001\u30be\u30fc\u30f3\u30de\u30c3\u30d7\u306b\u5f93\u3063\u3066\u8cc7\u6750\u3092\u6563\u5e03\u3057\u3066\u304f\u3060\u3055\u3044\u3002.<\/li>\n<li><strong>\u76e3\u8996\u3068\u8abf\u6574\uff1a<\/strong> \u53ce\u7a6b\u5f8c\u3001\u53ce\u7a6b\u91cf\u3092\u5404\u30be\u30fc\u30f3\u3068\u6bd4\u8f03\u3057\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u3001\u7fcc\u5e74\u4ee5\u964d\u306b\u3055\u3089\u306b\u591a\u304f\u306e\u30c7\u30fc\u30bf\uff08\u8ffd\u52a0\u306e\u571f\u58cc\u30de\u30c3\u30d7\u3084\u53ce\u7a6b\u91cf\u30de\u30c3\u30d7\u306a\u3069\uff09\u3092\u53ce\u96c6\u3057\u3001\u30be\u30fc\u30f3\u3092\u3088\u308a\u7cbe\u7dfb\u5316\u3057\u307e\u3059\u3002.<\/li>\n<\/ol>\n<h2>\u8ab2\u984c\u3068\u9650\u754c<\/h2>\n<p>\u7ba1\u7406\u533a\u57df\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306f\u5927\u304d\u306a\u53ef\u80fd\u6027\u3092\u79d8\u3081\u3066\u3044\u308b\u3082\u306e\u306e\u3001\u305d\u306e\u6210\u529f\u306f\u614e\u91cd\u306a\u5b9f\u65bd\u3068\u73fe\u5b9f\u7684\u306a\u671f\u5f85\u306b\u304b\u304b\u3063\u3066\u3044\u307e\u3059\u3002\u5909\u52d5\u6027\u304c\u73fe\u5b9f\u7684\u304b\u3064\u9855\u8457\u3067\u3042\u308a\u3001\u8fb2\u5bb6\u304c\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3068\u30c4\u30fc\u30eb\u3092\u5229\u7528\u3067\u304d\u308b\u5834\u5408\u306b\u6700\u3082\u52b9\u679c\u3092\u767a\u63ee\u3057\u307e\u3059\u3002\u8a08\u753b\u6bb5\u968e\u3067\u306f\u3001\u3053\u308c\u3089\u306e\u5236\u7d04\u3092\u8003\u616e\u3057\u3066\u3001\u5b9f\u8cea\u7684\u306a\u5229\u76ca\u3092\u5f97\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u5229\u70b9\u304c\u3042\u308b\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u533a\u57df\u3054\u3068\u306e\u7cbe\u5bc6\u306a\u571f\u58cc\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306b\u306f\u8ab2\u984c\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p><strong>\u73fe\u5834\u306e\u3070\u3089\u3064\u304d\uff1a<\/strong> \u571f\u58cc\u3084\u4f5c\u7269\u306e\u5909\u52d5\u6027\u306f\u975e\u5e38\u306b\u8907\u96d1\u3067\u3059\u3002\u5703\u5834\u306b\u3088\u3063\u3066\u306f\u3001\u30e9\u30f3\u30c0\u30e0\u306a\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\uff08\u4f8b\u3048\u3070\u3001\u53e4\u3044\u30b4\u30df\u6368\u3066\u5834\uff09\u3084\u3001\u5bc6\u306a\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3067\u3082\u898b\u9003\u3057\u3066\u3057\u307e\u3046\u3088\u3046\u306a\u5fae\u5999\u306a\u5909\u5316\u304c\u5b58\u5728\u3059\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u6642\u9593\u7684\u306a\u5909\u52d5\u6027\uff08\u5b63\u7bc0\u306e\u5909\u5316\u3001\u8f2a\u4f5c\uff09\u3082\u89e3\u91c8\u3092\u8907\u96d1\u306b\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u6e7f\u6f64\u306a\u5e74\u3068\u4e7e\u71e5\u3057\u305f\u5e74\u306e\u6c34\u5206\u91cf\u306e\u9055\u3044\u306f\u30011\u30b7\u30fc\u30ba\u30f3\u306e\u30c7\u30fc\u30bf\u3060\u3051\u3067\u4f5c\u6210\u3057\u305f\u53ce\u91cf\u30de\u30c3\u30d7\u3092\u8aa4\u89e3\u3092\u62db\u304f\u3082\u306e\u306b\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u6642\u9593\u7684\u306a\u5b89\u5b9a\u6027\uff08\u30be\u30fc\u30f3\u304c\u8907\u6570\u5e74\u306b\u308f\u305f\u3063\u3066\u6b63\u3057\u304f\u7dad\u6301\u3055\u308c\u308b\u3053\u3068\uff09\u3092\u7ba1\u7406\u3059\u308b\u3053\u3068\u306f\u3001\u3088\u304f\u77e5\u3089\u308c\u305f\u96e3\u984c\u3067\u3059\u3002.<\/p>\n<p><strong>\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u8aa4\u5dee\uff1a<\/strong> \u571f\u58cc\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306b\u306f\u3001\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u30d0\u30a4\u30a2\u30b9\uff08GPS\u5ea7\u6a19\u306e\u305a\u308c\u306a\u3069\uff09\u3001\u30b5\u30f3\u30d7\u30eb\u5185\u306e\u4e0d\u5747\u4e00\u6027\uff08\u30b3\u30a2\u306e\u6df7\u5408\u304c\u4e0d\u5341\u5206\u306a\u5834\u5408\u306a\u3069\uff09\u3001\u304a\u3088\u3073\u5b9f\u9a13\u5ba4\u3067\u306e\u5206\u6790\u8aa4\u5dee\u3068\u3044\u3063\u305f\u8aa4\u5dee\u304c\u751f\u3058\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u8aa4\u5dee\u306f\u30c7\u30fc\u30bf\u306b\u30ce\u30a4\u30ba\u3092\u6df7\u5165\u3055\u305b\u3001\u30be\u30fc\u30f3\u5883\u754c\u3092\u66d6\u6627\u306b\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u8aa4\u5dee\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u308b\u305f\u3081\u306b\u306f\u3001\u53b3\u683c\u306a\u624b\u9806\uff08\u4e00\u5b9a\u306e\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u6df1\u5ea6\u3001\u30d7\u30ed\u30fc\u30d6\u306e\u6d17\u6d44\u3001\u30b5\u30f3\u30d7\u30eb\u306e\u53d6\u308a\u6271\u3044\u306a\u3069\uff09\u304c\u5fc5\u8981\u3067\u3059\u3002.<\/p>\n<p><strong>\u30b3\u30b9\u30c8\u5236\u7d04\uff1a<\/strong> \u6700\u5927\u306e\u969c\u58c1\u306f\u3001\u7279\u306b\u5c0f\u898f\u6a21\u8fb2\u5bb6\u3084\u8cc7\u6e90\u306e\u9650\u3089\u308c\u305f\u8fb2\u5bb6\u306b\u3068\u3063\u3066\u3001\u30b3\u30b9\u30c8\u3067\u3042\u308b\u3053\u3068\u304c\u591a\u3044\u3002\u7cbe\u5bc6\u6a5f\u5668\u3084\u9ad8\u5bc6\u5ea6\u571f\u58cc\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306b\u306f\u6295\u8cc7\u304c\u5fc5\u8981\u3068\u306a\u308b\u3002AEM\u306e\u8abf\u67fb\u306b\u3088\u308b\u3068\u3001\u30b3\u30b9\u30c8\u306f\u5c0e\u5165\u306e\u5927\u304d\u306a\u969c\u5bb3\u3068\u306a\u3063\u3066\u3044\u308b\u3002\u4f4e\u6240\u5f97\u8fb2\u5bb6\u306f\u3001\u4e88\u7b97\u304c\u9650\u3089\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u30e1\u30ea\u30c3\u30c8\u3092\u7406\u89e3\u3057\u3066\u3044\u3066\u3082\u7cbe\u5bc6\u8fb2\u696d\u306e\u624b\u9806\u3092\u7701\u7565\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002\u5c0f\u898f\u6a21\u8fb2\u5bb6\uff08\u58f2\u4e0a\u9ad81,000,000\u30c9\u30eb\u672a\u6e80\uff09\u306f\u3001\u7cbe\u5bc6\u8fb2\u696d\u6280\u8853\u306e\u5c0e\u5165\u306b\u304a\u3044\u3066\u5927\u898f\u6a21\u8fb2\u5bb6\u306b\u5927\u304d\u304f\u9045\u308c\u3092\u3068\u3063\u3066\u3044\u308b\u3002.<\/p>\n<p><strong>\u30c7\u30fc\u30bf\u7d71\u5408\u306e\u8907\u96d1\u3055\uff1a<\/strong> 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data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"13030\" data-permalink=\"https:\/\/geopard.tech\/jp\/blog\/optimize-inputs-by-precision-soil-sampling-for-management-zone-delineation\/case-studies-and-applications-soil-sampling-for-zones\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Case-Studies-and-Applications-Soil-sampling-for-zones.webp?fit=1024%2C1024&amp;ssl=1\" data-orig-size=\"1024,1024\" data-comments-opened=\"1\" data-image-title=\"Case Studies and Applications Soil sampling for zones\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Case-Studies-and-Applications-Soil-sampling-for-zones.webp?fit=1024%2C1024&amp;ssl=1\" class=\"alignnone size-full wp-image-13030\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Case-Studies-and-Applications-Soil-sampling-for-zones.webp?resize=810%2C810&#038;ssl=1\" alt=\"\u4e8b\u4f8b\u7814\u7a76\u3068\u5fdc\u7528\u4f8b\uff1a\u571f\u58cc\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\uff08\u5bfe\u8c61\u5730\u57df\u5225\uff09\" width=\"810\" height=\"810\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Case-Studies-and-Applications-Soil-sampling-for-zones.webp?w=1024&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Case-Studies-and-Applications-Soil-sampling-for-zones.webp?resize=300%2C300&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Case-Studies-and-Applications-Soil-sampling-for-zones.webp?resize=150%2C150&amp;ssl=1 150w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Case-Studies-and-Applications-Soil-sampling-for-zones.webp?resize=768%2C768&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Case-Studies-and-Applications-Soil-sampling-for-zones.webp?resize=12%2C12&amp;ssl=1 12w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/04\/Case-Studies-and-Applications-Soil-sampling-for-zones.webp?resize=120%2C120&amp;ssl=1 120w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p><strong>2. \u30d6\u30e9\u30b8\u30eb\u306e\u5927\u8c46\u7551\uff08Maltauro et al.\u3001\u5f15\u7528\u6587\u732e\uff09\uff1a<\/strong> 3\u3064\u306e\u5546\u696d\u7528\u5703\u5834\u306b\u304a\u3044\u3066\u3001\u7814\u7a76\u8005\u3089\u306f\u571f\u58cc\u30c7\u30fc\u30bf\u306b\u8907\u6570\u306e\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u624b\u6cd5\uff08K\u5e73\u5747\u6cd5\u3001\u30d5\u30a1\u30b8\u30fcC\u5e73\u5747\u6cd5\u306a\u3069\uff09\u3092\u9069\u7528\u3057\u3066\u30be\u30fc\u30f3\u3092\u5b9a\u7fa9\u3057\u305f\u3002\u305d\u306e\u7d50\u679c\u3001\u6bce\u5e742\u3064\u306e\u30be\u30fc\u30f3\u304c\u7279\u5b9a\u3055\u308c\u3001\u91cd\u8981\u306a\u3053\u3068\u306b\u3001\u3053\u306e\u30be\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u3063\u3066\u3001\u8fb2\u5bb6\u306f\u5747\u4e00\u306a\u30b0\u30ea\u30c3\u30c9\u3068\u6bd4\u8f03\u3057\u3066\u3001\u60c5\u5831\u3092\u5931\u3046\u3053\u3068\u306a\u304f\u571f\u58cc\u30b5\u30f3\u30d7\u30eb\u309250\uff5e75%\u524a\u6e1b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u305f\u3002\u5b9f\u969b\u306b\u306f\u3001\u3053\u308c\u306f\u571f\u58cc\u80a5\u6c83\u5ea6\u30de\u30c3\u30d4\u30f3\u30b0\u306e\u7cbe\u5ea6\u3092\u307b\u3068\u3093\u3069\u640d\u306a\u3046\u3053\u3068\u306a\u304f\u3001\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u30b3\u30b9\u30c8\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3067\u304d\u308b\u3053\u3068\u3092\u610f\u5473\u3059\u308b\u3002.<\/p>\n<p><strong>3. \u30a4\u30bf\u30ea\u30a2\u306e\u8907\u6570\u5e74\u53ce\u91cf\u8abf\u67fb\uff08Abid et al., 2022\uff09\uff1a<\/strong> 7\u5e74\u9593\u306b\u308f\u305f\u308b\u8907\u6570\u4f5c\u7269\u306e\u53ce\u91cf\u30c7\u30fc\u30bf\u3001NDVI\u885b\u661f\u753b\u50cf\u3001\u571f\u58cc\u5206\u6790\u3092\u7d44\u307f\u5408\u308f\u305b\u305f9\u30d8\u30af\u30bf\u30fc\u30eb\u306e\u5703\u5834\u306b\u304a\u3044\u3066\u3001\u7814\u7a76\u8005\u3089\u306f\u5730\u7d71\u8a08\u5b66\u3068\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3092\u7528\u3044\u3066\u30be\u30fc\u30f3\u3092\u533a\u5206\u3057\u305f\u3002\u5f7c\u3089\u306f\u3001\u6700\u3082\u76f8\u95a2\u6027\u306e\u9ad8\u3044\u571f\u58cc\u30d1\u30e9\u30e1\u30fc\u30bf\u3068NDVI\u30d1\u30e9\u30e1\u30fc\u30bf\u306b\u57fa\u3065\u3044\u30662\u3064\u306e\u30be\u30fc\u30f3\u304b\u3089\u306a\u308b\u5730\u56f3\u3092\u4f5c\u6210\u3057\u3001\u305d\u308c\u304c\u5f53\u6642\u306e\u53ce\u91cf\u30d1\u30bf\u30fc\u30f383%\u3068\u4e00\u81f4\u3057\u305f\u3002\u3053\u306e\u7d50\u679c\u306f\u3001\u9069\u5207\u306b\u9078\u629e\u3055\u308c\u305f\u30be\u30fc\u30f3\u304c\u5703\u5834\u306e\u751f\u7523\u6027\u30d1\u30bf\u30fc\u30f3\u3092\u8868\u305b\u308b\u3053\u3068\u3092\u88cf\u4ed8\u3051\u3066\u3044\u308b\u3002.<\/p>\n<p><strong>4. \u666e\u53ca\u6d3b\u52d5\u306e\u5b9f\u6f14\uff1a<\/strong> 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