{"id":11785,"date":"2025-07-06T21:42:54","date_gmt":"2025-07-06T19:42:54","guid":{"rendered":"https:\/\/geopard.tech\/?p=11785"},"modified":"2025-07-06T21:48:35","modified_gmt":"2025-07-06T19:48:35","slug":"%e3%83%aa%e3%83%a2%e3%83%bc%e3%83%88%e3%82%bb%e3%83%b3%e3%82%b7%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e6%a4%8d%e7%94%9f%e6%8c%87%e6%95%b0%e3%81%8c%e3%82%b8%e3%83%a3%e3%82%ac%e3%82%a4%e3%83%a2","status":"publish","type":"post","link":"https:\/\/geopard.tech\/jp\/blog\/remote-sensing-vegetation-indices-transform-potato-yield-forecasting\/","title":{"rendered":"\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u306b\u3088\u308b\u690d\u751f\u6307\u6570\u304c\u30b8\u30e3\u30ac\u30a4\u30e2\u306e\u53ce\u91cf\u4e88\u6e2c\u3092\u5909\u9769\u3059\u308b"},"content":{"rendered":"<p>\u30b8\u30e3\u30ac\u30a4\u30e2\u306f\u4e16\u754c\u3067\u6700\u3082\u91cd\u8981\u306a\u98df\u7ce7\u4f5c\u7269\u306e\u4e00\u3064\u3067\u3042\u308a\u3001\u4f55\u767e\u4e07\u4eba\u3082\u306e\u4eba\u3005\u306e\u4e3b\u98df\u3068\u306a\u3063\u3066\u3044\u308b\u3002\u307e\u305a\u3001\u30b8\u30e3\u30ac\u30a4\u30e2\u306e\u751f\u80b2\u65b9\u6cd5\u3092\u7406\u89e3\u3057\u3001\u53ce\u7a6b\u91cf\u3092\u4e88\u6e2c\u3067\u304d\u308b\u3053\u3068\u306f\u3001\u8fb2\u5bb6\u304c\u704c\u6f11\u3001\u65bd\u80a5\u3001\u5bb3\u866b\u99c6\u9664\u3092\u3088\u308a\u52b9\u679c\u7684\u306b\u7ba1\u7406\u3059\u308b\u4e0a\u3067\u5f79\u7acb\u3064\u3002.<\/p>\n<p>\u7b2c\u4e8c\u306b\u3001\u98df\u54c1\u52a0\u5de5\u696d\u8005\u3084\u8caf\u8535\u65bd\u8a2d\u306f\u3001\u4fe1\u983c\u3067\u304d\u308b\u53ce\u7a6b\u91cf\u4e88\u6e2c\u304c\u3042\u308c\u3070\u3001\u7269\u6d41\u3084\u52b4\u50cd\u529b\u306e\u8a08\u753b\u3092\u3088\u308a\u9069\u5207\u306b\u7acb\u3066\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u7551\u3092\u5b9f\u969b\u306b\u6b69\u304d\u56de\u3063\u3066\u690d\u7269\u3092\u624b\u4f5c\u696d\u3067\u6e2c\u5b9a\u3059\u308b\u3068\u3044\u3063\u305f\u5f93\u6765\u306e\u65b9\u6cd5\u306f\u3001\u6642\u9593\u304c\u304b\u304b\u308a\u3001\u4eba\u70ba\u7684\u306a\u30df\u30b9\u304c\u767a\u751f\u3057\u3084\u3059\u3044\u3068\u3044\u3046\u554f\u984c\u304c\u3042\u308a\u307e\u3059\u3002.<\/p>\n<p>\u305d\u306e\u305f\u3081\u3001\u79d1\u5b66\u8005\u305f\u3061\u306f\u3001\u30b8\u30e3\u30ac\u30a4\u30e2\u306e\u751f\u80b2\u72b6\u6cc1\u3092\u76e3\u8996\u3057\u3001\u53ce\u7a6b\u91cf\u3092\u3088\u308a\u8fc5\u901f\u304b\u3064\u6b63\u78ba\u306b\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306b\u3001\u885b\u661f\u3001\u30c9\u30ed\u30fc\u30f3\u3001\u307e\u305f\u306f\u643a\u5e2f\u6a5f\u5668\u306b\u642d\u8f09\u3055\u308c\u305f\u30ab\u30e1\u30e9\u3084\u30bb\u30f3\u30b5\u30fc\u3092\u4f7f\u7528\u3059\u308b\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u6280\u8853\u306b\u6ce8\u76ee\u3059\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u3002.<\/p>\n<h2>\u30b8\u30e3\u30ac\u30a4\u30e2\u306e\u53ce\u7a6b\u91cf\u4e88\u6e2c\u3092\u7406\u89e3\u3059\u308b<\/h2>\n<p>\u904e\u53bb20\u5e74\u9593\u3067\u3001\u30b8\u30e3\u30ac\u30a4\u30e2\u7814\u7a76\u3078\u306e\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u306e\u5fdc\u7528\u3078\u306e\u95a2\u5fc3\u306f\u8457\u3057\u304f\u9ad8\u307e\u3063\u3066\u3044\u308b\u3002\u5b9f\u969b\u3001\u3042\u308b\u7cfb\u7d71\u7684\u30ec\u30d3\u30e5\u30fc\u3067\u306f\u3001\u5f53\u521d\u30b9\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f482\u4ef6\u306e\u8ad6\u6587\u306e\u3046\u3061\u30012000\u5e74\u304b\u30892022\u5e74\u306e\u9593\u306b\u3053\u306e\u30c6\u30fc\u30de\u306b\u95a2\u3057\u3066\u767a\u8868\u3055\u308c\u305f79\u4ef6\u306e\u7814\u7a76\u304c\u7279\u5b9a\u3055\u308c\u305f\u3002.<\/p>\n<p>\u900f\u660e\u6027\u3068\u518d\u73fe\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u3001\u8457\u8005\u3089\u306f\u78ba\u7acb\u3055\u308c\u305f\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\uff08Kitchenham &amp; Charters 2007; PRISMA\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\uff09\u306b\u5f93\u3044\u3001Google Scholar\u3001ScienceDirect\u3001Scopus\u3001Web of Science\u3001IEEE Xplore\u3001MDPI\u3001Taylor &amp; Francis\u3001SpringerLink\u306e8\u3064\u306e\u4e3b\u8981\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u3001\u300c\u30b8\u30e3\u30ac\u30a4\u30e2\u53ce\u91cf\u4e88\u6e2c\u300d\u304a\u3088\u3073\u300c\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u300d\u306a\u3069\u306e\u7528\u8a9e\u3092\u4f7f\u7528\u3057\u3066\u691c\u7d22\u3057\u305f\u3002\u201c<\/p>\n<p>\u3057\u305f\u304c\u3063\u3066\u3001\u6210\u9577\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u307e\u305f\u306f\u53ce\u91cf\u63a8\u5b9a\u306b\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u305f\u82f1\u8a9e\u306e\u30aa\u30ea\u30b8\u30ca\u30eb\u7814\u7a76\u306e\u307f\u3092\u5bfe\u8c61\u3068\u3057\u305f\u3002\u3055\u3089\u306b\u3001\u9078\u629e\u3055\u308c\u305f\u5404\u8ad6\u6587\u304b\u3089\u3001\u4ee5\u4e0b\u306e4\u3064\u306e\u4e3b\u8981\u306a\u8cea\u554f\u306b\u57fa\u3065\u3044\u3066\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u305f\u3002<\/p>\n<ul>\n<li>\u3069\u306e\u30bb\u30f3\u30b7\u30f3\u30b0\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304c\u4f7f\u7528\u3055\u308c\u307e\u3057\u305f\u304b\uff08\u885b\u661f\u3001UAV\u3001\u307e\u305f\u306f\u5730\u4e0a\u8a2d\u7f6e\u578b\uff09\uff1f<\/li>\n<li>\u3069\u306e\u690d\u751f\u6307\u6570\u307e\u305f\u306f\u30b9\u30da\u30af\u30c8\u30eb\u7279\u6027\u304c\u8a55\u4fa1\u3055\u308c\u307e\u3057\u305f\u304b\uff1f<\/li>\n<li>\u3069\u306e\u3088\u3046\u306a\u4f5c\u7269\u7279\u6027\uff08\u30d0\u30a4\u30aa\u30de\u30b9\u3001\u8449\u9762\u7a4d\u3001\u30af\u30ed\u30ed\u30d5\u30a3\u30eb\u3001\u7a92\u7d20\uff09\u304c\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3055\u308c\u307e\u3057\u305f\u304b\uff1f<\/li>\n<li>\u6700\u7d42\u7684\u306a\u584a\u830e\u53ce\u91cf\u3092\u3069\u306e\u7a0b\u5ea6\u6b63\u78ba\u306b\u4e88\u6e2c\u3067\u304d\u308b\u304b\uff08\u6c7a\u5b9a\u4fc2\u6570\u3001R\u00b2\uff09\uff1f<\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u306e\u8cea\u554f\u306f\u3001\u67fb\u8aad\u8005\u304c\u6700\u65b0\u306e\u7814\u7a76\u72b6\u6cc1\u3092\u628a\u63e1\u3057\u3001\u4eca\u5f8c\u306e\u7814\u7a76\u304c\u91cd\u70b9\u7684\u306b\u53d6\u308a\u7d44\u3080\u3079\u304d\u5206\u91ce\u3092\u7279\u5b9a\u3059\u308b\u306e\u306b\u5f79\u7acb\u3063\u305f\u3002.<\/p>\n<h2>\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u690d\u751f\u6307\u6570<\/h2>\n<p>\u7814\u7a76\u8005\u305f\u3061\u306f\u3001\u305d\u308c\u305e\u308c\u306b\u5229\u70b9\u3068\u9650\u754c\u304c\u3042\u308b3\u3064\u306e\u4e3b\u8981\u306a\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u63a1\u7528\u3057\u3066\u304d\u305f\u3002\u307e\u305a\u3001Sentinel-2\uff08\u7a7a\u9593\u5206\u89e3\u80fd10m\u30015\u65e5\u5468\u671f\uff09\u3084Landsat 5-8\uff0830m\u300116\u65e5\u5468\u671f\uff09\u306a\u3069\u306e\u5149\u5b66\u885b\u661f\u306f\u3001\u5e83\u7bc4\u56f2\u3092\u30ab\u30d0\u30fc\u3057\u3001\u591a\u304f\u306e\u5834\u5408\u7121\u6599\u3067\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3002.<\/p>\n<p>\u7b2c\u4e8c\u306b\u3001MODIS\/TERRA\/Aqua\uff08250\uff5e1000m\u3001\u6bce\u65e5\uff5e2\u65e5\u3054\u3068\u306b\u518d\u8a2a\uff09\u306e\u3088\u3046\u306a\u885b\u661f\u3084\u3001PlanetScope\uff083m\u3001\u6bce\u65e5\u3001100km\u00b2\u3042\u305f\u308a\u7d04$218\u306e\u8cbb\u7528\uff09\u306e\u3088\u3046\u306a\u5546\u7528\u30b7\u30b9\u30c6\u30e0\u306b\u3088\u308a\u3001\u3088\u308a\u983b\u7e41\u306a\u3001\u307e\u305f\u306f\u3088\u308a\u9ad8\u89e3\u50cf\u5ea6\u306e\u76e3\u8996\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u304c\u3001\u30b3\u30b9\u30c8\u304c\u554f\u984c\u3068\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002.<\/p>\n<p><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" 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data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/07\/Remote-Sensing-Platforms-and-Vegetation-Indices.webp?fit=1024%2C1024&amp;ssl=1\" class=\"alignnone size-full wp-image-11792\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/07\/Remote-Sensing-Platforms-and-Vegetation-Indices.webp?resize=810%2C810&#038;ssl=1\" alt=\"\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u690d\u751f\u6307\u6570\" width=\"810\" height=\"810\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/07\/Remote-Sensing-Platforms-and-Vegetation-Indices.webp?w=1024&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/07\/Remote-Sensing-Platforms-and-Vegetation-Indices.webp?resize=300%2C300&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/07\/Remote-Sensing-Platforms-and-Vegetation-Indices.webp?resize=150%2C150&amp;ssl=1 150w, 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\/><\/p>\n<p>\u7b2c\u4e09\u306b\u3001\u30de\u30eb\u30c1\u30b9\u30da\u30af\u30c8\u30eb\u30ab\u30e1\u30e9\u3084\u30cf\u30a4\u30d1\u30fc\u30b9\u30da\u30af\u30c8\u30eb\u30ab\u30e1\u30e9\u3092\u642d\u8f09\u3057\u305f\u7121\u4eba\u822a\u7a7a\u6a5f\uff08UAV\uff09\u306f\u3001\u975e\u5e38\u306b\u9ad8\u3044\u89e3\u50cf\u5ea6\uff081\u30d4\u30af\u30bb\u30eb\u3042\u305f\u308a\u6570\u30bb\u30f3\u30c1\u30e1\u30fc\u30c8\u30eb\u307e\u3067\uff09\u3092\u5b9f\u73fe\u3057\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u98db\u884c\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u304c\u3001\u30ab\u30d0\u30fc\u3067\u304d\u308b\u7bc4\u56f2\u304c\u72ed\u304f\u3001\u3088\u308a\u591a\u304f\u306e\u30ed\u30b8\u30b9\u30c6\u30a3\u30af\u30b9\u304c\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059\u3002.<\/p>\n<p>\u6700\u5f8c\u306b\u3001\u5730\u4e0a\u8a2d\u7f6e\u578b\u306e\u30bb\u30f3\u30b5\u30fc\uff08\u643a\u5e2f\u578bNDVI\u30e1\u30fc\u30bf\u30fc\u3084SPAD\u30af\u30ed\u30ed\u30d5\u30a3\u30eb\u30e1\u30fc\u30bf\u30fc\u306a\u3069\uff09\u306f\u3001\u975e\u5e38\u306b\u7cbe\u5ea6\u306e\u9ad8\u3044\u30b9\u30dd\u30c3\u30c8\u6e2c\u5b9a\u3092\u53ef\u80fd\u306b\u3059\u308b\u304c\u3001\u5e83\u3044\u7bc4\u56f2\u3067\u4f7f\u7528\u3059\u308b\u5834\u5408\u306f\u6642\u9593\u304c\u304b\u304b\u308b\u3002.<\/p>\n<p>\u690d\u751f\u6307\u6570\uff08VI\uff09\u306f\u3001\u751f\u306e\u53cd\u5c04\u7387\u5024\u3092\u690d\u7269\u306e\u7279\u6027\u306b\u95a2\u3059\u308b\u610f\u5473\u306e\u3042\u308b\u63a8\u5b9a\u5024\u306b\u5909\u63db\u3057\u307e\u3059\u3002\u30b8\u30e3\u30ac\u30a4\u30e2\u306e\u7814\u7a76\u3067\u6700\u3082\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u6307\u6570\u306b\u306f\u3001\u6b21\u306e\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>NDVI\uff08\u6b63\u898f\u5316\u690d\u751f\u6307\u6570\uff09\uff1a\uff08\u8fd1\u8d64\u5916\u7dda\uff0d\u8d64\u8272\u5149\uff09\uff0f\uff08\u8fd1\u8d64\u5916\u7dda\uff0b\u8d64\u8272\u5149\uff09<\/li>\n<li>GNDVI\uff08\u7dd1\u8272NDVI\uff09\uff1a\uff08\u8fd1\u8d64\u5916\u7dda\uff0d\u7dd1\u8272\uff09\uff0f\uff08\u8fd1\u8d64\u5916\u7dda\uff0b\u7dd1\u8272\uff09<\/li>\n<li>NDRE\uff08\u6b63\u898f\u5316\u5dee\u5206\u30ec\u30c3\u30c9\u30a8\u30c3\u30b8\uff09\uff1a\uff08NIR \u2013 RedEdge\uff09\/\uff08NIR + RedEdge\uff09<\/li>\n<li>OSAVI\uff08\u6700\u9069\u5316\u571f\u58cc\u8abf\u6574\u690d\u751f\u6307\u6570\uff09\uff1a1.16 \u00d7\uff08\u8fd1\u8d64\u5916\u7dda\uff0d\u8d64\u8272\u5149\uff09\uff0f\uff08\u8fd1\u8d64\u5916\u7dda\uff0b\u8d64\u8272\u5149\uff0b0.16\uff09<\/li>\n<li>EVI\uff08\u5f37\u5316\u690d\u751f\u6307\u6570\uff09\u3001CIred-edge\u3001CIgreen\u306a\u3069\u3002 .<\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u306e\u6307\u6a19\u306f\u3001\u6a39\u51a0\u88ab\u8986\u7387\u3001\u30af\u30ed\u30ed\u30d5\u30a3\u30eb\u542b\u6709\u91cf\u3001\u571f\u58cc\u80cc\u666f\u306b\u5bfe\u3059\u308b\u611f\u5ea6\u306b\u57fa\u3065\u3044\u3066\u9078\u5b9a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u3053\u308c\u3089\u306f\u690d\u7269\u306e\u5065\u5eb7\u72b6\u614b\u3092\u8a55\u4fa1\u3057\u3001\u53ce\u91cf\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306e\u57fa\u790e\u3068\u306a\u308a\u307e\u3059\u3002.<\/p>\n<h2>\u30b8\u30e3\u30ac\u30a4\u30e2\u306e\u751f\u80b2\u72b6\u6cc1\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3068\u53ce\u91cf\u4e88\u6e2c<\/h2>\n<p>\u7814\u7a76\u8005\u305f\u3061\u306f\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u3092\u7528\u3044\u3066\u3001\u30b8\u30e3\u30ac\u30a4\u30e2\u306e\u4e3b\u8981\u306a\u4f5c\u7269\u7279\u6027\uff08\u5730\u4e0a\u90e8\u30d0\u30a4\u30aa\u30de\u30b9\uff08AGB\uff09\u3001\u8449\u9762\u7a4d\u6307\u6570\uff08LAI\uff09\u3001\u8449\u51a0\u30af\u30ed\u30ed\u30d5\u30a3\u30eb\u542b\u6709\u91cf\uff08CCC\uff09\u3001\u8449\u306e\u7a92\u7d20\u72b6\u614b\uff09\u3092\u76e3\u8996\u3057\u3001\u305d\u308c\u3089\u3092\u6700\u7d42\u7684\u306a\u584a\u830e\u53ce\u91cf\u3068\u95a2\u9023\u4ed8\u3051\u3066\u3044\u308b\u3002.<\/p>\n<p>\u307e\u305a\u3001\u690d\u751f\u6307\u6570\uff08VI\uff09\u306e\u307f\u3092\u4f7f\u7528\u3057\u3066\u5730\u4e0a\u90e8\u30d0\u30a4\u30aa\u30de\u30b9\uff08AGB\uff09\u3092\u63a8\u5b9a\u3059\u308b\u3053\u3068\u306f\u3001\u6a39\u51a0\u88ab\u8986\u304c\u5bc6\u306a\u5834\u5408\u3001\u591a\u304f\u306e\u6307\u6570\u304c\u98fd\u548c\u3057\u3066\u3057\u307e\u3046\u305f\u3081\u56f0\u96e3\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u304a\u3044\u3066\u3001\u690d\u751f\u6307\u6570\u3068\u690d\u7269\u306e\u9ad8\u3055\u3084\u8cea\u611f\u306e\u7279\u5fb4\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u7cbe\u5ea6\u304c\u5411\u4e0a\u3059\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3059\u3002.<\/p>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"11793\" data-permalink=\"https:\/\/geopard.tech\/jp\/blog\/remote-sensing-vegetation-indices-transform-potato-yield-forecasting\/potato-monitoring-growth-and-predicting-yield\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/07\/Potato-Monitoring-Growth-and-Predicting-Yield.webp?fit=1024%2C1024&amp;ssl=1\" data-orig-size=\"1024,1024\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Potato Monitoring Growth and Predicting Yield\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/07\/Potato-Monitoring-Growth-and-Predicting-Yield.webp?fit=1024%2C1024&amp;ssl=1\" class=\"alignnone size-full wp-image-11793\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/07\/Potato-Monitoring-Growth-and-Predicting-Yield.webp?resize=810%2C810&#038;ssl=1\" alt=\"\u30b8\u30e3\u30ac\u30a4\u30e2\u306e\u751f\u80b2\u72b6\u6cc1\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3068\u53ce\u91cf\u4e88\u6e2c\" width=\"810\" height=\"810\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/07\/Potato-Monitoring-Growth-and-Predicting-Yield.webp?w=1024&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/07\/Potato-Monitoring-Growth-and-Predicting-Yield.webp?resize=300%2C300&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/07\/Potato-Monitoring-Growth-and-Predicting-Yield.webp?resize=150%2C150&amp;ssl=1 150w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/07\/Potato-Monitoring-Growth-and-Predicting-Yield.webp?resize=768%2C768&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/07\/Potato-Monitoring-Growth-and-Predicting-Yield.webp?resize=120%2C120&amp;ssl=1 120w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p>\u7b2c\u4e8c\u306b\u3001LAI\uff08\u5730\u8868\u9762\u7a4d\u3042\u305f\u308a\u306e\u7247\u5074\u8449\u9762\u7a4d\u306e\u5408\u8a08\uff09\u306e\u8a55\u4fa1\u306f\u3001UAV\u30cf\u30a4\u30d1\u30fc\u30b9\u30da\u30af\u30c8\u30eb\u30bb\u30f3\u30b5\u30fc\u3068\u885b\u661f\u30de\u30eb\u30c1\u30b9\u30da\u30af\u30c8\u30eb\u30bb\u30f3\u30b5\u30fc\u306e\u4e21\u65b9\u304b\u3089\u306e\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u6700\u59270.84\u306eR\u00b2\u5024\u3092\u9054\u6210\u3057\u307e\u3057\u305f\u3002.<\/p>\n<p>\u7b2c\u4e09\u306b\u3001CIred-edge\u3001CIgreen\u3001TCARI\/OSAVI\u3001TCARI + OSAVI\u306a\u3069\u306e\u6307\u6a19\u304b\u3089\u5c0e\u51fa\u3055\u308c\u305fCCC\u63a8\u5b9a\u5024\u306f\u3001\u6804\u990a\u6210\u9577\u671f\u306bR\u00b2 \u2248 0.85\u306b\u9054\u3057\u3001\u5b9f\u9a13\u5ba4\u3067\u6e2c\u5b9a\u3055\u308c\u305f\u30af\u30ed\u30ed\u30d5\u30a3\u30eb\u3068\u306e\u5f37\u3044\u76f8\u95a2\u95a2\u4fc2\u3092\u793a\u3057\u307e\u3057\u305f\u3002.<\/p>\n<p>\u6700\u5f8c\u306b\u3001\u5065\u5168\u306a\u6210\u9577\u306b\u4e0d\u53ef\u6b20\u306a\u8449\u306e\u7a92\u7d20\u72b6\u614b\u306f\u3001\u5730\u4e0a\u30bb\u30f3\u30b5\u30fc\u3068\u56de\u5e30\u30e2\u30c7\u30eb\u307e\u305f\u306f\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8\u30e2\u30c7\u30eb\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u5834\u5408\u3001R\u00b2\u5024\u304c0.52\u304b\u30890.95\u306e\u7bc4\u56f2\u3067\u4e88\u6e2c\u3055\u308c\u307e\u3057\u305f\u3002.<\/p>\n<p>\u584a\u830e\u306e\u53ce\u91cf\u4e88\u6e2c\u306b\u95a2\u3057\u3066\u306f\u3001\u4e3b\u306b2\u3064\u306e\u30e2\u30c7\u30ea\u30f3\u30b0\u624b\u6cd5\u304c\u6ce8\u76ee\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u7d4c\u9a13\u7684\u56de\u5e30\u30e2\u30c7\u30eb\uff1a\u3053\u3053\u3067\u306f\u3001\u5358\u4e00\u306e\u690d\u751f\u6307\u6570\uff08\u591a\u304f\u306e\u5834\u5408\u3001NDVI\u3001GNDVI\u3001\u307e\u305f\u306fNDRE\uff09\u3092\u5730\u4e0a\u306e\u5b9f\u6e2c\u53ce\u91cf\u30c7\u30fc\u30bf\u306b\u9069\u5408\u3055\u305b\u307e\u3059\u3002NDVI\u3068\u53ce\u91cf\u306e\u76f8\u95a2\u4fc2\u6570R\u00b2\u5024\u306f0.23\uff5e0.84\uff08\u4e2d\u592e\u5024\u22480.67\uff09\u306e\u7bc4\u56f2\u3067\u3042\u308a\u3001NDRE\u3068\u53ce\u91cf\u306e\u76f8\u95a2\u4fc2\u6570\u306f0.12\uff5e0.85\uff08\u4e2d\u592e\u5024\u22480.61\uff09\u306e\u7bc4\u56f2\u3067\u3059\u3002.<\/p>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\uff1a\u3053\u308c\u306b\u306f\u3001\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8\u3001\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306a\u3069\u304c\u3042\u308a\u3001\u8907\u6570\u306e\u690d\u751f\u6307\u6570\uff08VI\uff09\u3001\u30b9\u30da\u30af\u30c8\u30eb\u30d0\u30f3\u30c9\u3001\u304a\u3088\u3073\u6c17\u8c61\u3001\u571f\u58cc\u3001\u7ba1\u7406\u306a\u3069\u306e\u975e\u30b9\u30da\u30af\u30c8\u30eb\u8981\u56e0\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u30e2\u30c7\u30eb\u306f\u3001\u4e00\u90e8\u306e\u7814\u7a76\u3067R\u00b2\u30920.93\u307e\u3067\u62bc\u3057\u4e0a\u3052\u3066\u3044\u307e\u3059\u3002.<\/p>\n<p>\u3055\u3089\u306b\u3001\u30c7\u30fc\u30bf\u53ce\u96c6\u306e\u30bf\u30a4\u30df\u30f3\u30b0\u306f\u4e88\u6e2c\u7cbe\u5ea6\u306b\u5927\u304d\u304f\u5f71\u97ff\u3059\u308b\u3002\u8907\u6570\u306e\u7814\u7a76\u306b\u304a\u3044\u3066\u3001\u690d\u3048\u4ed8\u3051\u5f8c36\uff5e55\u65e5\u76ee\u306b\u6e2c\u5b9a\u3057\u305f\u690d\u751f\u6307\u6570\uff08VI\uff09\u304c\u6700\u7d42\u7684\u306a\u584a\u830e\u53ce\u91cf\u3068\u6700\u3082\u9ad8\u3044\u76f8\u95a2\u3092\u793a\u3057\u305f\u3002.<\/p>\n<p>\u3053\u306e\u6bb5\u968e\u306f\u3001\u5730\u8868\u88ab\u8986\u7387\u304c\u6700\u5927\u3068\u306a\u308a\u3001\u584a\u830e\u5f62\u6210\u304c\u59cb\u307e\u308b\u6642\u671f\u3068\u4e00\u81f4\u3059\u308b\u305f\u3081\u3001\u690d\u7269\u306e\u69cb\u9020\u304c\u6700\u7d42\u7684\u306a\u53ce\u91cf\u3092\u6700\u3082\u3088\u304f\u793a\u3059\u6307\u6a19\u3068\u306a\u308a\u307e\u3059\u3002\u4e3b\u306a\u7d71\u8a08\u30c7\u30fc\u30bf\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<ul>\n<li>\u7279\u5b9a\u3055\u308c\u305f482\u4ef6\u306e\u7814\u7a76\u306e\u3046\u3061\u300179\u4ef6\uff082000\u5e74\uff5e2022\u5e74\uff09\u304c\u30ec\u30d3\u30e5\u30fc\u57fa\u6e96\u3092\u6e80\u305f\u3057\u305f\u3002.<\/li>\n<li>\u91cd\u70b9\u5206\u91ce\uff1a\u53ce\u91cf\u4e88\u6e2c\uff0837 %\uff09\u3001\u8449\u306e\u7a92\u7d20\u72b6\u614b\uff0821 %\uff09\u3001\u5730\u4e0a\u90e8\u30d0\u30a4\u30aa\u30de\u30b9\uff0815 %\uff09\u3001\u8449\u9762\u7a4d\u6307\u6570\uff08LAI\uff09\uff0815 %\uff09\u3001CCC\uff0812 %\uff09\u3002.<\/li>\n<li>\u6700\u3082\u3088\u304f\u4f7f\u7528\u3055\u308c\u308b\u885b\u661f\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\uff1aSentinel-2\u3001Landsat\u3001MODIS\u3002\u5546\u7528\uff1aPlanetScope\u3002.<\/li>\n<li>R\u00b2\u306e\u7bc4\u56f2\uff1aNDVI\u53ce\u91cf\uff080.23\uff5e0.84\uff09\u3001NDRE\u53ce\u91cf\uff080.12\uff5e0.85\uff09\u3001GNDVI\u53ce\u91cf\uff080.26\uff5e0.75\uff09\u3002.<\/li>\n<\/ul>\n<h2>\u30b8\u30e3\u30ac\u30a4\u30e2\u306e\u53ce\u7a6b\u91cf\u4e88\u6e2c\u306b\u95a2\u3059\u308b\u63a8\u5968\u4e8b\u9805<\/h2>\n<p>\u3053\u308c\u3089\u306e\u77e5\u898b\u306b\u57fa\u3065\u304d\u3001\u5b9f\u52d9\u8005\u306f\u307e\u305a\u81ea\u8eab\u306e\u76ee\u6a19\u306b\u9069\u3057\u305f\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u9078\u629e\u3059\u3079\u304d\u3067\u3042\u308b\u3002\u5730\u57df\u53ce\u91cf\u4e88\u6e2c\u306b\u304a\u3044\u3066\u306f\u3001\u7121\u6599\u306eSentinel-2\u30c7\u30fc\u30bf\u304c10m\u306e\u89e3\u50cf\u5ea6\u30685\u65e5\u3054\u3068\u306e\u518d\u8a2a\u5468\u671f\u3067\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u30c7\u30fc\u30bf\u3092\u63d0\u4f9b\u3059\u308b\u3002.<\/p>\n<p>\u5c40\u6240\u7684\u306a\u63a8\u5b9a\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u305f\u3081\u3001\u690d\u683d\u5f8c36\uff5e55\u65e5\u9803\u306b\u7121\u4eba\u822a\u7a7a\u6a5f\uff08UAV\uff09\u306b\u3088\u308b\u98db\u884c\u3092\u5b9f\u65bd\u3057\u3001\u91cd\u8981\u306a\u6a39\u51a0\u52d5\u614b\u3092\u6349\u3048\u3001\u885b\u661f\u30e2\u30c7\u30eb\u306e\u8f03\u6b63\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u3002\u5730\u4e0a\u30bb\u30f3\u30b5\u30fc\u306f\u3001\u30b9\u30dd\u30c3\u30c8\u30c1\u30a7\u30c3\u30af\u3084\u9060\u9694\u89b3\u6e2c\u306e\u8f03\u6b63\u306b\u6700\u9069\u3067\u3042\u308a\u3001\u7279\u306b\u5206\u5149\u30c7\u30fc\u30bf\u3068\u73fe\u5730\u6e2c\u5b9a\u30c7\u30fc\u30bf\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u5834\u5408\u306b\u6709\u52b9\u3067\u3042\u308b\u3002.<\/p>\n<p>\u690d\u751f\u6307\u6570\u306b\u95a2\u3057\u3066\u306f\u3001\u5b9f\u52d9\u8005\u306f\u6700\u7d42\u53ce\u91cf\u3092\u4e88\u6e2c\u3059\u308b\u969b\u306bNDVI\u3001NDRE\u3001\u304a\u3088\u3073CI<sub>\u30ec\u30c3\u30c9\u30a8\u30c3\u30b8\u3092<\/sub>\u512a\u5148\u7684\u306b\u4f7f\u7528\u3059\u3079\u304d\u3067\u3042\u308b\u3002\u3053\u308c\u3089\u306e\u6307\u6570\u306f\u4e00\u8cab\u3057\u3066\u5f37\u3044\u76f8\u95a2\u95a2\u4fc2\u3092\u793a\u3057\u3066\u3044\u308b\u304b\u3089\u3067\u3042\u308b\u3002.<\/p>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"11794\" data-permalink=\"https:\/\/geopard.tech\/jp\/blog\/remote-sensing-vegetation-indices-transform-potato-yield-forecasting\/potato-yield-prediction-recommendations\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/07\/Potato-Yield-Prediction-Recommendations.webp?fit=1024%2C1024&amp;ssl=1\" data-orig-size=\"1024,1024\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Potato Yield Prediction Recommendations\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/07\/Potato-Yield-Prediction-Recommendations.webp?fit=1024%2C1024&amp;ssl=1\" class=\"alignnone size-full wp-image-11794\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/07\/Potato-Yield-Prediction-Recommendations.webp?resize=810%2C810&#038;ssl=1\" alt=\"\u30b8\u30e3\u30ac\u30a4\u30e2\u306e\u53ce\u7a6b\u91cf\u4e88\u6e2c\u306b\u95a2\u3059\u308b\u63a8\u5968\u4e8b\u9805\" width=\"810\" height=\"810\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/07\/Potato-Yield-Prediction-Recommendations.webp?w=1024&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/07\/Potato-Yield-Prediction-Recommendations.webp?resize=300%2C300&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/07\/Potato-Yield-Prediction-Recommendations.webp?resize=150%2C150&amp;ssl=1 150w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/07\/Potato-Yield-Prediction-Recommendations.webp?resize=768%2C768&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/07\/Potato-Yield-Prediction-Recommendations.webp?resize=120%2C120&amp;ssl=1 120w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p>\u30af\u30ed\u30ed\u30d5\u30a3\u30eb\u3068\u7a92\u7d20\u542b\u6709\u91cf\u3092\u63a8\u5b9a\u3059\u308b\u5834\u5408\u3001\u30ec\u30c3\u30c9\u30a8\u30c3\u30b8\u6307\u6570\u3068\u571f\u58cc\u88dc\u6b63\u690d\u751f\u6307\u6570\uff08TCARI\/OSAVI\u306a\u3069\uff09\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u6700\u3082\u6b63\u78ba\u306a\u7d50\u679c\u304c\u5f97\u3089\u308c\u307e\u3059\u3002\u30d0\u30a4\u30aa\u30de\u30b9\u63a8\u5b9a\u306b\u304a\u3044\u3066\u306f\u3001\u690d\u751f\u6307\u6570\u3092\u690d\u7269\u306e\u9ad8\u3055\u3084\u8cea\u611f\u306e\u7279\u5fb4\u3068\u6a5f\u68b0\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u5185\u3067\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u7cbe\u5ea6\u304c\u3055\u3089\u306b\u5411\u4e0a\u3057\u307e\u3059\u3002.<\/p>\n<p>\u30e2\u30c7\u30ea\u30f3\u30b0\u306b\u95a2\u3057\u3066\u306f\u3001\u5730\u4e0a\u771f\u5024\u30c7\u30fc\u30bf\u304c\u9650\u3089\u308c\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u5358\u4e00\u306e\u6307\u6a19\u3092\u7528\u3044\u305f\u5358\u7d14\u306a\u7dda\u5f62\u56de\u5e30\u307e\u305f\u306f\u975e\u7dda\u5f62\u56de\u5e30\u304c\u6709\u52b9\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u8907\u6570\u306e\u6307\u6a19\u3068\u88dc\u52a9\u30c7\u30fc\u30bf\uff08\u6c17\u8c61\u3001\u571f\u58cc\u3001\u7ba1\u7406\u306a\u3069\uff09\u304c\u5229\u7528\u53ef\u80fd\u306a\u5834\u5408\u306f\u3001\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8\u3084\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306a\u3069\u306e\u6a5f\u68b0\u5b66\u7fd2\u624b\u6cd5\u304c\u512a\u308c\u305f\u6027\u80fd\u3092\u767a\u63ee\u3057\u307e\u3059\u3002\u91cd\u8981\u306a\u306e\u306f\u3001\u690d\u683d\u5f8c36\uff5e55\u65e5\u9803\u306e\u30bf\u30a4\u30df\u30f3\u30b0\u306e\u753b\u50cf\u304c\u6975\u3081\u3066\u91cd\u8981\u3067\u3042\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u3053\u306e\u6642\u671f\u306e\u753b\u50cf\u306f\u3001\u4e00\u8cab\u3057\u3066\u6700\u3082\u9ad8\u3044\u4e88\u6e2c\u7cbe\u5ea6\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002.<\/p>\n<h2>\u7d50\u8ad6<\/h2>\n<p>\u7d50\u8ad6\u3068\u3057\u3066\u3001\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u306f\u3001\u30b8\u30e3\u30ac\u30a4\u30e2\u306e\u751f\u80b2\u72b6\u6cc1\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3068\u584a\u830e\u53ce\u91cf\u306e\u4e88\u6e2c\u306b\u304a\u3044\u3066\u3001\u8fc5\u901f\u3001\u67d4\u8edf\u3001\u304b\u3064\u9ad8\u7cbe\u5ea6\u306a\u30c4\u30fc\u30eb\u30ad\u30c3\u30c8\u3092\u63d0\u4f9b\u3059\u308b\u3002\u9069\u5207\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u9078\u629e\u3057\u3001\u6700\u3082\u6709\u76ca\u306a\u690d\u751f\u6307\u6570\u3092\u9078\u3073\u3001\u64ad\u7a2e\u5f8c36\uff5e55\u65e5\u9803\u306b\u30c7\u30fc\u30bf\u53ce\u96c6\u3092\u884c\u3044\u3001\u9069\u5207\u306a\u30e2\u30c7\u30ea\u30f3\u30b0\u624b\u6cd5\u3092\u9069\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u7814\u7a76\u8005\u3084\u5b9f\u52d9\u5bb6\u306f\u53ce\u91cf\u4e88\u6e2c\u3092\u5927\u5e45\u306b\u6539\u5584\u3067\u304d\u308b\u3002.<\/p>\n<p>\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u6642\u9593\u3092\u7bc0\u7d04\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u3088\u308a\u8ce2\u660e\u306a\u7d4c\u55b6\u5224\u65ad\u3092\u652f\u63f4\u3057\u3001\u6700\u7d42\u7684\u306b\u306f\u8fb2\u5bb6\u3001\u8fb2\u5b66\u8005\u3001\u305d\u3057\u3066\u30b8\u30e3\u30ac\u30a4\u30e2\u306e\u30b5\u30d7\u30e9\u30a4\u30c1\u30a7\u30fc\u30f3\u5168\u4f53\u306b\u5229\u76ca\u3092\u3082\u305f\u3089\u3059\u3002.<\/p>\n<p><strong>\u53c2\u7167<\/strong>: Mukiibi\u3001A.\u3001Machakaire\u3001ATB\u3001Franke\u3001AC.\u00a0<i>\u4ed6.<\/i>\u00a0\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u306b\u3088\u308b\u30b8\u30e3\u30ac\u30a4\u30e2\u306e\u751f\u80b2\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3068\u584a\u830e\u53ce\u91cf\u4e88\u6e2c\u306e\u305f\u3081\u306e\u690d\u751f\u6307\u6a19\u306b\u95a2\u3059\u308b\u4f53\u7cfb\u7684\u30ec\u30d3\u30e5\u30fc\u3002.\u00a0<i>\u30b8\u30e3\u30ac\u30a4\u30e2\u7814\u7a76.<\/i>\u00a0<b>68<\/b>, \u3001409\u2013448\uff082025\uff09\u3002. <a href=\"https:\/\/doi.org\/10.1007\/s11540-024-09748-7\" rel=\"nofollow\">https:\/\/doi.org\/10.1007\/s11540-024-09748-7<\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>\u30b8\u30e3\u30ac\u30a4\u30e2\u306f\u4e16\u754c\u3067\u6700\u3082\u91cd\u8981\u306a\u98df\u7528\u4f5c\u7269\u306e\u4e00\u3064\u3067\u3042\u308a\u3001\u4f55\u767e\u4e07\u4eba\u3082\u306e\u4eba\u3005\u306e\u4e3b\u98df\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u307e\u305a\u3001\u30b8\u30e3\u30ac\u30a4\u30e2\u306e\u751f\u80b2\u65b9\u6cd5\u3092\u77e5\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>","protected":false},"author":210157960,"featured_media":11791,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_eb_attr":"","content-type":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_wpcom_ai_launchpad_first_post":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"{title}\n\n{excerpt}\n\n{url}","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"_wpas_customize_per_network":false,"jetpack_post_was_ever_published":false},"categories":[1378],"tags":[],"class_list":["post-11785","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-remote-sensing"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Remote Sensing Vegetation Indices Transform Potato Yield Forecasting - GeoPard Agriculture<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/geopard.tech\/jp\/\u30d6\u30ed\u30b0\/\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u306b\u3088\u308b\u690d\u751f\u6307\u6570\u304c\u30b8\u30e3\u30ac\u30a4\u30e2\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Remote Sensing Vegetation Indices Transform Potato Yield Forecasting - GeoPard Agriculture\" \/>\n<meta property=\"og:description\" content=\"Potato stands as one of the world\u2019s most important food crops, serving as a staple for millions of people. 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