{"id":174083,"date":"2025-02-17T21:50:56","date_gmt":"2025-02-17T21:50:56","guid":{"rendered":"https:\/\/flypix.ai\/?p=174083"},"modified":"2025-02-18T11:55:13","modified_gmt":"2025-02-18T11:55:13","slug":"terrain-analysis","status":"publish","type":"post","link":"https:\/\/flypix.ai\/ja\/terrain-analysis\/","title":{"rendered":"\u5730\u5f62\u5206\u6790: GeoAI\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3001\u30de\u30eb\u30c1\u30bd\u30fc\u30b9\u30c7\u30fc\u30bf\u7d71\u5408\u306e\u5f79\u5272"},"content":{"rendered":"<p>\u5730\u5f62\u5206\u6790\u306f\u5730\u7406\u60c5\u5831\u79d1\u5b66 (GIS) \u306e\u91cd\u8981\u306a\u5074\u9762\u3067\u3042\u308a\u3001\u5730\u7403\u306e\u8868\u9762\u306e\u7279\u5fb4\u3001\u5909\u5316\u3001\u5730\u5f62\u5b66\u7684\u30d7\u30ed\u30bb\u30b9\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u74b0\u5883\u3078\u306e\u61f8\u5ff5\u3001\u90fd\u5e02\u8a08\u753b\u306e\u30cb\u30fc\u30ba\u3001\u81ea\u7136\u707d\u5bb3\u7ba1\u7406\u306e\u8981\u4ef6\u304c\u9ad8\u307e\u308b\u306b\u3064\u308c\u3066\u3001\u6b63\u78ba\u306a\u5730\u5f62\u5206\u6790\u304c\u4e0d\u53ef\u6b20\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30c7\u30b8\u30bf\u30eb\u6a19\u9ad8\u30e2\u30c7\u30eb (DEM) \u3084\u30ea\u30e2\u30fc\u30c8 \u30bb\u30f3\u30b7\u30f3\u30b0 (RS) \u6280\u8853\u306a\u3069\u306e\u5f93\u6765\u306e\u5730\u5f62\u7279\u5fb4\u691c\u51fa\u65b9\u6cd5\u306f\u3001\u5c3e\u6839\u3001\u8c37\u3001\u6e56\u3001\u76c6\u5730\u306a\u3069\u306e\u81ea\u7136\u5730\u5f62\u306e\u5206\u6790\u306b\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u304d\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u4e00\u822c\u5316\u3001\u7cbe\u5ea6\u3001\u8a08\u7b97\u52b9\u7387\u306e\u9650\u754c\u306b\u3088\u308a\u3001\u4eba\u5de5\u77e5\u80fd (AI)\u3001\u7279\u306b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3068 GeoAI (\u5730\u7406\u7a7a\u9593\u4eba\u5de5\u77e5\u80fd) \u3092\u6d3b\u7528\u3059\u308b\u65b0\u3057\u3044\u65b9\u6cd5\u8ad6\u304c\u767b\u5834\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3001\u30de\u30eb\u30c1\u30bd\u30fc\u30b9 \u30c7\u30fc\u30bf\u878d\u5408\u6226\u7565\u3001\u81ea\u7136\u306e\u7279\u5fb4\u3092\u691c\u51fa\u304a\u3088\u3073\u5206\u6790\u3059\u308b\u65b9\u6cd5\u3092\u5909\u9769\u3059\u308b\u6700\u8fd1\u306e\u7814\u7a76\u9769\u65b0\u306b\u7126\u70b9\u3092\u5f53\u3066\u3001\u5730\u5f62\u5206\u6790\u306b\u304a\u3051\u308b AI \u306e\u5f79\u5272\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"768\" data-id=\"174088\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-kevin-ku-92347-577585-1024x768.jpg\" alt=\"\" class=\"wp-image-174088\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-kevin-ku-92347-577585-1024x768.jpg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-kevin-ku-92347-577585-300x225.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-kevin-ku-92347-577585-768x576.jpg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-kevin-ku-92347-577585-1536x1152.jpg 1536w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-kevin-ku-92347-577585-2048x1536.jpg 2048w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-kevin-ku-92347-577585-16x12.jpg 16w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u5730\u5f62\u5206\u6790\u306e\u9032\u5316: \u5f93\u6765\u306e\u624b\u6cd5\u304b\u3089 AI \u4e3b\u5c0e\u306e\u6d1e\u5bdf\u3078<\/h2>\n\n\n\n<p>\u5730\u5f62\u5206\u6790\u306f\u3001\u5730\u7403\u306e\u8868\u9762\u3068\u5909\u5316\u3059\u308b\u5730\u5f62\u3092\u7406\u89e3\u3059\u308b\u4e0a\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u79d1\u5b66\u8005\u3001\u90fd\u5e02\u8a08\u753b\u8005\u3001\u74b0\u5883\u4fdd\u8b77\u8ad6\u8005\u3001\u5730\u7406\u7a7a\u9593\u30a2\u30ca\u30ea\u30b9\u30c8\u306f\u3001\u5c71\u3001\u8c37\u3001\u76c6\u5730\u306a\u3069\u306e\u81ea\u7136\u306e\u5730\u5f62\u304b\u3089\u91cd\u8981\u306a\u60c5\u5831\u3092\u62bd\u51fa\u3067\u304d\u307e\u3059\u3002\u6b74\u53f2\u7684\u306b\u3001\u5730\u5f62\u5206\u6790\u306f\u3001\u50be\u659c\u3001\u65b9\u4f4d\u3001\u66f2\u7387\u306a\u3069\u306e\u91cd\u8981\u306a\u5730\u5f62\u5c5e\u6027\u3092\u5c0e\u304d\u51fa\u3059\u305f\u3081\u306b\u30c7\u30b8\u30bf\u30eb\u6a19\u9ad8\u30e2\u30c7\u30eb (DEM) \u3092\u51e6\u7406\u3059\u308b\u6570\u5b66\u30e2\u30c7\u30eb\u3068\u7a7a\u9593\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u65b9\u6cd5\u306f\u5730\u5f62\u69cb\u9020\u306e\u57fa\u672c\u7684\u306a\u7406\u89e3\u3092\u63d0\u4f9b\u3057\u307e\u3057\u305f\u304c\u3001\u7570\u306a\u308b\u5730\u7406\u7684\u9818\u57df\u306b\u9069\u7528\u3059\u308b\u5834\u5408\u306e\u9069\u5fdc\u6027\u306b\u554f\u984c\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u30ea\u30e2\u30fc\u30c8 \u30bb\u30f3\u30b7\u30f3\u30b0 \u30c6\u30af\u30ce\u30ed\u30b8\u306e\u51fa\u73fe\u306b\u3088\u308a\u3001\u5730\u5f62\u30de\u30c3\u30d4\u30f3\u30b0\u306e\u7cbe\u5ea6\u3068\u89e3\u50cf\u5ea6\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u307e\u3057\u305f\u3002\u305f\u3060\u3057\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8 \u30d9\u30fc\u30b9\u753b\u50cf\u5206\u6790 (OBIA) \u3084\u30d4\u30af\u30bb\u30eb \u30d9\u30fc\u30b9\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306a\u3069\u306e\u5f93\u6765\u306e\u5206\u985e\u65b9\u6cd5\u3067\u306f\u3001\u81ea\u7136\u306e\u5730\u5f62\u306e\u8907\u96d1\u3055\u3092\u5b8c\u5168\u306b\u628a\u63e1\u3067\u304d\u306a\u3044\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3057\u305f\u3002\u81ea\u52d5\u5316\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3001\u7cbe\u5ea6\u306b\u5bfe\u3059\u308b\u30cb\u30fc\u30ba\u304c\u9ad8\u307e\u308b\u306b\u3064\u308c\u3066\u3001\u6a5f\u68b0\u5b66\u7fd2\u6280\u8853\u304c\u7d71\u5408\u3055\u308c\u3001\u6700\u8fd1\u3067\u306f\u5730\u5f62\u5206\u6790\u306b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u304c\u7d44\u307f\u8fbc\u307e\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u5730\u7406\u7a7a\u9593\u4eba\u5de5\u77e5\u80fd (GeoAI) \u306e\u5c0e\u5165\u306b\u3088\u308a\u3001\u5730\u5f62\u5206\u985e\u3001\u81ea\u7136\u306e\u7279\u5fb4\u691c\u51fa\u3001\u4e88\u6e2c\u30e2\u30c7\u30ea\u30f3\u30b0\u306e\u9ad8\u5ea6\u306a\u6a5f\u80fd\u304c\u63d0\u4f9b\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u306f\u3001\u5730\u5f62\u5206\u6790\u306e\u9032\u5316\u3001\u5f93\u6765\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u9650\u754c\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3001\u30c7\u30fc\u30bf\u878d\u5408\u3001\u30c7\u30fc\u30bf\u62e1\u5f35\u306a\u3069\u306e AI \u4e3b\u5c0e\u306e\u6280\u8853\u306e\u9769\u65b0\u7684\u306a\u5f71\u97ff\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5730\u5f62\u5206\u6790\u306e\u6b74\u53f2\u7684\u624b\u6cd5<\/h3>\n\n\n\n<p>\u5730\u5f62\u5206\u6790\u306f\u9577\u3044\u9593\u3001\u5730\u7406\u5b66\u304a\u3088\u3073\u74b0\u5883\u5b66\u306e\u7814\u7a76\u306e\u57fa\u76e4\u3067\u3042\u308a\u3001\u7814\u7a76\u8005\u3001\u8a08\u753b\u8005\u3001\u653f\u7b56\u7acb\u6848\u8005\u304c\u5730\u7403\u8868\u9762\u306e\u7269\u7406\u7684\u7279\u6027\u3092\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3063\u3066\u304d\u307e\u3057\u305f\u3002\u73fe\u4ee3\u306e\u4eba\u5de5\u77e5\u80fd\u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u304c\u767b\u5834\u3059\u308b\u524d\u306f\u3001\u5730\u5f62\u5206\u6790\u306f\u6570\u5b66\u30e2\u30c7\u30eb\u3001\u7a7a\u9593\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3001\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u6280\u8853\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u5f93\u6765\u306e\u65b9\u6cd5\u306b\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u5f53\u6642\u306f\u52b9\u679c\u7684\u3067\u3057\u305f\u304c\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u81a8\u5927\u306a\u624b\u4f5c\u696d\u304c\u5fc5\u8981\u3067\u3042\u308a\u3001\u8907\u96d1\u3067\u591a\u69d8\u306a\u5730\u7406\u7684\u666f\u89b3\u306b\u9069\u5fdc\u3059\u308b\u80fd\u529b\u306b\u306f\u9650\u754c\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u521d\u671f\u306e\u65b9\u6cd5\u3067\u306f\u3001\u4e3b\u306b\u30c7\u30b8\u30bf\u30eb\u6a19\u9ad8\u30e2\u30c7\u30eb (DEM) \u3092\u4f7f\u7528\u3057\u3066\u3001\u50be\u659c\u3001\u65b9\u4f4d\u3001\u66f2\u7387\u306a\u3069\u306e\u91cd\u8981\u306a\u5730\u5f62\u5c5e\u6027\u3092\u62bd\u51fa\u3057\u3001\u79d1\u5b66\u8005\u304c\u5730\u5f62\u3084\u5730\u5f62\u5b66\u7684\u30d7\u30ed\u30bb\u30b9\u3092\u7814\u7a76\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u6280\u8853\u304c\u9032\u6b69\u3059\u308b\u306b\u3064\u308c\u3066\u3001\u5730\u5f62\u8a8d\u8b58\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30d9\u30fc\u30b9\u306e\u753b\u50cf\u5206\u6790 (OBIA) \u3068\u30d4\u30af\u30bb\u30eb\u30d9\u30fc\u30b9\u306e\u5206\u985e\u624b\u6cd5\u304c\u5c0e\u5165\u3055\u308c\u307e\u3057\u305f\u304c\u3001\u8907\u96d1\u306a\u5730\u5f62\u30d1\u30bf\u30fc\u30f3\u3092\u5b8c\u5168\u306b\u6349\u3048\u308b\u306e\u306f\u4f9d\u7136\u3068\u3057\u3066\u56f0\u96e3\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3053\u3046\u3057\u305f\u9032\u6b69\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u5f93\u6765\u306e\u5730\u5f62\u5206\u6790\u65b9\u6cd5\u306f\u3001\u4e8b\u524d\u5b9a\u7fa9\u3055\u308c\u305f\u3057\u304d\u3044\u5024\u3078\u306e\u4f9d\u5b58\u3001\u5730\u57df\u56fa\u6709\u306e\u5236\u9650\u3001\u5927\u898f\u6a21\u306a\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u306e\u96e3\u3057\u3055\u306a\u3069\u3001\u5927\u304d\u306a\u8ab2\u984c\u306b\u76f4\u9762\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u3088\u308a\u9ad8\u3044\u7cbe\u5ea6\u3001\u81ea\u52d5\u5316\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u306e\u5fc5\u8981\u6027\u304c\u6700\u7d42\u7684\u306b\u4eba\u5de5\u77e5\u80fd (AI) \u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u7d71\u5408\u306e\u57fa\u76e4\u3068\u306a\u308a\u3001\u4eca\u65e5\u306e\u5730\u5f62\u306e\u7279\u5fb4\u306e\u691c\u51fa\u3068\u5206\u6790\u306e\u65b9\u6cd5\u304c\u5909\u308f\u308a\u307e\u3057\u305f\u3002\u3053\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u306f\u3001\u5730\u5f62\u5206\u6790\u306e\u6b74\u53f2\u7684\u9032\u5316\u3092\u63a2\u308a\u3001\u3053\u308c\u3089\u306e\u521d\u671f\u306e\u65b9\u6cd5\u306e\u9577\u6240\u3068\u9650\u754c\u306b\u7126\u70b9\u3092\u5f53\u3066\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">1. \u30c7\u30b8\u30bf\u30eb\u6a19\u9ad8\u30e2\u30c7\u30eb\uff08DEM\uff09\u3068\u57fa\u672c\u7684\u306a\u7a7a\u9593\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/h4>\n\n\n\n<p>\u30c7\u30b8\u30bf\u30eb\u6a19\u9ad8\u30e2\u30c7\u30eb (DEM) \u306f\u3001\u9577\u3044\u9593\u5730\u5f62\u5206\u6790\u306e\u57fa\u76e4\u3068\u306a\u3063\u3066\u304d\u307e\u3057\u305f\u3002DEM \u306f\u5730\u7403\u306e\u8868\u9762\u6a19\u9ad8\u30c7\u30fc\u30bf\u3092\u8868\u73fe\u3057\u305f\u3082\u306e\u3067\u3001\u901a\u5e38\u306f\u885b\u661f\u753b\u50cf\u3001LiDAR \u30b9\u30ad\u30e3\u30f3\u3001\u307e\u305f\u306f\u5199\u771f\u6e2c\u91cf\u8abf\u67fb\u304b\u3089\u5f97\u3089\u308c\u307e\u3059\u3002\u30a2\u30ca\u30ea\u30b9\u30c8\u306f\u3001\u6b21\u306e\u3082\u306e\u3092\u8a08\u7b97\u3059\u308b\u7a7a\u9593\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u3066\u5730\u5f62\u5c5e\u6027\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30b9\u30ed\u30fc\u30d7\uff1a<\/strong> \u5730\u5f62\u8868\u9762\u306e\u50be\u659c\u5ea6\u307e\u305f\u306f\u52fe\u914d\u3092\u6e2c\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5074\u9762\uff1a<\/strong> \u659c\u9762\u306e\u65b9\u5411\u7684\u306a\u9732\u51fa\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002\u592a\u967d\u5149\u306e\u53d7\u5bb9\u3068\u6c17\u5019\u306e\u5f71\u97ff\u3092\u7814\u7a76\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u66f2\u7387:<\/strong> \u5730\u5f62\u306e\u51f9\u51f8\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002\u6c34\u6587\u5b66\u7684\u30e2\u30c7\u30ea\u30f3\u30b0\u3084\u6d78\u98df\u4e88\u6e2c\u3067\u3088\u304f\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>DEM \u30d9\u30fc\u30b9\u306e\u8a08\u7b97\u306f\u57fa\u672c\u7684\u306a\u5730\u5f62\u30e2\u30c7\u30ea\u30f3\u30b0\u306b\u306f\u52b9\u679c\u7684\u3067\u3057\u305f\u304c\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u5b9a\u7fa9\u6e08\u307f\u306e\u3057\u304d\u3044\u5024\u306b\u4f9d\u5b58\u3057\u3066\u3044\u305f\u305f\u3081\u3001\u5730\u57df\u56fa\u6709\u306e\u3082\u306e\u3068\u306a\u308a\u3001\u62e1\u5f35\u6027\u304c\u5236\u9650\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u3002\u3055\u3089\u306b\u3001\u5d16\u3084\u6df1\u3044\u8c37\u306a\u3069\u306e\u6025\u6fc0\u306a\u5730\u5f62\u306e\u5909\u5316\u306b\u3088\u308a\u3001\u6b63\u78ba\u306a\u7279\u5fb4\u62bd\u51fa\u304c\u56f0\u96e3\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2. \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30d9\u30fc\u30b9\u753b\u50cf\u89e3\u6790\uff08OBIA\uff09\u3068\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u306e\u7d71\u5408<\/h4>\n\n\n\n<p>\u9ad8\u89e3\u50cf\u5ea6\u306e\u885b\u661f\u753b\u50cf\u306e\u51fa\u73fe\u306b\u3088\u308a\u3001\u30ea\u30e2\u30fc\u30c8 \u30bb\u30f3\u30b7\u30f3\u30b0\u306f\u5730\u5f62\u5206\u6790\u306b\u304a\u3044\u3066\u5909\u9769\u7684\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3057\u305f\u3002\u30aa\u30d6\u30b8\u30a7\u30af\u30c8 \u30d9\u30fc\u30b9\u753b\u50cf\u5206\u6790 (OBIA) \u306a\u3069\u306e\u6280\u8853\u304c\u767b\u5834\u3057\u3001\u30a2\u30ca\u30ea\u30b9\u30c8\u306f\u500b\u3005\u306e\u30d4\u30af\u30bb\u30eb\u3067\u306f\u306a\u304f\u3001\u753b\u50cf\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u5f62\u72b6\u3001\u30c6\u30af\u30b9\u30c1\u30e3\u3001\u7a7a\u9593\u95a2\u4fc2\u306b\u57fa\u3065\u3044\u3066\u5730\u5f62\u3092\u5206\u985e\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u7406\u89e3\u4e0d\u8db3\u306b\u3088\u308a\u3001\u3088\u304f\u4f3c\u305f\u5730\u5f62\u3092\u8aa4\u3063\u3066\u5206\u985e\u3059\u308b\u30d4\u30af\u30bb\u30eb \u30d9\u30fc\u30b9\u306e\u5206\u985e\u306b\u6bd4\u3079\u3066\u5927\u5e45\u306b\u6539\u5584\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u3001OBIA \u306b\u3082\u9650\u754c\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u624b\u52d5\u3067\u306e\u7279\u5fb4\u9078\u629e\u304c\u5fc5\u8981\u3067\u3042\u308a\u3001\u52b4\u50cd\u96c6\u7d04\u7684\u3067\u3057\u305f\u3002<\/li>\n\n\n\n<li>\u5e83\u7bc4\u56f2\u306b\u308f\u305f\u308b\u518d\u8abf\u6574\u3092\u884c\u308f\u306a\u3044\u3068\u3001\u591a\u69d8\u306a\u666f\u89b3\u306b\u9069\u5fdc\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/li>\n\n\n\n<li>\u660e\u78ba\u306a\u6a19\u9ad8\u30d1\u30bf\u30fc\u30f3\u304c\u8996\u899a\u7684\u306b\u660e\u3089\u304b\u3067\u306a\u3044\u8907\u96d1\u306a\u5730\u5f62\u306e\u7279\u5fb4\u306b\u5bfe\u51e6\u3059\u308b\u306e\u306b\u82e6\u52b4\u3057\u307e\u3057\u305f\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5730\u5f62\u5206\u6790\u3067\u306f\u3088\u308a\u9ad8\u3044\u7cbe\u5ea6\u3001\u81ea\u52d5\u5316\u3001\u52b9\u7387\u6027\u304c\u6c42\u3081\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u5f93\u6765\u306e\u65b9\u6cd5\u306e\u9650\u754c\u306b\u3088\u308a AI \u4e3b\u5c0e\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u5fc5\u8981\u6027\u304c\u6d6e\u304d\u5f6b\u308a\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5730\u5f62\u7279\u5fb4\u691c\u51fa\u306b\u304a\u3051\u308b GeoAI \u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0<\/h3>\n\n\n\n<p>\u4eba\u5de5\u77e5\u80fd (AI)\u3001\u7279\u306b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u7d71\u5408\u306b\u3088\u308a\u3001\u81ea\u52d5\u7279\u5fb4\u691c\u51fa\u3001\u30d1\u30bf\u30fc\u30f3\u8a8d\u8b58\u3001\u30c7\u30fc\u30bf\u878d\u5408\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u5730\u5f62\u5206\u6790\u304c\u5927\u5e45\u306b\u6539\u5584\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">1. \u5730\u5f62\u89e3\u6790\u306b\u304a\u3051\u308b\u7269\u4f53\u691c\u51fa<\/h4>\n\n\n\n<p>\u7269\u4f53\u691c\u51fa\u306f\u73fe\u4ee3\u306e\u5730\u5f62\u5206\u6790\u306b\u304a\u3044\u3066\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u304a\u308a\u3001AI \u30e2\u30c7\u30eb\u304c\u6e56\u3001\u5c3e\u6839\u3001\u8c37\u3001\u76c6\u5730\u306a\u3069\u306e\u7279\u5b9a\u306e\u5730\u5f62\u7279\u6027\u3092\u8a8d\u8b58\u3057\u3066\u5206\u985e\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002AI \u304c\u767b\u5834\u3059\u308b\u524d\u306f\u3001\u7269\u4f53\u691c\u51fa\u306f\u4e8b\u524d\u5b9a\u7fa9\u3055\u308c\u305f\u30eb\u30fc\u30eb\u3068\u624b\u52d5\u3067\u8a2d\u5b9a\u3055\u308c\u305f\u3057\u304d\u3044\u5024\u306b\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u305f\u3068\u3048\u3070\u3001\u5f93\u6765\u306e\u5730\u5f62\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f DEM \u306e\u66f2\u7387\u5024\u3092\u8abf\u3079\u308b\u3053\u3068\u3067\u5c3e\u6839\u7dda\u3092\u8b58\u5225\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u3053\u308c\u3089\u306e\u65b9\u6cd5\u306f\u3055\u307e\u3056\u307e\u306a\u5730\u57df\u306b\u308f\u305f\u308b\u4e00\u822c\u5316\u306b\u82e6\u52b4\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3001\u7279\u306b\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af (CNN) \u306f\u3001\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u304b\u3089\u76f4\u63a5\u7a7a\u9593\u30d1\u30bf\u30fc\u30f3\u3092\u5b66\u7fd2\u3059\u308b\u3053\u3068\u3067\u3001\u7269\u4f53\u691c\u51fa\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u307e\u3057\u305f\u3002CNN \u306f\u3001\u4e8b\u524d\u5b9a\u7fa9\u3055\u308c\u305f\u30eb\u30fc\u30eb\u306b\u983c\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u3055\u307e\u3056\u307e\u306a\u5730\u5f62\u8981\u7d20\u3092\u533a\u5225\u3059\u308b\u7279\u5fb4\u3092\u81ea\u52d5\u7684\u306b\u62bd\u51fa\u3057\u307e\u3059\u3002\u3053\u306e\u81ea\u52d5\u5316\u306b\u3088\u308a\u3001\u691c\u51fa\u7cbe\u5ea6\u304c\u5411\u4e0a\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u5927\u898f\u6a21\u306a\u624b\u52d5\u4ecb\u5165\u306e\u5fc5\u8981\u6027\u3082\u8efd\u6e1b\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u7269\u4f53\u691c\u51fa\u306b\u304a\u3051\u308b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u5229\u70b9:<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3:<\/strong> \u30e2\u30c7\u30eb\u306f\u30b0\u30ed\u30fc\u30d0\u30eb \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u3001\u3055\u307e\u3056\u307e\u306a\u5730\u5f62\u306b\u9069\u5fdc\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u3088\u308a\u9ad8\u3044\u7cbe\u5ea6:<\/strong> CNN \u306f\u5358\u7d14\u306a\u6570\u5b66\u7684\u95be\u5024\u3092\u8d85\u3048\u305f\u8907\u96d1\u306a\u7a7a\u9593\u30d1\u30bf\u30fc\u30f3\u3092\u5b66\u7fd2\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30aa\u30fc\u30c8\u30e1\u30fc\u30b7\u30e7\u30f3\uff1a<\/strong> \u624b\u52d5\u3067\u306e\u6a5f\u80fd\u9078\u629e\u3068\u4eba\u9593\u306e\u4ecb\u5165\u306e\u5fc5\u8981\u6027\u3092\u6e1b\u3089\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>GeoAI \u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u3068\u7a7a\u9593\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3057\u3066\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u691c\u51fa\u3068\u5206\u985e\u3092\u5f37\u5316\u3057\u3001\u74b0\u5883\u76e3\u8996\u3084\u90fd\u5e02\u8a08\u753b\u306a\u3069\u306e\u5730\u5f62\u5206\u6790\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u305f\u3081\u306e\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2. \u7cbe\u5ea6\u5411\u4e0a\u306e\u305f\u3081\u306e\u30de\u30eb\u30c1\u30bd\u30fc\u30b9\u30c7\u30fc\u30bf\u878d\u5408<\/h4>\n\n\n\n<p>\u5f93\u6765\u306e\u5730\u5f62\u5206\u6790\u3067\u306f\u3001DEM \u3084\u885b\u661f\u753b\u50cf\u306a\u3069\u306e\u5358\u4e00\u30bd\u30fc\u30b9\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u4f9d\u5b58\u3059\u308b\u3053\u3068\u304c\u591a\u304b\u3063\u305f\u3067\u3059\u3002\u5404\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u8cb4\u91cd\u306a\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u307e\u3057\u305f\u304c\u3001\u305d\u306e\u5236\u9650\u306b\u3088\u308a\u5730\u5f62\u69cb\u9020\u306e\u5168\u4f53\u50cf\u3092\u6349\u3048\u308b\u3053\u3068\u306f\u56f0\u96e3\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u30de\u30eb\u30c1\u30bd\u30fc\u30b9 \u30c7\u30fc\u30bf \u30d5\u30e5\u30fc\u30b8\u30e7\u30f3\u306f\u3001\u8907\u6570\u306e\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7d71\u5408\u3057\u3066\u7279\u5fb4\u306e\u691c\u51fa\u3068\u5206\u985e\u3092\u6539\u5584\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u306e\u8ab2\u984c\u3092\u514b\u670d\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u306f\u6b21\u306e\u3082\u306e\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u753b\u50cf:<\/strong> \u8868\u9762\u306e\u8cea\u611f\u3084\u30d1\u30bf\u30fc\u30f3\u3092\u6349\u3048\u305f\u9ad8\u89e3\u50cf\u5ea6\u306e\u885b\u661f\u753b\u50cf\u3068\u822a\u7a7a\u753b\u50cf\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30b8\u30bf\u30eb\u6a19\u9ad8\u30e2\u30c7\u30eb (DEM):<\/strong> \u50be\u659c\u3001\u65b9\u4f4d\u3001\u66f2\u7387\u306e\u5206\u6790\u306b\u4e0d\u53ef\u6b20\u306a\u6a19\u9ad8\u30d9\u30fc\u30b9\u306e\u5730\u5f62\u30c7\u30fc\u30bf\u3002<\/li>\n\n\n\n<li><strong>\u6a5f\u80fd\u6d3e\u751f:<\/strong> \u30e2\u30c7\u30eb\u306e\u89e3\u91c8\u53ef\u80fd\u6027\u3092\u9ad8\u3081\u308b\u3001\u9670\u5f71\u8d77\u4f0f\u3001\u7c97\u5ea6\u3001\u5730\u5f62\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306a\u3069\u306e\u4e8c\u6b21\u30c7\u30fc\u30bf \u30ec\u30a4\u30e4\u30fc\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u306f\u3001\u4e3b\u306b\u6b21\u306e 2 \u3064\u306e\u65b9\u6cd5\u3067\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6d3b\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c7\u30fc\u30bf\u30ec\u30d9\u30eb\u306e\u878d\u5408:<\/strong> CNN \u30c1\u30e3\u30cd\u30eb\u3092\u62e1\u5f35\u3057\u3066\u8907\u6570\u306e\u5165\u529b\u30c7\u30fc\u30bf \u30bf\u30a4\u30d7\u3092\u540c\u6642\u306b\u51e6\u7406\u3057\u3001\u30e2\u30c7\u30eb\u306e\u7406\u89e3\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u6a5f\u80fd\u30ec\u30d9\u30eb\u306e\u878d\u5408:<\/strong> \u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u304b\u3089\u306e\u7279\u5fb4\u30de\u30c3\u30d7\u3092\u30de\u30fc\u30b8\u3057\u3001\u30e2\u30c7\u30eb\u304c\u5730\u5f62\u306e\u7279\u5fb4\u9593\u306e\u95a2\u4fc2\u3092\u5b66\u7fd2\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001AI \u30e2\u30c7\u30eb\u306f\u81ea\u7136\u306e\u7279\u5fb4\u3092\u8b58\u5225\u304a\u3088\u3073\u5206\u985e\u3059\u308b\u969b\u306b\u3001\u3088\u308a\u9ad8\u3044\u7cbe\u5ea6\u3068\u4e00\u822c\u5316\u306e\u5411\u4e0a\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u30de\u30eb\u30c1\u30bd\u30fc\u30b9\u30c7\u30fc\u30bf\u878d\u5408\u306e\u5229\u70b9:<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u3088\u308a\u8a73\u7d30\u306a\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u60c5\u5831:<\/strong> \u6a19\u9ad8\u30c7\u30fc\u30bf\u3068\u753b\u50cf\u30c7\u30fc\u30bf\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u8c4a\u5bcc\u306a\u60c5\u5831\u304c\u5f97\u3089\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5206\u985e\u7cbe\u5ea6\u306e\u5411\u4e0a:<\/strong> \u591a\u69d8\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f AI \u30e2\u30c7\u30eb\u306b\u3088\u308a\u3001\u5730\u5f62\u4e88\u6e2c\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u9069\u5fdc\u6027\u306e\u5411\u4e0a:<\/strong> \u30de\u30eb\u30c1\u30bd\u30fc\u30b9\u5165\u529b\u306b\u3088\u308a\u3001AI \u30e2\u30c7\u30eb\u306f\u3055\u307e\u3056\u307e\u306a\u72b6\u6cc1\u3084\u6761\u4ef6\u3067\u512a\u308c\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u767a\u63ee\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u306e\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u878d\u5408\u306f\u3001AI \u4e3b\u5c0e\u306e\u5730\u5f62\u5206\u6790\u306b\u304a\u3051\u308b\u5927\u304d\u306a\u524d\u9032\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">3. \u30c7\u30fc\u30bf\u62e1\u5f35\u306b\u3088\u308b\u30e2\u30c7\u30eb\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u5411\u4e0a<\/h4>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u3067\u306f\u3001\u9ad8\u3044\u7cbe\u5ea6\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306b\u5927\u91cf\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u304c\u5fc5\u8981\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u5730\u5f62\u5206\u6790\u3067\u306f\u3001\u591a\u69d8\u306a\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u53d6\u5f97\u3059\u308b\u3053\u3068\u304c\u56f0\u96e3\u306a\u5834\u5408\u304c\u591a\u304f\u3042\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u62e1\u5f35\u6280\u8853\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u306e\u5909\u52d5\u6027\u3092\u4eba\u5de5\u7684\u306b\u9ad8\u3081\u308b\u3053\u3068\u3067\u3053\u306e\u5236\u9650\u3092\u514b\u670d\u3057\u3001\u30e2\u30c7\u30eb\u306e\u5805\u7262\u6027\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5730\u5f62\u89e3\u6790\u3067\u4f7f\u7528\u3055\u308c\u308b\u4e00\u822c\u7684\u306a\u30c7\u30fc\u30bf\u62e1\u5f35\u624b\u6cd5\u306b\u306f\u3001\u6b21\u306e\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u56de\u8ee2\u3068\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0: <\/strong>\u3055\u307e\u3056\u307e\u306a\u89d2\u5ea6\u3067\u753b\u50cf\u3092\u56de\u8ee2\u3057\u3066\u3001\u30e2\u30c7\u30eb\u304c\u3055\u307e\u3056\u307e\u306a\u8996\u70b9\u304b\u3089\u5730\u5f62\u306e\u7279\u5fb4\u3092\u8a8d\u8b58\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u753b\u50cf\u3092\u62e1\u5927\u7e2e\u5c0f\u3057\u3066\u3001\u89e3\u50cf\u5ea6\u3068\u8868\u793a\u9ad8\u5ea6\u306e\u5909\u5316\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30ce\u30a4\u30ba\u8ffd\u52a0: <\/strong>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u306b\u30e9\u30f3\u30c0\u30e0 \u30ce\u30a4\u30ba\u3092\u633f\u5165\u3057\u3066\u3001\u30bb\u30f3\u30b5\u30fc\u306e\u54c1\u8cea\u3068\u74b0\u5883\u6761\u4ef6\u306e\u5b9f\u969b\u306e\u5909\u52d5\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3057\u307e\u3059\u3002\u30e2\u30c7\u30eb\u3092\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u9069\u5207\u306b\u4e00\u822c\u5316\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u8272\u5909\u63db: <\/strong>\u885b\u661f\u753b\u50cf\u306e\u3055\u307e\u3056\u307e\u306a\u7167\u660e\u6761\u4ef6\u3092\u8003\u616e\u3057\u3066\u3001\u660e\u308b\u3055\u3001\u30b3\u30f3\u30c8\u30e9\u30b9\u30c8\u3001\u8272\u76f8\u3092\u8abf\u6574\u3057\u307e\u3059\u3002\u3055\u307e\u3056\u307e\u306a\u753b\u50cf\u6761\u4ef6\u306b\u5bfe\u3059\u308b\u30e2\u30c7\u30eb\u306e\u9069\u5fdc\u6027\u3092\u9ad8\u3081\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u62e1\u5f35\u6280\u8853\u3092\u9069\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u5730\u5f62\u5206\u6790\u306b\u304a\u3051\u308b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u306e\u56de\u5fa9\u529b\u304c\u5411\u4e0a\u3057\u3001\u73fe\u5b9f\u4e16\u754c\u306e\u5909\u52d5\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u3055\u307e\u3056\u307e\u306a\u5730\u57df\u306b\u308f\u305f\u3063\u3066\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-2 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"683\" data-id=\"174089\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-pok-rie-33563-1277018-1024x683.jpg\" alt=\"\" class=\"wp-image-174089\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-pok-rie-33563-1277018-1024x683.jpg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-pok-rie-33563-1277018-300x200.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-pok-rie-33563-1277018-768x512.jpg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-pok-rie-33563-1277018-1536x1024.jpg 1536w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-pok-rie-33563-1277018-2048x1365.jpg 2048w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-pok-rie-33563-1277018-18x12.jpg 18w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u5730\u5f62\u89e3\u6790\u306b\u304a\u3051\u308b GeoAI \u306e\u5fdc\u7528<\/h2>\n\n\n\n<p>\u5730\u7406\u7a7a\u9593\u4eba\u5de5\u77e5\u80fd (GeoAI) \u3068\u5730\u5f62\u5206\u6790\u306e\u7d71\u5408\u306b\u3088\u308a\u3001\u8907\u6570\u306e\u5206\u91ce\u306b\u9769\u547d\u304c\u8d77\u3053\u308a\u3001\u3088\u308a\u6b63\u78ba\u306a\u30de\u30c3\u30d4\u30f3\u30b0\u3001\u76e3\u8996\u3001\u4e88\u6e2c\u30e2\u30c7\u30ea\u30f3\u30b0\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u6c17\u5019\u7814\u7a76\u304b\u3089\u707d\u5bb3\u7ba1\u7406\u3001\u90fd\u5e02\u8a08\u753b\u3001\u91ce\u751f\u751f\u7269\u4fdd\u8b77\u307e\u3067\u3001AI \u4e3b\u5c0e\u306e\u5730\u7406\u7a7a\u9593\u5206\u6790\u306f\u3001\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u610f\u601d\u6c7a\u5b9a\u3092\u63a8\u9032\u3059\u308b\u8cb4\u91cd\u306a\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u306f\u3001\u5730\u5f62\u5206\u6790\u306b\u304a\u3051\u308b GeoAI \u306e\u4e3b\u306a\u7528\u9014\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u3001\u74b0\u5883\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3001\u30ea\u30b9\u30af\u8a55\u4fa1\u3001\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u8a08\u753b\u3001\u751f\u7269\u591a\u69d8\u6027\u4fdd\u5168\u306b\u304a\u3051\u308b GeoAI \u306e\u5f79\u5272\u306b\u7126\u70b9\u3092\u5f53\u3066\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u74b0\u5883\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3068\u6c17\u5019\u5909\u52d5\u7814\u7a76<\/h3>\n\n\n\n<p>\u74b0\u5883\u306e\u5909\u5316\u3092\u7406\u89e3\u3057\u3001\u4e88\u6e2c\u3059\u308b\u3053\u3068\u306f\u3001\u6c17\u5019\u5909\u52d5\u306e\u5f71\u97ff\u3092\u7de9\u548c\u3059\u308b\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u81a8\u5927\u306a\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5206\u6790\u3067\u304d\u308b GeoAI \u306f\u3001\u74b0\u5883\u306e\u5909\u5316\u3092\u7814\u7a76\u3057\u3001\u76e3\u8996\u3059\u308b\u4e0a\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u6c38\u4e45\u51cd\u571f\u30de\u30c3\u30d4\u30f3\u30b0<\/h4>\n\n\n\n<p>\u6975\u5730\u304a\u3088\u3073\u4e9c\u6975\u5730\u306e\u751f\u614b\u7cfb\u306e\u91cd\u8981\u306a\u8981\u7d20\u3067\u3042\u308b\u6c38\u4e45\u51cd\u571f\u306f\u3001\u5730\u7403\u6e29\u6696\u5316\u306b\u3088\u308a\u6025\u901f\u306b\u878d\u89e3\u3057\u3066\u3044\u307e\u3059\u3002GeoAI \u306b\u3088\u308a\u3001\u6b21\u306e\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u885b\u661f\u753b\u50cf\u3068\u822a\u7a7a\u753b\u50cf\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u6c37\u306e\u304f\u3055\u3073\u30dd\u30ea\u30b4\u30f3\u3092\u691c\u51fa\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30b8\u30bf\u30eb\u6a19\u9ad8\u30e2\u30c7\u30eb (DEM) \u5206\u6790\u306b\u3088\u308b\u6c38\u4e45\u51cd\u571f\u306e\u52a3\u5316\u30d1\u30bf\u30fc\u30f3\u306e\u76e3\u8996\u3002<\/li>\n\n\n\n<li>\u6c17\u6e29\u3001\u964d\u6c34\u91cf\u3001\u5b63\u7bc0\u5909\u52d5\u306a\u3069\u306e\u6c17\u5019\u5909\u6570\u306b\u57fa\u3065\u3044\u305f\u89e3\u51cd\u901f\u5ea6\u306e\u4e88\u6e2c\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6c38\u4e45\u51cd\u571f\u5730\u57df\u3092\u6b63\u78ba\u306b\u5730\u56f3\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u7814\u7a76\u8005\u306f\u70ad\u7d20\u653e\u51fa\u306e\u30ea\u30b9\u30af\u3092\u8a55\u4fa1\u3057\u3001\u30e1\u30bf\u30f3\u6392\u51fa\u3084\u5317\u6975\u306e\u751f\u614b\u7cfb\u306e\u5909\u5316\u306a\u3069\u306e\u6f5c\u5728\u7684\u306a\u74b0\u5883\u3078\u306e\u5f71\u97ff\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u6d77\u5cb8\u4fb5\u98df\u5206\u6790<\/h4>\n\n\n\n<p>\u6d77\u9762\u4e0a\u6607\u3068\u7570\u5e38\u6c17\u8c61\u306b\u3088\u308a\u3001\u4e16\u754c\u4e2d\u3067\u6d77\u5cb8\u4fb5\u98df\u306e\u901f\u5ea6\u304c\u4e0a\u6607\u3057\u3066\u3044\u307e\u3059\u3002GeoAI \u306f\u3001\u4ee5\u4e0b\u306e\u65b9\u6cd5\u3067\u6d77\u5cb8\u306e\u76e3\u8996\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u885b\u661f\u753b\u50cf\u3068\u6642\u7cfb\u5217\u5206\u6790\u3092\u901a\u3058\u3066\u6d77\u5cb8\u7dda\u306e\u5909\u5316\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d3\u30fc\u30c1\u306e\u5f62\u614b\u3068\u5806\u7a4d\u7269\u306e\u8f38\u9001\u30d1\u30bf\u30fc\u30f3\u3092\u5206\u6790\u3059\u308b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u3066\u3001\u4fb5\u98df\u304c\u767a\u751f\u3057\u3084\u3059\u3044\u30a8\u30ea\u30a2\u3092\u30de\u30c3\u30d4\u30f3\u30b0\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5c06\u6765\u306e\u6cbf\u5cb8\u57df\u306e\u79fb\u52d5\u3092\u30e2\u30c7\u30eb\u5316\u3057\u3001\u653f\u7b56\u7acb\u6848\u8005\u304c\u9632\u6ce2\u5824\u3084\u81ea\u7136\u7de9\u885d\u5e2f\u306a\u3069\u306e\u4fdd\u8b77\u30a4\u30f3\u30d5\u30e9\u3092\u8a2d\u8a08\u3059\u308b\u306e\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u6d1e\u5bdf\u306f\u3001\u6cbf\u5cb8\u306e\u56de\u5fa9\u529b\u6226\u7565\u306e\u7b56\u5b9a\u3001\u8ca1\u7523\u306e\u640d\u5bb3\u306e\u9632\u6b62\u3001\u6d77\u6d0b\u751f\u614b\u7cfb\u306e\u4fdd\u8b77\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u68ee\u6797\u7834\u58ca\u306e\u8ffd\u8de1<\/h4>\n\n\n\n<p>\u68ee\u6797\u7834\u58ca\u306f\u6c17\u5019\u5909\u52d5\u3068\u751f\u7269\u591a\u69d8\u6027\u306e\u55aa\u5931\u306e\u5927\u304d\u306a\u539f\u56e0\u3067\u3059\u3002\u68ee\u6797\u7834\u58ca\u3092\u76e3\u8996\u3059\u308b\u5f93\u6765\u306e\u65b9\u6cd5\u306f\u624b\u4f5c\u696d\u306b\u3088\u308b\u8abf\u67fb\u306b\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u6642\u9593\u304c\u304b\u304b\u308a\u3001\u6b63\u78ba\u6027\u306b\u6b20\u3051\u308b\u3053\u3068\u3082\u591a\u3005\u3042\u308a\u307e\u3057\u305f\u3002GeoAI \u306f\u3001\u6b21\u306e\u65b9\u6cd5\u3067\u68ee\u6797\u7834\u58ca\u306e\u8ffd\u8de1\u3092\u5f37\u5316\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u885b\u661f\u753b\u50cf\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u5206\u985e\u3092\u4f7f\u7528\u3057\u3066\u3001\u68ee\u6797\u88ab\u8986\u306e\u5909\u5316\u3092\u81ea\u52d5\u7684\u306b\u691c\u51fa\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6c17\u6e29\u3068\u690d\u751f\u6307\u6570\u306e\u5730\u5f62\u5909\u5316\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u68ee\u6797\u7834\u58ca\u304c\u5730\u57df\u306e\u6c17\u5019\u6761\u4ef6\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4fdd\u5168\u653f\u7b56\u3068\u68ee\u6797\u518d\u751f\u306e\u53d6\u308a\u7d44\u307f\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u305f\u3081\u306b\u3001\u5c06\u6765\u306e\u68ee\u6797\u7834\u58ca\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>AI \u3092\u6d3b\u7528\u3057\u305f\u5730\u7406\u7a7a\u9593\u5206\u6790\u306b\u3088\u308a\u3001\u653f\u5e9c\u3084\u74b0\u5883\u4fdd\u8b77\u56e3\u4f53\u306f\u9055\u6cd5\u4f10\u63a1\u3084\u571f\u5730\u5229\u7528\u306e\u5909\u66f4\u306b\u5bfe\u3057\u3066\u3088\u308a\u52b9\u679c\u7684\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u707d\u5bb3\u7ba1\u7406\u3068\u30ea\u30b9\u30af\u8a55\u4fa1<\/h3>\n\n\n\n<p>GeoAI \u306f\u3001\u81ea\u7136\u707d\u5bb3\u306e\u539f\u56e0\u3068\u306a\u308b\u5730\u5f62\u7279\u6027\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u707d\u5bb3\u3078\u306e\u5099\u3048\u3001\u5bfe\u5fdc\u3001\u8efd\u6e1b\u306b\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002AI \u99c6\u52d5\u578b\u30e2\u30c7\u30eb\u306f\u3001\u707d\u5bb3\u304c\u767a\u751f\u3057\u3084\u3059\u3044\u5730\u57df\u3092\u4e88\u6e2c\u3057\u3001\u7dca\u6025\u5bfe\u5fdc\u6226\u7565\u3092\u6700\u9069\u5316\u3057\u3001\u5fa9\u65e7\u6d3b\u52d5\u3092\u5f37\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u6d2a\u6c34\u4e88\u6e2c\u3068\u8efd\u6e1b<\/h4>\n\n\n\n<p>\u6d2a\u6c34\u306f\u6700\u3082\u58ca\u6ec5\u7684\u306a\u81ea\u7136\u707d\u5bb3\u306e 1 \u3064\u3067\u3042\u308a\u3001\u4eba\u547d\u306e\u640d\u5931\u3001\u30a4\u30f3\u30d5\u30e9\u306e\u640d\u50b7\u3001\u7d4c\u6e08\u306e\u6df7\u4e71\u3092\u5f15\u304d\u8d77\u3053\u3057\u307e\u3059\u3002GeoAI \u306f\u3001\u6b21\u306e\u65b9\u6cd5\u3067\u6d2a\u6c34\u4e88\u6e2c\u3092\u5f37\u5316\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6a19\u9ad8\u30e2\u30c7\u30eb\u3068\u6c34\u84c4\u7a4d\u30d1\u30bf\u30fc\u30f3\u3092\u5206\u6790\u3057\u3066\u3001\u5371\u967a\u5730\u57df\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u964d\u96e8\u91cf\u3084\u5b63\u7bc0\u7684\u306a\u964d\u6c34\u50be\u5411\u306a\u3069\u306e\u6c17\u5019\u30c7\u30fc\u30bf\u3092\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3067\u3001\u6d2a\u6c34\u4e88\u6e2c\u3092\u6539\u5584\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6d2a\u6c34\u767a\u751f\u524d\u3001\u767a\u751f\u4e2d\u3001\u767a\u751f\u5f8c\u306e\u9ad8\u89e3\u50cf\u5ea6\u885b\u661f\u753b\u50cf\u3092\u51e6\u7406\u3057\u3066\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u6d3b\u7528\u3057\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u6d2a\u6c34\u30de\u30c3\u30d4\u30f3\u30b0\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u6d1e\u5bdf\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u90fd\u5e02\u8a08\u753b\u8005\u3084\u707d\u5bb3\u5bfe\u5fdc\u30c1\u30fc\u30e0\u306f\u3001\u6392\u6c34\u30b7\u30b9\u30c6\u30e0\u306e\u6539\u5584\u3001\u30a4\u30f3\u30d5\u30e9\u306e\u9ad8\u67b6\u5316\u3001\u7dca\u6025\u5bfe\u5fdc\u8a08\u753b\u306a\u3069\u306e\u6d2a\u6c34\u9632\u6b62\u5bfe\u7b56\u3092\u5b9f\u65bd\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u5730\u6ed1\u308a\u5371\u967a\u5ea6\u30de\u30c3\u30d7<\/h4>\n\n\n\n<p>\u5730\u6ed1\u308a\u306f\u5c71\u5cb3\u5730\u5e2f\u3084\u4e18\u9675\u5730\u5e2f\u3001\u7279\u306b\u5927\u96e8\u3084\u5730\u9707\u6d3b\u52d5\u306e\u591a\u3044\u5730\u57df\u306b\u3068\u3063\u3066\u5927\u304d\u306a\u8105\u5a01\u3068\u306a\u308a\u307e\u3059\u3002GeoAI \u306f\u3001\u4ee5\u4e0b\u306e\u65b9\u6cd5\u3067\u5730\u6ed1\u308a\u30ea\u30b9\u30af\u8a55\u4fa1\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u659c\u9762\u5b89\u5b9a\u6027\u89e3\u6790\u3092\u5229\u7528\u3057\u3066\u3001\u5730\u6ed1\u308a\u304c\u767a\u751f\u3057\u3084\u3059\u3044\u5730\u57df\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5730\u8cea\u30c7\u30fc\u30bf\u3068\u571f\u58cc\u6c34\u5206\u30ec\u30d9\u30eb\u3092\u7d44\u307f\u8fbc\u3093\u3067\u5730\u5f62\u306e\u8106\u5f31\u6027\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u904e\u53bb\u306e\u5730\u5f62\u5909\u52d5\u30d1\u30bf\u30fc\u30f3\u306b\u57fa\u3065\u3044\u3066\u3001\u6f5c\u5728\u7684\u306a\u5730\u6ed1\u308a\u5730\u5e2f\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u653f\u5e9c\u3084\u7dca\u6025\u7ba1\u7406\u6a5f\u95a2\u306f\u3001\u3053\u308c\u3089\u306e\u6d1e\u5bdf\u3092\u6d3b\u7528\u3057\u3066\u65e9\u671f\u8b66\u5831\u30b7\u30b9\u30c6\u30e0\u3092\u78ba\u7acb\u3057\u3001\u571f\u5730\u5229\u7528\u306e\u5236\u5fa1\u3084\u690d\u751f\u5f37\u5316\u306a\u3069\u306e\u30ea\u30b9\u30af\u8efd\u6e1b\u6226\u7565\u3092\u5b9f\u65bd\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u635c\u7d22\u6551\u52a9\u6d3b\u52d5<\/h4>\n\n\n\n<p>\u96ea\u5d29\u3001\u5730\u9707\u3001\u884c\u65b9\u4e0d\u660e\u8005\u306a\u3069\u306e\u7dca\u6025\u4e8b\u614b\u3067\u306f\u3001\u5730\u5f62\u306e\u7279\u5fb4\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u3067\u635c\u7d22\u6551\u52a9\u6d3b\u52d5\u3092\u8fc5\u901f\u5316\u3067\u304d\u307e\u3059\u3002GeoAI \u306f\u3001\u6b21\u306e\u65b9\u6cd5\u3067\u5bfe\u5fdc\u306e\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI \u5f37\u5316\u6a19\u9ad8\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u79fb\u52d5\u304c\u56f0\u96e3\u306a\u5730\u5f62\u3092\u30de\u30c3\u30d4\u30f3\u30b0\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u904e\u53bb\u306e\u635c\u7d22\u6551\u52a9\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3001\u500b\u4eba\u3092\u767a\u898b\u3059\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u30a8\u30ea\u30a2\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c9\u30ed\u30fc\u30f3\u3068\u885b\u661f\u753b\u50cf\u3092\u7d71\u5408\u3057\u3066\u3001\u6551\u52a9\u968a\u306b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u72b6\u6cc1\u8a8d\u8b58\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>AI \u306b\u3088\u308b\u5730\u5f62\u5206\u6790\u3068\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u30d5\u30a3\u30fc\u30c9\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u7dca\u6025\u5bfe\u5fdc\u8005\u306f\u635c\u7d22\u30d1\u30bf\u30fc\u30f3\u3092\u6700\u9069\u5316\u3057\u3001\u5bfe\u5fdc\u6642\u9593\u3092\u77ed\u7e2e\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u90fd\u5e02\u8a08\u753b\u3068\u571f\u5730\u7ba1\u7406<\/h3>\n\n\n\n<p>\u4e16\u754c\u7684\u306a\u90fd\u5e02\u5316\u304c\u62e1\u5927\u3059\u308b\u4e2d\u3001\u6301\u7d9a\u53ef\u80fd\u3067\u56de\u5fa9\u529b\u306e\u3042\u308b\u90fd\u5e02\u3092\u69cb\u7bc9\u3059\u308b\u306b\u306f\u3001\u30c7\u30fc\u30bf\u4e3b\u5c0e\u306e\u8a08\u753b\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002GeoAI \u306f\u3001\u571f\u5730\u306e\u9069\u5408\u6027\u3001\u30a4\u30f3\u30d5\u30e9\u958b\u767a\u3001\u4ea4\u901a\u8a08\u753b\u306b\u95a2\u3059\u308b\u6d1e\u5bdf\u3092\u90fd\u5e02\u8a08\u753b\u8005\u306b\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u5efa\u8a2d\u73fe\u5834\u306e\u6700\u9069\u5316<\/h4>\n\n\n\n<p>\u5efa\u8a2d\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u958b\u59cb\u3059\u308b\u524d\u306b\u3001\u5730\u5f62\u306e\u5b89\u5b9a\u6027\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u306f\u3001\u30b3\u30b9\u30c8\u306e\u304b\u304b\u308b\u30a8\u30e9\u30fc\u3084\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u969c\u5bb3\u3092\u9632\u3050\u305f\u3081\u306b\u91cd\u8981\u3067\u3059\u3002GeoAI \u306f\u3001\u6b21\u306e\u65b9\u6cd5\u3067\u30b5\u30a4\u30c8\u306e\u9078\u629e\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u571f\u58cc\u306e\u7a2e\u985e\u3001\u50be\u659c\u3001\u5730\u8cea\u306e\u5b89\u5b9a\u6027\u306b\u57fa\u3065\u3044\u3066\u571f\u5730\u306e\u9069\u5408\u6027\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6d2a\u6c34\u3001\u5730\u6ed1\u308a\u3001\u5730\u9707\u306a\u3069\u306e\u81ea\u7136\u707d\u5bb3\u304c\u767a\u751f\u3057\u3084\u3059\u3044\u5730\u57df\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30a4\u30f3\u30d5\u30e9\u306e\u8010\u4e45\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u9577\u671f\u7684\u306a\u571f\u5730\u79fb\u52d5\u30d1\u30bf\u30fc\u30f3\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u6d1e\u5bdf\u306f\u3001\u5efa\u7bc9\u5bb6\u3084\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u3088\u308a\u5b89\u5168\u3067\u52b9\u7387\u7684\u306a\u5efa\u8a2d\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u8a2d\u8a08\u3057\u3001\u74b0\u5883\u3078\u306e\u5f71\u97ff\u3092\u6e1b\u3089\u3057\u3001\u69cb\u9020\u306e\u5b8c\u5168\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u9053\u8def\u30fb\u4ea4\u901a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u8a08\u753b<\/h4>\n\n\n\n<p>\u52b9\u7387\u7684\u306a\u4ea4\u901a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u7d4c\u6e08\u6210\u9577\u3068\u90fd\u5e02\u306e\u9023\u7d50\u6027\u306b\u3068\u3063\u3066\u4e0d\u53ef\u6b20\u3067\u3059\u3002GeoAI \u306f\u3001\u6b21\u306e\u65b9\u6cd5\u3067\u9053\u8def\u8a08\u753b\u3092\u5f37\u5316\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6a19\u9ad8\u3068\u5730\u5f62\u306e\u5909\u5316\u3092\u5206\u6790\u3057\u3066\u3001\u6700\u9069\u306a\u9053\u8def\u306e\u914d\u7f6e\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u3068\u30e2\u30d3\u30ea\u30c6\u30a3\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3057\u3066\u4ea4\u901a\u6e0b\u6ede\u30d1\u30bf\u30fc\u30f3\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6d2a\u6c34\u3084\u5730\u6ed1\u308a\u304c\u767a\u751f\u3057\u3084\u3059\u3044\u5730\u57df\u3067\u306e\u4ea4\u901a\u306e\u56de\u5fa9\u529b\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306e\u4ee3\u66ff\u30eb\u30fc\u30c8\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>AI \u3092\u6d3b\u7528\u3057\u305f\u5206\u6790\u306f\u3001\u79fb\u52d5\u6642\u9593\u3092\u6700\u9069\u5316\u3057\u3001\u6e0b\u6ede\u3092\u6e1b\u3089\u3057\u3001\u74b0\u5883\u3078\u306e\u5f71\u97ff\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u308b\u6301\u7d9a\u53ef\u80fd\u306a\u8f38\u9001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u958b\u767a\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30b9\u30de\u30fc\u30c8\u30b7\u30c6\u30a3\u958b\u767a<\/h4>\n\n\n\n<p>GeoAI \u306f\u3001\u5730\u7406\u7a7a\u9593\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u3092\u90fd\u5e02\u8a08\u753b\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u30b9\u30de\u30fc\u30c8 \u30b7\u30c6\u30a3\u306e\u69cb\u7bc9\u306b\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002AI \u3092\u6d3b\u7528\u3057\u305f\u5730\u5f62\u5206\u6790\u306f\u3001\u6b21\u306e\u3053\u3068\u306b\u8ca2\u732e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f4f\u5b85\u3001\u5546\u696d\u3001\u5de5\u696d\u7528\u9014\u306b\u9069\u3057\u305f\u571f\u5730\u30a8\u30ea\u30a2\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u3067\u30be\u30fc\u30cb\u30f3\u30b0\u3092\u6700\u9069\u5316\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u516c\u5712\u3001\u6c34\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3001\u90fd\u5e02\u68ee\u6797\u3092\u7d44\u307f\u8fbc\u3093\u3060\u7dd1\u306e\u30a4\u30f3\u30d5\u30e9\u8a08\u753b\u3002<\/li>\n\n\n\n<li>\u90fd\u5e02\u306e\u30d2\u30fc\u30c8\u30a2\u30a4\u30e9\u30f3\u30c9\u3068\u6d2a\u6c34\u306e\u30ea\u30b9\u30af\u3092\u4e88\u6e2c\u3059\u308b\u6c17\u5019\u8010\u6027\u6226\u7565\u3002<\/li>\n<\/ul>\n\n\n\n<p>AI \u4e3b\u5c0e\u306e\u610f\u601d\u6c7a\u5b9a\u306b\u3088\u308a\u3001\u90fd\u5e02\u306f\u6301\u7d9a\u53ef\u80fd\u306a\u6210\u9577\u3092\u5b9f\u73fe\u3057\u3001\u74b0\u5883\u3078\u306e\u5f71\u97ff\u3092\u524a\u6e1b\u3057\u3001\u4f4f\u6c11\u306e\u751f\u6d3b\u306e\u8cea\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u91ce\u751f\u751f\u7269\u306e\u4fdd\u8b77\u3068\u751f\u606f\u5730\u306e\u4fdd\u5168<\/h3>\n\n\n\n<p>GeoAI \u306f\u751f\u7269\u591a\u69d8\u6027\u306e\u4fdd\u5168\u306b\u304a\u3051\u308b\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3067\u3042\u308a\u3001\u79d1\u5b66\u8005\u3084\u74b0\u5883\u4fdd\u8b77\u6d3b\u52d5\u5bb6\u304c\u91ce\u751f\u751f\u7269\u306e\u52d5\u304d\u3092\u8ffd\u8de1\u3057\u3001\u81ea\u7136\u306e\u751f\u606f\u5730\u3092\u4fdd\u8b77\u3057\u3001\u5bc6\u731f\u3084\u68ee\u6797\u7834\u58ca\u306a\u3069\u306e\u9055\u6cd5\u884c\u70ba\u3068\u95d8\u3046\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u91ce\u751f\u751f\u7269\u306e\u751f\u606f\u5730\u306e\u8ffd\u8de1<\/h4>\n\n\n\n<p>\u91ce\u751f\u751f\u7269\u306e\u751f\u606f\u5730\u306e\u30de\u30c3\u30d4\u30f3\u30b0\u3068\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306f\u3001\u7a2e\u306e\u4fdd\u5168\u306b\u3068\u3063\u3066\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002GeoAI \u306f\u6b21\u306e\u3053\u3068\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5730\u5f62\u306e\u7279\u5fb4\u3001\u690d\u751f\u3001\u6c34\u306e\u5229\u7528\u53ef\u80fd\u6027\u306b\u57fa\u3065\u3044\u3066\u4e3b\u8981\u306a\u751f\u606f\u5730\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u904e\u53bb\u306e\u52d5\u7269\u306e\u79fb\u52d5\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f AI \u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u79fb\u52d5\u30d1\u30bf\u30fc\u30f3\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u68ee\u6797\u7834\u58ca\u3084\u6c17\u5019\u5909\u52d5\u306a\u3069\u3001\u751f\u7269\u591a\u69d8\u6027\u306b\u5f71\u97ff\u3092\u53ca\u307c\u3059\u53ef\u80fd\u6027\u306e\u3042\u308b\u74b0\u5883\u5909\u5316\u3092\u76e3\u8996\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u306e\u60c5\u5831\u306b\u3088\u308a\u3001\u81ea\u7136\u4fdd\u8b77\u6d3b\u52d5\u5bb6\u306f\u4fdd\u8b77\u6226\u7565\u3092\u5b9f\u65bd\u3057\u3001\u91ce\u751f\u751f\u7269\u56de\u5eca\u3092\u78ba\u7acb\u3057\u3001\u4eba\u9593\u3068\u91ce\u751f\u751f\u7269\u306e\u885d\u7a81\u3092\u7ba1\u7406\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4fdd\u8b77\u5730\u57df\u306e\u7ba1\u7406<\/h4>\n\n\n\n<p>\u56fd\u7acb\u516c\u5712\u3084\u81ea\u7136\u4fdd\u8b77\u533a\u3067\u306f\u3001\u751f\u614b\u7cfb\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u7dad\u6301\u3059\u308b\u305f\u3081\u306b\u6b63\u78ba\u306a\u571f\u5730\u7ba1\u7406\u304c\u5fc5\u8981\u3067\u3059\u3002GeoAI \u306f\u6b21\u306e\u3088\u3046\u306a\u8ca2\u732e\u3092\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4fdd\u8b77\u533a\u57df\u5185\u3067\u306e\u68ee\u6797\u4f10\u63a1\u3001\u63a1\u6398\u3001\u8fb2\u5730\u62e1\u5927\u306a\u3069\u306e\u9055\u6cd5\u306a\u571f\u5730\u5229\u7528\u3092\u691c\u51fa\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u3068 AI \u99c6\u52d5\u578b\u690d\u751f\u5206\u6790\u3092\u4f7f\u7528\u3057\u3066\u751f\u614b\u7cfb\u306e\u5065\u5168\u6027\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u751f\u606f\u5730\u306e\u5fa9\u5143\u306b\u512a\u5148\u5ea6\u306e\u9ad8\u3044\u5730\u57df\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u4fdd\u5168\u6d3b\u52d5\u3092\u6700\u9069\u5316\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>AI \u3092\u6d3b\u7528\u3057\u305f\u5730\u5f62\u5206\u6790\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u653f\u5e9c\u3084\u4fdd\u8b77\u56e3\u4f53\u306f\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3044\u3001\u751f\u7269\u591a\u69d8\u6027\u3092\u4fdd\u8b77\u3057\u3001\u751f\u614b\u5b66\u7684\u6301\u7d9a\u53ef\u80fd\u6027\u3092\u7dad\u6301\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-3 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" data-id=\"174128\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-fauxels-3184292-1024x576.jpg\" alt=\"\" class=\"wp-image-174128\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-fauxels-3184292-1024x576.jpg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-fauxels-3184292-300x169.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-fauxels-3184292-768x432.jpg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-fauxels-3184292-1536x864.jpg 1536w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-fauxels-3184292-2048x1152.jpg 2048w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-fauxels-3184292-18x10.jpg 18w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">AI \u30d9\u30fc\u30b9\u306e\u5730\u5f62\u89e3\u6790\u306b\u304a\u3051\u308b\u9650\u754c\u3078\u306e\u5bfe\u51e6: \u5c06\u6765\u306e\u6539\u5584\u306b\u5411\u3051\u305f\u6226\u7565<\/h2>\n\n\n\n<p>AI \u99c6\u52d5\u578b\u5730\u5f62\u89e3\u6790\u306f\u3001\u7cbe\u5ea6\u3001\u81ea\u52d5\u5316\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u306e\u9762\u3067\u5927\u304d\u306a\u5229\u70b9\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u5e83\u304f\u78ba\u5b9f\u306b\u5c0e\u5165\u3059\u308b\u306b\u306f\u3001\u89e3\u6c7a\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u4e00\u9023\u306e\u8ab2\u984c\u3082\u4f34\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u8ab2\u984c\u306f\u3001\u8a08\u7b97\u8981\u4ef6\u3084\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u554f\u984c\u304b\u3089\u3001\u591a\u69d8\u306a\u666f\u89b3\u306b\u308f\u305f\u308b\u30e2\u30c7\u30eb\u306e\u4e00\u822c\u5316\u3084 AI \u30d9\u30fc\u30b9\u306e\u610f\u601d\u6c7a\u5b9a\u306e\u89e3\u91c8\u53ef\u80fd\u6027\u307e\u3067\u591a\u5c90\u306b\u308f\u305f\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u5236\u9650\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u306f\u3001\u5730\u7406\u7a7a\u9593\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5411\u3051\u306e\u3088\u308a\u5805\u7262\u3067\u9069\u5fdc\u6027\u306e\u9ad8\u3044 AI \u30b7\u30b9\u30c6\u30e0\u3092\u958b\u767a\u3059\u308b\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u8a08\u7b97\u306e\u8907\u96d1\u3055: \u9ad8\u6027\u80fd\u51e6\u7406\u306e\u5fc5\u8981\u6027<\/h3>\n\n\n\n<p>AI \u30e2\u30c7\u30eb\u3001\u7279\u306b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u5927\u898f\u6a21\u306a\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u304a\u3088\u3073\u5206\u6790\u3059\u308b\u305f\u3081\u306b\u3001\u304b\u306a\u308a\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0 \u30ea\u30bd\u30fc\u30b9\u304c\u5fc5\u8981\u3067\u3059\u3002\u5730\u5f62\u5206\u6790\u306b\u306f\u3001\u9ad8\u89e3\u50cf\u5ea6\u306e\u885b\u661f\u753b\u50cf\u3001LiDAR \u30dd\u30a4\u30f3\u30c8 \u30af\u30e9\u30a6\u30c9\u3001\u30c7\u30b8\u30bf\u30eb\u6a19\u9ad8\u30e2\u30c7\u30eb (DEM) \u304c\u542b\u307e\u308c\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u751f\u6210\u3055\u308c\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u3067\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304a\u3088\u3073\u5c55\u958b\u3059\u308b\u306b\u306f\u3001\u6b21\u306e\u7406\u7531\u306b\u3088\u308a\u3001\u8a08\u7b97\u8ca0\u8377\u304c\u9ad8\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9ad8\u6b21\u5143\u30c7\u30fc\u30bf\u51e6\u7406:<\/strong> AI \u30e2\u30c7\u30eb\u306f\u3001\u6a19\u9ad8\u3001\u5730\u5f62\u6d3e\u751f\u60c5\u5831 (\u50be\u659c\u3001\u66f2\u7387\u3001\u50be\u659c\u65b9\u5411)\u3001\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u753b\u50cf\u306a\u3069\u306e\u591a\u5c64\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>GPU\/TPU \u4f9d\u5b58\u6027:<\/strong> \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9 \u30d7\u30ed\u30bb\u30c3\u30b7\u30f3\u30b0 \u30e6\u30cb\u30c3\u30c8 (GPU) \u3084\u30c6\u30f3\u30bd\u30eb \u30d7\u30ed\u30bb\u30c3\u30b7\u30f3\u30b0 \u30e6\u30cb\u30c3\u30c8 (TPU) \u306a\u3069\u306e\u7279\u6b8a\u306a\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306b\u4f9d\u5b58\u3057\u3066\u304a\u308a\u3001\u3053\u308c\u3089\u306f\u9ad8\u4fa1\u3067\u5c02\u7528\u306e\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u306e\u5236\u7d04:<\/strong> \u707d\u5bb3\u76e3\u8996\u3084\u6d2a\u6c34\u4e88\u6e2c\u306a\u3069\u306e\u591a\u304f\u306e\u5730\u5f62\u89e3\u6790\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u80fd\u529b\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u3057\u304b\u3057\u3001AI \u30e2\u30c7\u30eb\u3067\u306f\u8a08\u7b97\u4e0a\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306b\u3088\u308a\u8fc5\u901f\u306a\u7d50\u679c\u306e\u63d0\u4f9b\u304c\u56f0\u96e3\u306a\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6f5c\u5728\u7684\u306a\u89e3\u6c7a\u7b56:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6700\u9069\u5316\u3055\u308c\u305f AI \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3:<\/strong> \u7814\u7a76\u8005\u305f\u3061\u306f\u3001\u8a08\u7b97\u8981\u4ef6\u3092\u524a\u6e1b\u3059\u308b\u305f\u3081\u306b\u3001\u8efd\u91cf\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u30e2\u30c7\u30eb\u5727\u7e2e\u6280\u8853 (\u4f8b: \u30d7\u30eb\u30fc\u30cb\u30f3\u30b0\u3001\u91cf\u5b50\u5316) \u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0:<\/strong> \u30af\u30e9\u30a6\u30c9 \u30b5\u30fc\u30d3\u30b9 (Google Earth Engine\u3001AWS\u3001Microsoft Azure \u306a\u3069) \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30ed\u30fc\u30ab\u30eb \u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u5236\u9650\u306a\u3057\u306b\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a AI \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u63a8\u8ad6\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30a8\u30c3\u30b8\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0:<\/strong> AI \u30e2\u30c7\u30eb\u3092\u30c7\u30fc\u30bf \u30bd\u30fc\u30b9 (\u885b\u661f\u3001UAV\u3001IoT \u30c7\u30d0\u30a4\u30b9\u306a\u3069) \u306e\u8fd1\u304f\u306b\u5c55\u958b\u3059\u308b\u3068\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u304c\u77ed\u7e2e\u3055\u308c\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u610f\u601d\u6c7a\u5b9a\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u554f\u984c: \u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u4e0d\u4e00\u81f4<\/h3>\n\n\n\n<p>AI \u306b\u3088\u308b\u5730\u5f62\u89e3\u6790\u306e\u7cbe\u5ea6\u306f\u3001\u5165\u529b\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3057\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u306f\u6b21\u306e\u3088\u3046\u306a\u554f\u984c\u304c\u3088\u304f\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u89e3\u50cf\u5ea6\u306e\u5909\u52d5:<\/strong> \u885b\u661f\u753b\u50cf\u3068 DEM \u30c7\u30fc\u30bf\u306b\u306f\u3001\u7c97\u3044\u30b0\u30ed\u30fc\u30d0\u30eb \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8 (SRTM 30m DEM \u306a\u3069) \u304b\u3089\u9ad8\u89e3\u50cf\u5ea6\u306e\u5730\u57df\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8 (LiDAR \u30d9\u30fc\u30b9\u306e 1m DEM \u306a\u3069) \u307e\u3067\u3001\u3055\u307e\u3056\u307e\u306a\u89e3\u50cf\u5ea6\u304c\u3042\u308a\u307e\u3059\u3002\u3042\u308b\u89e3\u50cf\u5ea6\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f AI \u30e2\u30c7\u30eb\u306f\u3001\u5225\u306e\u89e3\u50cf\u5ea6\u306b\u306f\u3046\u307e\u304f\u4e00\u822c\u5316\u3055\u308c\u306a\u3044\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30bb\u30f3\u30b5\u30fc\u306e\u30ce\u30a4\u30ba\u3068\u30a2\u30fc\u30c6\u30a3\u30d5\u30a1\u30af\u30c8:<\/strong> \u885b\u661f\u753b\u50cf\u3084\u822a\u7a7a\u753b\u50cf\u306b\u306f\u3001\u5927\u6c17\u5e72\u6e09\u3001\u30bb\u30f3\u30b5\u30fc\u306e\u30ad\u30e3\u30ea\u30d6\u30ec\u30fc\u30b7\u30e7\u30f3 \u30a8\u30e9\u30fc\u3001\u5f71\u306e\u5f71\u97ff\u306a\u3069\u306b\u3088\u308b\u6b6a\u307f\u304c\u542b\u307e\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u3001AI \u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u5f71\u97ff\u3092\u53ca\u307c\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u6642\u9593\u7684\u306a\u77db\u76fe:<\/strong> \u5730\u5f62\u306e\u7279\u5fb4\u306f\u3001\u81ea\u7136\u306e\u30d7\u30ed\u30bb\u30b9 (\u4f8b: \u6d78\u98df\u3001\u690d\u751f\u306e\u6210\u9577\u3001\u5b63\u7bc0\u5909\u52d5) \u3084\u4eba\u9593\u306e\u6d3b\u52d5 (\u4f8b: \u5efa\u8a2d\u3001\u68ee\u6797\u4f10\u63a1) \u306b\u3088\u308a\u3001\u6642\u9593\u306e\u7d4c\u904e\u3068\u3068\u3082\u306b\u5909\u5316\u3057\u307e\u3059\u3002\u53e4\u3044\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f AI \u30e2\u30c7\u30eb\u306f\u3001\u73fe\u5728\u306e\u72b6\u6cc1\u3092\u6b63\u78ba\u306b\u53cd\u6620\u3067\u304d\u306a\u3044\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u9650\u5b9a\u3055\u308c\u305f\u30b0\u30e9\u30a6\u30f3\u30c9\u30c8\u30a5\u30eb\u30fc\u30b9\u30c7\u30fc\u30bf:<\/strong> AI \u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u306f\u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u5fc5\u8981\u3067\u3059\u304c\u3001\u624b\u52d5\u3067\u6ce8\u91c8\u3092\u4ed8\u3051\u3089\u308c\u305f\u5730\u5f62\u306e\u7279\u5fb4\u306f\u4e0d\u8db3\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u56f0\u96e3\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6f5c\u5728\u7684\u306a\u89e3\u6c7a\u7b56:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u3068\u6a19\u6e96\u5316:<\/strong> \u30ce\u30a4\u30ba\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3001\u653e\u5c04\u88dc\u6b63\u3001\u753b\u50cf\u5f37\u8abf\u306a\u3069\u306e\u6280\u8853\u306b\u3088\u308a\u3001\u5165\u529b\u30c7\u30fc\u30bf\u3092 AI \u30e2\u30c7\u30eb\u306b\u9001\u308b\u524d\u306b\u305d\u306e\u54c1\u8cea\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30de\u30eb\u30c1\u30c6\u30f3\u30dd\u30e9\u30eb\u5206\u6790:<\/strong> \u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u885b\u661f (Landsat\u3001Sentinel-2 \u306a\u3069) \u304b\u3089\u306e\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001AI \u30e2\u30c7\u30eb\u306f\u6642\u9593\u30d1\u30bf\u30fc\u30f3\u3092\u5b66\u7fd2\u3057\u3001\u52d5\u7684\u306a\u666f\u89b3\u306e\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5408\u6210\u30c7\u30fc\u30bf\u751f\u6210:<\/strong> \u7814\u7a76\u8005\u305f\u3061\u306f\u3001\u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u305f\u5730\u5f62\u30c7\u30fc\u30bf\u306e\u4e0d\u8db3\u3092\u88dc\u3046\u305f\u3081\u306b\u3001\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u6280\u8853\u3068\u751f\u6210\u7684\u6575\u5bfe\u7684\u30cd\u30c3\u30c8\u30ef\u30fc\u30af (GAN) \u3092\u4f7f\u7528\u3057\u3066 AI \u751f\u6210\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u8abf\u67fb\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u9650\u5b9a\u7684\u306a\u4e00\u822c\u5316: \u591a\u69d8\u306a\u72b6\u6cc1\u306bAI\u30e2\u30c7\u30eb\u3092\u9069\u5fdc\u3055\u305b\u308b<\/h3>\n\n\n\n<p>\u3042\u308b\u5730\u7406\u7684\u5730\u57df\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f AI \u30e2\u30c7\u30eb\u306f\u3001\u5730\u5f62\u7279\u6027\u3001\u690d\u751f\u88ab\u8986\u3001\u6c17\u5019\u6761\u4ef6\u306e\u5909\u52d5\u306b\u3088\u308a\u3001\u5225\u306e\u5834\u6240\u306b\u9069\u7528\u3059\u308b\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u4f4e\u4e0b\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u554f\u984c\u306f\u3001\u6b21\u306e\u539f\u56e0\u3067\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u306b\u304a\u3051\u308b\u5730\u7406\u7684\u504f\u308a:<\/strong> AI \u30e2\u30c7\u30eb\u304c\u4e3b\u306b\u5c71\u5cb3\u5730\u5e2f\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u3001\u7802\u6f20\u3084\u6cbf\u5cb8\u74b0\u5883\u306e\u5730\u5f62\u306e\u7279\u5fb4\u3092\u6b63\u78ba\u306b\u5206\u985e\u3059\u308b\u3053\u3068\u304c\u56f0\u96e3\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u53ce\u96c6\u65b9\u6cd5\u306e\u9055\u3044:<\/strong> \u3055\u307e\u3056\u307e\u306a\u885b\u661f\u30bb\u30f3\u30b5\u30fc\u304c\u5730\u5f62\u306e\u7279\u5fb4\u3092\u7570\u306a\u308b\u65b9\u6cd5\u3067\u6349\u3048\u308b\u305f\u3081\u3001AI \u30e2\u30c7\u30eb\u304c\u65b0\u3057\u3044\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30c7\u30fc\u30bf\u306b\u906d\u9047\u3059\u308b\u3068\u4e0d\u6574\u5408\u304c\u751f\u3058\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5730\u57df\u7279\u6709\u306e\u5730\u5f62\u306e\u7279\u5fb4:<\/strong> \u30ab\u30eb\u30b9\u30c8\u5730\u5f62\u3084\u6c37\u6cb3\u5730\u5f62\u306a\u3069\u306e\u7279\u5b9a\u306e\u5730\u5f62\u306f\u7279\u5b9a\u306e\u5730\u7406\u7684\u5730\u57df\u306b\u56fa\u6709\u306e\u3082\u306e\u3067\u3042\u308b\u305f\u3081\u3001\u4e00\u822c\u7684\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f AI \u30e2\u30c7\u30eb\u3067\u306f\u6b63\u78ba\u306b\u8a8d\u8b58\u3059\u308b\u3053\u3068\u304c\u56f0\u96e3\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6f5c\u5728\u7684\u306a\u89e3\u6c7a\u7b56:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c9\u30e1\u30a4\u30f3\u9069\u5fdc\u6280\u8853:<\/strong> \u8ee2\u79fb\u5b66\u7fd2\u3084\u30c9\u30e1\u30a4\u30f3\u9069\u5fdc\u306a\u3069\u306e\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u5730\u57df\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067 AI \u30e2\u30c7\u30eb\u3092\u5fae\u8abf\u6574\u3059\u308b\u3053\u3068\u3067\u3001AI \u30e2\u30c7\u30eb\u306e\u4e00\u822c\u5316\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u591a\u69d8\u3067\u62e1\u5f35\u3055\u308c\u305f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf:<\/strong> \u591a\u69d8\u306a\u666f\u89b3\u3068\u4eba\u5de5\u7684\u306b\u62e1\u5f35\u3055\u308c\u305f\u30b5\u30f3\u30d7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u62e1\u5f35\u3059\u308b\u3068\u3001\u30e2\u30c7\u30eb\u306e\u5805\u7262\u6027\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30a2\u30d7\u30ed\u30fc\u30c1:<\/strong> AI \u3068\u5f93\u6765\u306e GIS \u30d9\u30fc\u30b9\u306e\u5730\u5f62\u5206\u985e\u6280\u8853 (\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9 \u30e2\u30c7\u30eb\u3001\u6c34\u6587\u6d41\u91cf\u89e3\u6790\u306a\u3069) \u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u3055\u307e\u3056\u307e\u306a\u74b0\u5883\u306b\u308f\u305f\u308b\u4e00\u822c\u5316\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4. AI\u30e2\u30c7\u30eb\u306e\u89e3\u91c8\u53ef\u80fd\u6027\uff1a\u300c\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u300d\u554f\u984c\u306e\u7406\u89e3<\/h3>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u3001\u7279\u306b\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af (CNN) \u306f\u300c\u30d6\u30e9\u30c3\u30af \u30dc\u30c3\u30af\u30b9\u300d\u3068\u3057\u3066\u52d5\u4f5c\u3059\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u610f\u601d\u6c7a\u5b9a\u30d7\u30ed\u30bb\u30b9\u306e\u89e3\u91c8\u304c\u56f0\u96e3\u3067\u3059\u3002\u3053\u306e\u900f\u660e\u6027\u306e\u6b20\u5982\u306b\u3088\u308a\u3001\u6b21\u306e\u3088\u3046\u306a\u61f8\u5ff5\u304c\u751f\u3058\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u79d1\u5b66\u7684\u59a5\u5f53\u6027:<\/strong> \u7814\u7a76\u8005\u3084\u5730\u7406\u7a7a\u9593\u30a2\u30ca\u30ea\u30b9\u30c8\u306f\u3001\u4fe1\u983c\u6027\u3068\u6b63\u78ba\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u3001AI \u30e2\u30c7\u30eb\u304c\u5730\u5f62\u306e\u7279\u5fb4\u3092\u3069\u306e\u3088\u3046\u306b\u5206\u985e\u3059\u308b\u304b\u3092\u7406\u89e3\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u898f\u5236\u9075\u5b88:<\/strong> \u653f\u5e9c\u6a5f\u95a2\u3084\u653f\u7b56\u7acb\u6848\u8005\u306f\u3001\u571f\u5730\u5229\u7528\u8a08\u753b\u3001\u74b0\u5883\u4fdd\u8b77\u3001\u707d\u5bb3\u5bfe\u5fdc\u306e\u305f\u3081\u306b\u89e3\u91c8\u53ef\u80fd\u306a AI \u30e2\u30c7\u30eb\u3092\u5fc5\u8981\u3068\u3059\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u4fe1\u983c\u3068\u63a1\u7528:<\/strong> \u30e6\u30fc\u30b6\u30fc\u306f\u3001\u4e88\u6e2c\u306e\u6839\u62e0\u3092\u691c\u8a3c\u3067\u304d\u308c\u3070\u3001AI \u304c\u751f\u6210\u3057\u305f\u5730\u5f62\u5206\u6790\u3092\u4fe1\u983c\u3059\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u304f\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6f5c\u5728\u7684\u306a\u89e3\u6c7a\u7b56:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8aac\u660e\u53ef\u80fd\u306aAI\uff08XAI\uff09\uff1a<\/strong> \u7814\u7a76\u8005\u305f\u3061\u306f\u8996\u899a\u5316\u3068\u89e3\u91c8\u306e\u65b9\u6cd5\u3092\u958b\u767a\u3057\u3066\u3044\u308b&nbsp;<\/li>\n\n\n\n<li><strong>\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9 AI-GIS \u30e2\u30c7\u30eb:<\/strong> AI \u3068\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e GIS \u6280\u8853\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u89e3\u91c8\u3057\u3084\u3059\u3044\u610f\u601d\u6c7a\u5b9a\u30d7\u30ed\u30bb\u30b9\u304c\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30e6\u30fc\u30b6\u30fc\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306e\u7d71\u5408:<\/strong> \u5730\u7406\u7a7a\u9593\u30a2\u30ca\u30ea\u30b9\u30c8\u304c AI \u4e88\u6e2c\u3092\u6539\u826f\u304a\u3088\u3073\u691c\u8a3c\u3067\u304d\u308b\u3001\u4eba\u9593\u304c\u95a2\u4e0e\u3059\u308b AI \u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u4fe1\u983c\u6027\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>AI \u99c6\u52d5\u578b\u5730\u5f62\u89e3\u6790\u306f\u5f37\u529b\u306a\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u304c\u3001\u305d\u306e\u6709\u52b9\u6027\u3068\u5e83\u7bc4\u306a\u63a1\u7528\u3092\u78ba\u5b9f\u306b\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u8ab2\u984c\u306b\u5bfe\u51e6\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u8a08\u7b97\u306e\u8907\u96d1\u3055\u306f\u4f9d\u7136\u3068\u3057\u3066\u5927\u304d\u306a\u969c\u5bb3\u3067\u3042\u308a\u3001\u6700\u9069\u5316\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3068\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u304c\u5fc5\u8981\u3067\u3059\u3002\u89e3\u50cf\u5ea6\u306e\u5909\u52d5\u3084\u30bb\u30f3\u30b5\u30fc\u30ce\u30a4\u30ba\u306a\u3069\u306e\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u554f\u984c\u306b\u306f\u3001\u5805\u7262\u306a\u524d\u51e6\u7406\u6280\u8853\u3068\u30de\u30eb\u30c1\u30c6\u30f3\u30dd\u30e9\u30eb\u89e3\u6790\u304c\u5fc5\u8981\u3067\u3059\u3002\u4e00\u822c\u5316\u304c\u9650\u3089\u308c\u3066\u3044\u308b\u3068\u3044\u3046\u8ab2\u984c\u306f\u3001\u591a\u69d8\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u30c9\u30e1\u30a4\u30f3\u9069\u5fdc\u6226\u7565\u306b\u3088\u3063\u3066\u8efd\u6e1b\u3067\u304d\u307e\u3059\u3002\u6700\u5f8c\u306b\u3001AI \u30e2\u30c7\u30eb\u306e\u89e3\u91c8\u53ef\u80fd\u6027\u306f\u3001\u79d1\u5b66\u304a\u3088\u3073\u653f\u7b56\u95a2\u9023\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3068\u3063\u3066\u975e\u5e38\u306b\u91cd\u8981\u3067\u3042\u308a\u3001\u8aac\u660e\u53ef\u80fd\u306a AI (XAI) \u304c\u4e3b\u8981\u306a\u7814\u7a76\u306e\u7126\u70b9\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u8ab2\u984c\u306b\u5bfe\u51e6\u3059\u308b\u306b\u306f\u3001AI \u7814\u7a76\u306e\u7d99\u7d9a\u7684\u306a\u9032\u6b69\u3001\u30c7\u30fc\u30bf\u6a19\u6e96\u5316\u306e\u5b9f\u8df5\u306e\u6539\u5584\u3001\u5730\u7406\u7a7a\u9593\u79d1\u5b66\u8005\u3001AI \u30a8\u30f3\u30b8\u30cb\u30a2\u3001\u653f\u7b56\u7acb\u6848\u8005\u9593\u306e\u5b66\u969b\u7684\u306a\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u304c\u5fc5\u8981\u3067\u3059\u3002\u3053\u308c\u3089\u306e\u969c\u58c1\u3092\u514b\u670d\u3059\u308b\u3053\u3068\u3067\u3001AI \u4e3b\u5c0e\u306e\u5730\u5f62\u5206\u6790\u306f\u9032\u5316\u3092\u7d9a\u3051\u3001\u74b0\u5883\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3001\u707d\u5bb3\u30ea\u30b9\u30af\u8a55\u4fa1\u3001\u6301\u7d9a\u53ef\u80fd\u306a\u571f\u5730\u7ba1\u7406\u306b\u8cb4\u91cd\u306a\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">GeoAI \u3068\u5730\u5f62\u89e3\u6790\u306e\u9032\u6b69: \u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3068\u65b0\u305f\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3<\/h2>\n\n\n\n<p>\u4eba\u5de5\u77e5\u80fd (AI) \u304c\u9032\u5316\u3092\u7d9a\u3051\u308b\u4e2d\u3001\u5730\u7406\u7a7a\u9593\u79d1\u5b66\u3001\u7279\u306b\u5730\u5f62\u5206\u6790\u3078\u306e AI \u306e\u7d71\u5408\u306b\u3088\u308a\u3001\u7cbe\u5ea6\u3001\u81ea\u52d5\u5316\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u610f\u601d\u6c7a\u5b9a\u306e\u65b0\u305f\u306a\u9818\u57df\u304c\u958b\u304b\u308c\u3066\u3044\u307e\u3059\u3002GeoAI (\u5730\u7406\u7a7a\u9593\u4eba\u5de5\u77e5\u80fd) \u306e\u5c06\u6765\u306f\u3001\u9ad8\u5ea6\u306a AI \u6280\u8853\u3001\u30ea\u30e2\u30fc\u30c8 \u30bb\u30f3\u30b7\u30f3\u30b0\u6280\u8853\u306e\u6539\u5584\u3001\u767a\u5c55\u9014\u4e0a\u5730\u57df\u3078\u306e AI \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u62e1\u5927\u306b\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u9032\u6b69\u306b\u3088\u308a\u3001\u74b0\u5883\u76e3\u8996\u3001\u707d\u5bb3\u7ba1\u7406\u3001\u8fb2\u696d\u751f\u7523\u6027\u3001\u90fd\u5e02\u8a08\u753b\u304c\u5f37\u5316\u3055\u308c\u3001\u8907\u96d1\u306a\u5730\u7403\u898f\u6a21\u306e\u8ab2\u984c\u306b\u5bfe\u3059\u308b\u30c7\u30fc\u30bf\u4e3b\u5c0e\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u304c\u63d0\u4f9b\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u306f\u3001GeoAI \u3068\u5730\u5f62\u5206\u6790\u306b\u304a\u3051\u308b\u4e3b\u8981\u306a\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3068\u5c06\u6765\u306e\u65b9\u5411\u6027\u3092\u63a2\u308a\u3001AI \u4e3b\u5c0e\u306e\u5730\u7406\u7a7a\u9593\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u306e\u53ef\u80fd\u6027\u306b\u7126\u70b9\u3092\u5f53\u3066\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u9ad8\u5ea6\u306aAI\u6280\u8853\u306e\u7d71\u5408<\/h3>\n\n\n\n<p>\u5f37\u5316\u5b66\u7fd2 (RL) \u306f\u3001\u30e2\u30c7\u30eb\u304c\u74b0\u5883\u3068\u306e\u76f8\u4e92\u4f5c\u7528\u304b\u3089\u5b66\u7fd2\u3057\u3001\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306b\u57fa\u3065\u3044\u3066\u4e88\u6e2c\u3092\u5f90\u3005\u306b\u6539\u5584\u3059\u308b\u9ad8\u5ea6\u306a AI \u6280\u8853\u3067\u3059\u3002\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5fc5\u8981\u3068\u3059\u308b\u5f93\u6765\u306e\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u30e2\u30c7\u30eb\u3068\u306f\u7570\u306a\u308a\u3001RL \u306b\u3088\u308a AI \u30b7\u30b9\u30c6\u30e0\u306f\u6b21\u306e\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u5165\u529b\u306b\u57fa\u3065\u3044\u3066\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u8abf\u6574\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u5730\u5f62\u5206\u985e\u30e2\u30c7\u30eb\u3092\u7d99\u7d9a\u7684\u306b\u6539\u826f\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6642\u9593\u306e\u7d4c\u904e\u3068\u3068\u3082\u306b\u5909\u5316\u3059\u308b\u5730\u5f62\u306e\u7279\u5fb4\u306b\u52d5\u7684\u306b\u9069\u5fdc\u3059\u308b\u3053\u3068\u3067\u3001\u5730\u7406\u7a7a\u9593\u4e88\u6e2c\u306e\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u3055\u307e\u3056\u307e\u306a\u958b\u767a\u30b7\u30ca\u30ea\u30aa\u304c\u5730\u5f62\u306e\u5b89\u5b9a\u6027\u3068\u74b0\u5883\u306e\u6301\u7d9a\u53ef\u80fd\u6027\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068\u3067\u3001\u571f\u5730\u5229\u7528\u8a08\u753b\u306e\u6c7a\u5b9a\u3092\u6700\u9069\u5316\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>RL \u306f\u3001\u4fb5\u98df\u306e\u5f71\u97ff\u3092\u53d7\u3051\u308b\u6cbf\u5cb8\u5730\u57df\u3084\u6025\u901f\u306b\u62e1\u5927\u3059\u308b\u90fd\u5e02\u666f\u89b3\u306a\u3069\u3001\u5730\u5f62\u304c\u6025\u901f\u306b\u5909\u5316\u3059\u308b\u5730\u57df\u3067\u7279\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002RL \u3092\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001AI \u30e2\u30c7\u30eb\u306f\u81ea\u5df1\u6539\u5584\u6a5f\u80fd\u3092\u958b\u767a\u3057\u3001\u3088\u308a\u6b63\u78ba\u3067\u9069\u5fdc\u6027\u306e\u9ad8\u3044\u5730\u5f62\u5206\u6790\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u8aac\u660e\u53ef\u80fd\u306a AI (XAI): \u30e2\u30c7\u30eb\u306e\u900f\u660e\u6027\u306e\u5411\u4e0a<\/h4>\n\n\n\n<p>\u5730\u5f62\u5206\u6790\u306b\u304a\u3051\u308b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u4e3b\u306a\u8ab2\u984c\u306e 1 \u3064\u306f\u3001\u89e3\u91c8\u53ef\u80fd\u6027\u306e\u6b20\u5982\u3067\u3059\u3002\u73fe\u5728\u306e AI \u30e2\u30c7\u30eb\u306f\u300c\u30d6\u30e9\u30c3\u30af \u30dc\u30c3\u30af\u30b9\u300d\u3068\u3057\u3066\u52d5\u4f5c\u3059\u308b\u305f\u3081\u3001\u5730\u7406\u7a7a\u9593\u30a2\u30ca\u30ea\u30b9\u30c8\u304c\u610f\u601d\u6c7a\u5b9a\u306e\u65b9\u6cd5\u3092\u7406\u89e3\u3059\u308b\u306e\u306f\u56f0\u96e3\u3067\u3059\u3002\u8aac\u660e\u53ef\u80fd\u306a AI (XAI) \u306f\u3001\u6b21\u306e\u65b9\u6cd5\u3067\u30e2\u30c7\u30eb\u306e\u900f\u660e\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u305f\u65b0\u3057\u3044\u5206\u91ce\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI \u30e2\u30c7\u30eb\u304c\u5730\u5f62\u306e\u7279\u5fb4\u3092\u3069\u306e\u3088\u3046\u306b\u5206\u985e\u3059\u308b\u304b (\u4f8b: \u5c3e\u6839\u3068\u8c37\u306e\u533a\u5225) \u306b\u3064\u3044\u3066\u306e\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7279\u5fb4\u5c5e\u6027\u6280\u8853\u3092\u4f7f\u7528\u3057\u3066\u3001\u30e2\u30c7\u30eb\u306e\u610f\u601d\u6c7a\u5b9a\u30d7\u30ed\u30bb\u30b9\u3067\u6700\u3082\u5f71\u97ff\u529b\u306e\u3042\u308b\u30c7\u30fc\u30bf \u30dd\u30a4\u30f3\u30c8\u3092\u5f37\u8abf\u8868\u793a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5730\u8cea\u5b66\u8005\u304c AI \u306b\u3088\u3063\u3066\u751f\u6210\u3055\u308c\u305f\u5206\u985e\u3092\u89e3\u91c8\u3057\u8abf\u6574\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3001\u30e6\u30fc\u30b6\u30fc\u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u958b\u767a\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>XAI \u306f\u3001\u898f\u5236\u9075\u5b88\u3001\u79d1\u5b66\u7684\u691c\u8a3c\u3001AI \u99c6\u52d5\u578b\u5730\u7406\u7a7a\u9593\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u4fe1\u983c\u6027\u306b\u3068\u3063\u3066\u4e0d\u53ef\u6b20\u3067\u3059\u3002AI \u304c\u610f\u601d\u6c7a\u5b9a\u30d7\u30ed\u30bb\u30b9\u306b\u3055\u3089\u306b\u7d44\u307f\u8fbc\u307e\u308c\u308b\u3088\u3046\u306b\u306a\u308b\u3068\u3001\u5730\u5f62\u5206\u6790\u3067\u306e\u5e83\u7bc4\u306a\u5c0e\u5165\u306b\u306f\u8aac\u660e\u53ef\u80fd\u6027\u306e\u5411\u4e0a\u304c\u4e0d\u53ef\u6b20\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">3D \u5730\u5f62\u30e2\u30c7\u30ea\u30f3\u30b0: \u8868\u9762\u8868\u73fe\u306e\u5f37\u5316<\/h4>\n\n\n\n<p>\u5f93\u6765\u306e\u5730\u5f62\u5206\u6790\u306f 2D \u6a19\u9ad8\u30de\u30c3\u30d7\u306b\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u5c06\u6765\u7684\u306b\u306f AI \u3068 LiDAR (\u5149\u691c\u51fa\u3068\u6e2c\u8ddd)\u3001\u5199\u771f\u6e2c\u91cf\u3001\u9ad8\u89e3\u50cf\u5ea6\u30ea\u30e2\u30fc\u30c8 \u30bb\u30f3\u30b7\u30f3\u30b0\u3092\u7d44\u307f\u5408\u308f\u305b\u305f 3D \u5730\u5f62\u30e2\u30c7\u30ea\u30f3\u30b0\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u30023D \u5730\u5f62\u5206\u6790\u306b AI \u3092\u7d71\u5408\u3059\u308b\u3068\u3001\u6b21\u306e\u30e1\u30ea\u30c3\u30c8\u304c\u5f97\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u3088\u308a\u8a73\u7d30\u306a\u8868\u9762\u8868\u73fe\u306b\u3088\u308a\u3001\u50be\u659c\u5206\u6790\u3001\u6d41\u57df\u30e2\u30c7\u30ea\u30f3\u30b0\u3001\u5730\u8cea\u8abf\u67fb\u306e\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u73fe\u5b9f\u4e16\u754c\u306e\u74b0\u5883\u3092\u3088\u308a\u826f\u304f\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3057\u3001\u90fd\u5e02\u8a08\u753b\u8005\u304c\u8907\u96d1\u306a\u5730\u5f62\u306b\u9069\u5fdc\u3059\u308b\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3092\u8a2d\u8a08\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u74b0\u5883\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306e\u6539\u5584\u306b\u3088\u308a\u3001\u79d1\u5b66\u8005\u306f\u6c17\u5019\u5909\u52d5\u3001\u6d78\u98df\u3001\u68ee\u6797\u7834\u58ca\u306b\u3088\u308b\u666f\u89b3\u306e\u5909\u5316\u3092\u691c\u51fa\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/li>\n<\/ul>\n\n\n\n<p>AI \u306f\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u30013D \u5730\u5f62\u7279\u5fb4\u306e\u62bd\u51fa\u3092\u81ea\u52d5\u5316\u3057\u3001\u5730\u7406\u7a7a\u9593\u30e2\u30c7\u30ea\u30f3\u30b0\u306b\u5fc5\u8981\u306a\u624b\u4f5c\u696d\u306e\u52b4\u529b\u3092\u524a\u6e1b\u3067\u304d\u307e\u3059\u30023D \u5730\u5f62\u5206\u6790\u304c\u3088\u308a\u5229\u7528\u3057\u3084\u3059\u304f\u306a\u308b\u3068\u3001\u707d\u5bb3\u7ba1\u7406\u3001\u7cbe\u5bc6\u8fb2\u696d\u3001\u90fd\u5e02\u8a08\u753b\u306a\u3069\u306e\u5206\u91ce\u3067\u753b\u671f\u7684\u306a\u5909\u5316\u3092\u3082\u305f\u3089\u3059\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u6280\u8853\u306e\u9032\u6b69<\/h3>\n\n\n\n<p>AI \u306b\u3088\u308b\u5730\u5f62\u5206\u6790\u306e\u7cbe\u5ea6\u306f\u3001\u5165\u529b\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3057\u307e\u3059\u3002\u9ad8\u89e3\u50cf\u5ea6\u306e\u885b\u661f\u753b\u50cf\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u70b9\u3067\u5730\u7406\u7a7a\u9593\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u3088\u308a\u9bae\u660e\u3067\u8a73\u7d30\u306a\u5730\u5f62\u30c7\u30fc\u30bf\u3092\u63d0\u4f9b\u3057\u3001\u5ddd\u5cb8\u3001\u5c3e\u6839\u7dda\u3001\u90fd\u5e02\u69cb\u9020\u306a\u3069\u306e\u5c0f\u898f\u6a21\u306a\u7279\u5fb4\u306e\u691c\u51fa\u3092\u6539\u5584\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u3088\u308a\u6b63\u78ba\u306a\u5909\u66f4\u691c\u51fa\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u30a2\u30ca\u30ea\u30b9\u30c8\u306f\u6642\u9593\u306e\u7d4c\u904e\u306b\u4f34\u3046\u666f\u89b3\u306e\u5909\u5316\u3092\u76e3\u8996\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u571f\u5730\u5206\u985e\u30e2\u30c7\u30eb\u3092\u5f37\u5316\u3057\u3001AI \u30d9\u30fc\u30b9\u306e\u5730\u7406\u7a7a\u9593\u4e88\u6e2c\u306b\u304a\u3051\u308b\u30a8\u30e9\u30fc\u3092\u524a\u6e1b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>NASA\u3001ESA\u3001Planet Labs\u3001Maxar\u306a\u3069\u306e\u6c11\u9593\u5b87\u5b99\u4f01\u696d\u306b\u3088\u308b\u65b0\u3057\u3044\u885b\u661f\u30df\u30c3\u30b7\u30e7\u30f3\u306f\u30011\u30e1\u30fc\u30c8\u30eb\u672a\u6e80\u306e\u89e3\u50cf\u5ea6\u306e\u753b\u50cf\u3092\u63d0\u4f9b\u3057\u3001AI\u30d9\u30fc\u30b9\u306e\u5730\u5f62\u5206\u6790\u306e\u9650\u754c\u3092\u62bc\u3057\u5e83\u3052\u308b\u3068\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">GIS \u306b\u304a\u3051\u308b\u30a8\u30c3\u30b8 \u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0: \u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406<\/h4>\n\n\n\n<p>\u5f93\u6765\u3001AI \u30e2\u30c7\u30eb\u306f\u30af\u30e9\u30a6\u30c9 \u30b5\u30fc\u30d0\u30fc\u307e\u305f\u306f\u30ed\u30fc\u30ab\u30eb \u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0 \u30b7\u30b9\u30c6\u30e0\u4e0a\u3067\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u30a8\u30c3\u30b8 \u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306f\u3001\u30ea\u30e2\u30fc\u30c8 \u30bb\u30f3\u30b5\u30fc\u3001\u30c9\u30ed\u30fc\u30f3\u3001\u307e\u305f\u306f IoT \u30c7\u30d0\u30a4\u30b9\u4e0a\u3067\u76f4\u63a5\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u5730\u5f62\u5206\u6790\u3092\u53ef\u80fd\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u306e\u30d1\u30e9\u30c0\u30a4\u30e0\u3092\u5909\u3048\u3066\u3044\u307e\u3059\u3002\u4e3b\u306a\u5229\u70b9\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5730\u7406\u7a7a\u9593\u51e6\u7406\u306e\u9045\u5ef6\u304c\u77ed\u7e2e\u3055\u308c\u3001\u707d\u5bb3\u5bfe\u5fdc\u3084\u8ecd\u4e8b\u5075\u5bdf\u306a\u3069\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u8fc5\u901f\u306a\u610f\u601d\u6c7a\u5b9a\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5927\u898f\u6a21\u306a\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4e2d\u592e\u30b5\u30fc\u30d0\u30fc\u306b\u7d99\u7d9a\u7684\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u5fc5\u8981\u304c\u306a\u3044\u305f\u3081\u3001\u30c7\u30fc\u30bf\u8ee2\u9001\u30b3\u30b9\u30c8\u304c\u4f4e\u304f\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u73fe\u5834\u306b\u8a2d\u7f6e\u3055\u308c\u305f\u30bb\u30f3\u30b5\u30fc\u304b\u3089\u76f4\u63a5\u751f\u6210\u3055\u308c\u308b AI \u4e3b\u5c0e\u306e\u6d1e\u5bdf\u306b\u3088\u308a\u3001\u74b0\u5883\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u304c\u3088\u308a\u52b9\u7387\u7684\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u30a8\u30c3\u30b8 \u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306f\u3001\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u63a5\u7d9a\u304c\u5236\u9650\u3055\u308c\u3066\u3044\u308b\u9060\u9694\u5730\u3084\u707d\u5bb3\u304c\u767a\u751f\u3057\u3084\u3059\u3044\u5730\u57df\u3067\u7279\u306b\u6709\u76ca\u3067\u3042\u308a\u3001\u30af\u30e9\u30a6\u30c9 \u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306b\u4f9d\u5b58\u305b\u305a\u306b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u5730\u5f62\u8a55\u4fa1\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e AI \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0: \u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u5730\u5f62\u5206\u6790<\/h4>\n\n\n\n<p>\u5730\u5f62\u5206\u6790\u306e\u672a\u6765\u306f\u3001\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u3067\u30a2\u30af\u30bb\u30b9\u3057\u3084\u3059\u3044\u5730\u7406\u7a7a\u9593\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e AI \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u6b21\u306e\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f37\u529b\u306a\u30ed\u30fc\u30ab\u30eb \u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3092\u5fc5\u8981\u3068\u305b\u305a\u306b\u3001\u5927\u898f\u6a21\u306a\u5730\u5f62\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u51e6\u7406\u304a\u3088\u3073\u5206\u6790\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>AI \u3092\u6d3b\u7528\u3057\u305f\u5206\u6790\u3068\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u885b\u661f\u89b3\u6e2c\u3092\u7d71\u5408\u3057\u3001\u3055\u307e\u3056\u307e\u306a\u5730\u57df\u306b\u307e\u305f\u304c\u308b\u5730\u7406\u7a7a\u9593\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u5354\u529b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>Google Earth Engine\u3001AWS Geospatial\u3001Esri ArcGIS Online \u306a\u3069\u304c\u63d0\u4f9b\u3059\u308b AI \u642d\u8f09\u306e\u5730\u7406\u7a7a\u9593\u30c4\u30fc\u30eb\u3092\u6d3b\u7528\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u30af\u30e9\u30a6\u30c9 \u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306b\u3088\u308a\u3001AI \u4e3b\u5c0e\u306e\u5730\u5f62\u5206\u6790\u306e\u6c11\u4e3b\u5316\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u4e16\u754c\u4e2d\u306e\u653f\u5e9c\u6a5f\u95a2\u3001\u74b0\u5883\u7814\u7a76\u8005\u3001\u6c11\u9593\u4f01\u696d\u304c\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u767a\u5c55\u9014\u4e0a\u5730\u57df\u306b\u304a\u3051\u308bAI\u6d3b\u7528\u306e\u62e1\u5927<\/h3>\n\n\n\n<p>\u767a\u5c55\u9014\u4e0a\u5730\u57df\u3067\u306f\u3001AI \u3092\u6d3b\u7528\u3057\u305f\u5730\u5f62\u5206\u6790\u306b\u3088\u308a\u3001\u571f\u5730\u5229\u7528\u3068\u571f\u58cc\u7ba1\u7406\u3092\u6700\u9069\u5316\u3057\u3001\u8fb2\u696d\u306b\u9769\u547d\u3092\u8d77\u3053\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002GeoAI \u306f\u6b21\u306e\u70b9\u3067\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u3055\u307e\u3056\u307e\u306a\u4f5c\u7269\u306e\u7a2e\u985e\u306b\u5bfe\u3059\u308b\u571f\u58cc\u306e\u8cea\u3068\u5730\u5f62\u306e\u9069\u5408\u6027\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6a19\u9ad8\u30e2\u30c7\u30eb\u3068\u6c34\u6587\u5b66\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u6c34\u306e\u53ef\u7528\u6027\u3092\u4e88\u6e2c\u3057\u3001\u704c\u6f11\u8a08\u753b\u3092\u6700\u9069\u5316\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7802\u6f20\u5316\u3084\u571f\u58cc\u52a3\u5316\u306e\u65e9\u671f\u5146\u5019\u3092\u691c\u51fa\u3057\u3001\u8fb2\u5bb6\u304c\u571f\u58cc\u306e\u5065\u5168\u6027\u3092\u7dad\u6301\u3059\u308b\u305f\u3081\u306e\u7a4d\u6975\u7684\u306a\u5bfe\u7b56\u3092\u8b1b\u3058\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>AI \u3092\u6d3b\u7528\u3057\u305f\u5730\u7406\u7a7a\u9593\u306e\u6d1e\u5bdf\u3092\u8fb2\u696d\u306e\u5b9f\u8df5\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u8cc7\u6e90\u304c\u9650\u3089\u308c\u305f\u74b0\u5883\u3067\u3082\u7cbe\u5bc6\u8fb2\u696d\u3092\u5b9f\u65bd\u3067\u304d\u3001\u98df\u7ce7\u306e\u5b89\u5168\u6027\u3068\u7d4c\u6e08\u306e\u5b89\u5b9a\u6027\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u707d\u5bb3\u3078\u306e\u5099\u3048\u3092\u5411\u4e0a: AI \u30d9\u30fc\u30b9\u306e\u65e9\u671f\u8b66\u5831\u30b7\u30b9\u30c6\u30e0<\/h4>\n\n\n\n<p>\u767a\u5c55\u9014\u4e0a\u56fd\u3067\u306f\u3001\u30a4\u30f3\u30d5\u30e9\u3084\u5bfe\u5fdc\u80fd\u529b\u304c\u9650\u3089\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u707d\u5bb3\u3078\u306e\u5099\u3048\u306b\u8ab2\u984c\u3092\u62b1\u3048\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3059\u3002AI \u3092\u6d3b\u7528\u3057\u305f\u5730\u5f62\u5206\u6790\u306b\u3088\u308a\u3001\u6b21\u306e\u3088\u3046\u306a\u81ea\u7136\u707d\u5bb3\u306e\u65e9\u671f\u8b66\u5831\u30b7\u30b9\u30c6\u30e0\u3092\u5927\u5e45\u306b\u6539\u5584\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u885b\u661f\u30c7\u30fc\u30bf\u3068 DEM \u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066\u6c34\u84c4\u7a4d\u30ea\u30b9\u30af\u3092\u8a55\u4fa1\u3059\u308b\u6d2a\u6c34\u4e88\u6e2c\u30e2\u30c7\u30eb\u3002<\/li>\n\n\n\n<li>\u5730\u6ed1\u308a\u5371\u967a\u5ea6\u30de\u30c3\u30d7\u3092\u4f5c\u6210\u3057\u3001\u707d\u5bb3\u304c\u767a\u751f\u3059\u308b\u524d\u306b\u5f53\u5c40\u304c\u4e88\u9632\u63aa\u7f6e\u3092\u8b1b\u3058\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5730\u9707\u30ea\u30b9\u30af\u8a55\u4fa1\u3001\u65ad\u5c64\u7dda\u3068\u5730\u76e4\u5909\u52d5\u30d1\u30bf\u30fc\u30f3\u3092\u5206\u6790\u3057\u3066\u9ad8\u30ea\u30b9\u30af\u30be\u30fc\u30f3\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>AI \u3092\u6d3b\u7528\u3057\u305f\u707d\u5bb3\u76e3\u8996\u30b7\u30b9\u30c6\u30e0\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u653f\u5e9c\u3084\u4eba\u9053\u652f\u63f4\u56e3\u4f53\u306f\u707d\u5bb3\u304c\u767a\u751f\u3057\u3084\u3059\u3044\u5730\u57df\u3067\u306e\u56de\u5fa9\u529b\u3092\u9ad8\u3081\u3001\u4eba\u547d\u3092\u6551\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30a4\u30f3\u30d5\u30e9\u958b\u767a\u306e\u30b5\u30dd\u30fc\u30c8: \u30b9\u30de\u30fc\u30c8\u30b7\u30c6\u30a3\u3068\u571f\u5730\u8a08\u753b\u306e\u305f\u3081\u306e AI<\/h4>\n\n\n\n<p>\u767a\u5c55\u9014\u4e0a\u5730\u57df\u3067\u306e\u6025\u901f\u306a\u90fd\u5e02\u5316\u306f\u3001\u8a08\u753b\u5916\u306e\u6210\u9577\u3001\u30a4\u30f3\u30d5\u30e9\u306e\u6545\u969c\u3001\u74b0\u5883\u306e\u60aa\u5316\u306b\u3064\u306a\u304c\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3059\u3002AI \u306b\u3088\u308b\u5730\u5f62\u5206\u6790\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u65b9\u6cd5\u3067\u6301\u7d9a\u53ef\u80fd\u306a\u30a4\u30f3\u30d5\u30e9\u958b\u767a\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5730\u5f62\u306e\u9069\u5408\u6027\u306b\u57fa\u3065\u3044\u3066\u3001\u65b0\u3057\u3044\u9053\u8def\u3001\u6a4b\u3001\u4f4f\u5b85\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u6700\u9069\u306a\u5834\u6240\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5730\u7406\u7a7a\u9593\u306e\u6d1e\u5bdf\u3092\u90fd\u5e02\u8a08\u753b\u306b\u7d71\u5408\u3057\u3001\u6c17\u5019\u306b\u5f37\u3044\u90fd\u5e02\u62e1\u5f35\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4e0d\u5b89\u5b9a\u306a\u5730\u5f62\u3067\u306e\u5efa\u8a2d\u306e\u30ea\u30b9\u30af\u3092\u8efd\u6e1b\u3057\u3001\u5c06\u6765\u306e\u30a4\u30f3\u30d5\u30e9\u306e\u6545\u969c\u3092\u9632\u6b62\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>AI \u3092\u6d3b\u7528\u3057\u305f\u5730\u5f62\u5206\u6790\u3092\u30b9\u30de\u30fc\u30c8\u30b7\u30c6\u30a3\u8a08\u753b\u306b\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3067\u3001\u767a\u5c55\u9014\u4e0a\u56fd\u306f\u3088\u308a\u56de\u5fa9\u529b\u304c\u3042\u308a\u3001\u52b9\u7387\u7684\u3067\u3001\u6301\u7d9a\u53ef\u80fd\u306a\u90fd\u5e02\u74b0\u5883\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-4 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"237\" height=\"40\" data-id=\"156767\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2024\/07\/flypix-logo.svg\" alt=\"\u30d5\u30e9\u30a4\u30d4\u30c3\u30af\u30b9AI\" class=\"wp-image-156767\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/flypix-logo.svg 150w, https:\/\/flypix.ai\/wp-content\/uploads\/flypix-logo.svg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/flypix-logo.svg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/flypix-logo.svg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/flypix-logo.svg 237w\" sizes=\"(max-width: 237px) 100vw, 237px\" \/><\/figure>\n<\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">AI \u3092\u6d3b\u7528\u3057\u305f\u5730\u5f62\u89e3\u6790\u3092 FlyPix \u306b\u7d71\u5408<\/h2>\n\n\n\n<p>\u5730\u5f62\u5206\u6790\u306b\u304a\u3051\u308b AI \u306e\u80fd\u529b\u3092\u63a2\u6c42\u3057\u7d9a\u3051\u308b\u3068\u3001\u6700\u5927\u306e\u8ab2\u984c\u306e 1 \u3064\u306f\u3001\u5927\u898f\u6a21\u306a\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u3092\u9ad8\u3044\u7cbe\u5ea6\u3092\u7dad\u6301\u3057\u306a\u304c\u3089\u52b9\u7387\u7684\u306b\u51e6\u7406\u3059\u308b\u3053\u3068\u3067\u3042\u308b\u3053\u3068\u304c\u660e\u3089\u304b\u306b\u306a\u308a\u307e\u3059\u3002AI \u30e2\u30c7\u30eb\u306f\u3001\u5c3e\u6839\u3001\u8c37\u3001\u6c34\u57df\u306a\u3069\u306e\u81ea\u7136\u306e\u7279\u5fb4\u3092\u691c\u51fa\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u3001\u5730\u7406\u7a7a\u9593\u5206\u6790\u3092\u3088\u308a\u30a2\u30af\u30bb\u30b9\u3057\u3084\u3059\u304f\u5b9f\u7528\u7684\u306a\u3082\u306e\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u76ee\u6a19\u306b\u6cbf\u3063\u305f\u30c4\u30fc\u30eb\u306e1\u3064\u306f <a href=\"https:\/\/flypix.ai\/ja\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u30d5\u30e9\u30a4\u30d4\u30c3\u30af\u30b9<\/a>\u306f\u3001\u7269\u4f53\u691c\u51fa\u3001\u5730\u5f62\u5206\u985e\u3001\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0\u753b\u50cf\u306e\u81ea\u52d5\u5206\u6790\u3092\u53ef\u80fd\u306b\u3059\u308b AI \u99c6\u52d5\u578b\u5730\u7406\u7a7a\u9593\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u6df1\u3044\u77e5\u8b58\u304c\u306a\u304f\u3066\u3082\u30ab\u30b9\u30bf\u30e0 AI \u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3067\u304d\u308b\u305f\u3081\u3001\u74b0\u5883\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3001\u707d\u5bb3\u7ba1\u7406\u3001\u30a4\u30f3\u30d5\u30e9\u8a08\u753b\u3001\u571f\u5730\u5229\u7528\u5206\u6790\u306b\u643a\u308f\u308b\u7814\u7a76\u8005\u3084\u5c02\u9580\u5bb6\u306b\u3068\u3063\u3066\u8cb4\u91cd\u306a\u30c4\u30fc\u30eb\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">FlyPix\u306e\u3088\u3046\u306aAI\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304c\u5730\u5f62\u5206\u6790\u306b\u91cd\u8981\u306a\u7406\u7531<\/h3>\n\n\n\n<p>FlyPix \u306e\u3088\u3046\u306a AI \u642d\u8f09\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u7269\u4f53\u691c\u51fa\u3001\u7279\u5fb4\u5206\u985e\u3001\u30de\u30eb\u30c1\u30bd\u30fc\u30b9 \u30c7\u30fc\u30bf\u7d71\u5408\u3092\u81ea\u52d5\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u5730\u5f62\u5206\u6790\u3092\u5909\u9769\u3057\u3066\u3044\u307e\u3059\u3002\u5f93\u6765\u306e\u65b9\u6cd5\u3067\u306f\u3001\u5927\u91cf\u306e\u624b\u52d5\u51e6\u7406\u304c\u5fc5\u8981\u3067\u3057\u305f\u304c\u3001AI \u306b\u3088\u308a\u3001\u3088\u308a\u9ad8\u901f\u3067\u6b63\u78ba\u306a\u5206\u6790\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u5730\u7406\u7a7a\u9593\u5206\u6790\u306e\u52b9\u7387\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u3084\u30ab\u30b9\u30bf\u30e0 AI \u30e2\u30c7\u30eb \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306a\u3069\u306e\u6a5f\u80fd\u3092\u5099\u3048\u305f\u3053\u308c\u3089\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u74b0\u5883\u76e3\u8996\u3001\u707d\u5bb3\u7ba1\u7406\u3001\u90fd\u5e02\u8a08\u753b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u81ea\u52d5\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa:<\/h4>\n\n\n\n<p>\u5f93\u6765\u306e\u5730\u5f62\u5206\u6790\u3067\u306f\u3001\u5730\u5f62\u3092\u5206\u985e\u3057\u3001\u6642\u9593\u306e\u7d4c\u904e\u306b\u4f34\u3046\u5909\u5316\u3092\u691c\u51fa\u3059\u308b\u305f\u3081\u306b\u3001\u591a\u5927\u306a\u624b\u4f5c\u696d\u304c\u5fc5\u8981\u3067\u3059\u3002FlyPix \u306a\u3069\u306e AI \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u3053\u308c\u3089\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u81ea\u52d5\u5316\u3057\u3001\u624b\u4f5c\u696d\u306b\u3088\u308b\u6ce8\u91c8\u4f5c\u6210\u306b\u8cbb\u3084\u3059\u6642\u9593\u3092\u77ed\u7e2e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u68ee\u6797\u3001\u9053\u8def\u3001\u6c34\u57df\u306a\u3069\u306e\u7279\u5fb4\u3092\u8fc5\u901f\u306b\u691c\u51fa\u3057\u3066\u5206\u985e\u3059\u308b\u6a5f\u80fd\u306b\u3088\u308a\u3001\u3088\u308a\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u3067\u52b9\u7387\u7684\u306a\u74b0\u5883\u76e3\u8996\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30de\u30eb\u30c1\u30bd\u30fc\u30b9\u30c7\u30fc\u30bf\u7d71\u5408:<\/h4>\n\n\n\n<p>\u6700\u9ad8\u306e AI \u99c6\u52d5\u578b\u5730\u7406\u7a7a\u9593\u30e2\u30c7\u30eb\u306f\u3001\u885b\u661f\u753b\u50cf\u3001LiDAR \u30b9\u30ad\u30e3\u30f3\u3001DEM \u30c7\u30fc\u30bf\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u3088\u308a\u6b63\u78ba\u306a\u5206\u6790\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>FlyPix \u306f\u8907\u6570\u306e\u30c7\u30fc\u30bf \u30bf\u30a4\u30d7\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u5730\u5f62\u306e\u5206\u985e\u3092\u5f37\u5316\u3057\u3001\u5730\u5f62\u306e\u5909\u5316\u3092\u3088\u308a\u6df1\u304f\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u5730\u5f62\u56fa\u6709\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5411\u3051\u306e\u30ab\u30b9\u30bf\u30e0 AI \u30e2\u30c7\u30eb \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0:<\/h4>\n\n\n\n<p>AI \u30d9\u30fc\u30b9\u306e\u5730\u5f62\u5206\u6790\u306b\u304a\u3051\u308b\u5927\u304d\u306a\u8ab2\u984c\u306e 1 \u3064\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u5730\u7406\u7bc4\u56f2\u3067\u6a5f\u80fd\u3059\u308b\u4e00\u822c\u5316\u3055\u308c\u305f\u30e2\u30c7\u30eb\u304c\u4e0d\u8db3\u3057\u3066\u3044\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<p>FlyPix \u306e\u3088\u3046\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u7279\u5b9a\u306e\u5730\u5f62\u30bf\u30a4\u30d7\u3067 AI \u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3067\u304d\u308b\u305f\u3081\u3001\u6d2a\u6c34\u30ea\u30b9\u30af\u8a55\u4fa1\u3001\u68ee\u6797\u7834\u58ca\u8ffd\u8de1\u3001\u571f\u5730\u5229\u7528\u8a08\u753b\u306a\u3069\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5730\u7406\u7a7a\u9593\u51e6\u7406:<\/h4>\n\n\n\n<p>\u591a\u304f\u306e GIS \u30c4\u30fc\u30eb\u306f\u5730\u5f62\u30c7\u30fc\u30bf\u3092\u30d0\u30c3\u30c1\u3067\u51e6\u7406\u3059\u308b\u305f\u3081\u3001\u707d\u5bb3\u5bfe\u5fdc\u306a\u3069\u306e\u6642\u9593\u306b\u654f\u611f\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u9045\u5ef6\u304c\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b AI \u99c6\u52d5\u578b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u5373\u6642\u306e\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u3001\u5bfe\u5fdc\u8005\u304c\u30ea\u30b9\u30af\u3092\u8a55\u4fa1\u3057\u3001\u30ea\u30bd\u30fc\u30b9\u3092\u3088\u308a\u52b9\u679c\u7684\u306b\u914d\u5099\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">AI\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3068\u5b9f\u7528\u7684\u306a\u5730\u5f62\u89e3\u6790\u306e\u6a4b\u6e21\u3057<\/h3>\n\n\n\n<p>AI \u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u308a\u5730\u5f62\u5206\u6790\u306e\u7cbe\u5ea6\u3068\u52b9\u7387\u306f\u5927\u5e45\u306b\u5411\u4e0a\u3057\u307e\u3057\u305f\u304c\u3001\u3053\u308c\u3089\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u30a2\u30af\u30bb\u30b7\u30d3\u30ea\u30c6\u30a3\u306f\u4f9d\u7136\u3068\u3057\u3066\u8ab2\u984c\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002FlyPix \u306e\u3088\u3046\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u9ad8\u5ea6\u306a AI \u7814\u7a76\u3068\u5b9f\u7528\u7684\u306a\u73fe\u5b9f\u4e16\u754c\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u306e\u67b6\u3051\u6a4b\u3068\u306a\u308a\u3001\u90fd\u5e02\u8a08\u753b\u3001\u4fdd\u5168\u3001\u7dca\u6025\u7ba1\u7406\u306e\u5c02\u9580\u5bb6\u304c\u6df1\u3044\u6280\u8853\u7684\u5c02\u9580\u77e5\u8b58\u3092\u5fc5\u8981\u3068\u305b\u305a\u306b AI \u3092\u6d3b\u7528\u3057\u3084\u3059\u304f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>FlyPix \u306e\u3088\u3046\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092 GeoAI \u306e\u5e45\u5e83\u3044\u9818\u57df\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001AI \u4e3b\u5c0e\u306e\u5730\u7406\u7a7a\u9593\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u304c\u3088\u308a\u5f37\u529b\u306b\u306a\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u3088\u308a\u30a2\u30af\u30bb\u30b9\u3057\u3084\u3059\u304f\u306a\u308a\u3001\u7d44\u7e54\u304c\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u610f\u601d\u6c7a\u5b9a\u3092\u3088\u308a\u8fc5\u901f\u304b\u3064\u81ea\u4fe1\u3092\u6301\u3063\u3066\u884c\u3048\u308b\u3088\u3046\u306b\u306a\u308b\u672a\u6765\u306b\u8fd1\u3065\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7d50\u8ad6<\/h2>\n\n\n\n<p>\u5730\u5f62\u5206\u6790\u306b\u304a\u3051\u308b AI \u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u7d71\u5408\u306f\u3001\u81ea\u7136\u306e\u7279\u5fb4\u3092\u691c\u51fa\u3001\u5206\u985e\u3001\u76e3\u8996\u3059\u308b\u65b9\u6cd5\u306b\u5927\u304d\u306a\u9032\u5316\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002\u30ea\u30e2\u30fc\u30c8 \u30bb\u30f3\u30b7\u30f3\u30b0\u753b\u50cf\u3084\u30c7\u30b8\u30bf\u30eb\u6a19\u9ad8\u30e2\u30c7\u30eb (DEM) \u306a\u3069\u306e\u30de\u30eb\u30c1\u30bd\u30fc\u30b9 \u30c7\u30fc\u30bf\u878d\u5408\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001GeoAI \u306f\u5730\u5f62\u306e\u7279\u5fb4\u8a8d\u8b58\u306e\u7cbe\u5ea6\u3068\u52b9\u7387\u3092\u9ad8\u3081\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u9032\u6b69\u306f\u3001\u74b0\u5883\u76e3\u8996\u3001\u707d\u5bb3\u7ba1\u7406\u3001\u90fd\u5e02\u8a08\u753b\u3001\u91ce\u751f\u751f\u7269\u4fdd\u8b77\u306b\u76f4\u63a5\u5fdc\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8a08\u7b97\u306e\u8907\u96d1\u3055\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u4e0d\u4e00\u81f4\u3001\u30e2\u30c7\u30eb\u306e\u89e3\u91c8\u53ef\u80fd\u6027\u306a\u3069\u306e\u8ab2\u984c\u304c\u3042\u308b\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u8aac\u660e\u53ef\u80fd\u306a AI\u3001\u5f37\u5316\u5b66\u7fd2\u30013D \u5730\u5f62\u30e2\u30c7\u30ea\u30f3\u30b0\u306e\u7d99\u7d9a\u7684\u306a\u7814\u7a76\u306b\u3088\u308a\u3001\u3088\u308a\u6d17\u7df4\u3055\u308c\u305f\u5730\u7406\u7a7a\u9593\u5206\u6790\u3078\u306e\u9053\u304c\u958b\u304b\u308c\u3066\u3044\u307e\u3059\u3002\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u304c\u9032\u6b69\u3057\u7d9a\u3051\u308b\u306b\u3064\u308c\u3066\u3001\u5730\u5f62\u5206\u6790\u306e\u672a\u6765\u306f\u3001AI \u4e3b\u5c0e\u306e\u4e88\u6e2c\u30e2\u30c7\u30ea\u30f3\u30b0\u306e\u6539\u5584\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u5730\u7406\u7a7a\u9593\u51e6\u7406\u3001\u767a\u5c55\u9014\u4e0a\u5730\u57df\u3078\u306e\u30a2\u30af\u30bb\u30b9\u6027\u306e\u5411\u4e0a\u306b\u3088\u3063\u3066\u5f62\u4f5c\u3089\u308c\u308b\u3067\u3057\u3087\u3046\u3002\u3053\u308c\u3089\u306e\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u571f\u5730\u7ba1\u7406\u306e\u6539\u5584\u3001\u6c17\u5019\u5909\u52d5\u306e\u7de9\u548c\u3001\u3088\u308a\u56de\u5fa9\u529b\u306e\u3042\u308b\u30a4\u30f3\u30d5\u30e9\u8a08\u753b\u306b\u8ca2\u732e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u3088\u304f\u3042\u308b\u8cea\u554f<\/h2>\n\n\n\n<div class=\"schema-faq wp-block-yoast-faq-block\"><div class=\"schema-faq-section\" id=\"faq-question-1739825207832\"><strong class=\"schema-faq-question\">1. \u5730\u5f62\u5206\u6790\u3068\u306f\u4f55\u3067\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">\u5730\u5f62\u5206\u6790\u306f\u3001\u5730\u7406\u60c5\u5831\u30b7\u30b9\u30c6\u30e0 (GIS)\u3001\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b7\u30f3\u30b0 \u30c7\u30fc\u30bf\u3001\u6a19\u9ad8\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u5730\u7403\u306e\u8868\u9762\u306e\u7279\u5fb4\u3092\u7814\u7a76\u3059\u308b\u3082\u306e\u3067\u3059\u3002\u5c3e\u6839\u3001\u8c37\u3001\u76c6\u5730\u306a\u3069\u306e\u81ea\u7136\u306e\u5730\u5f62\u3092\u8b58\u5225\u304a\u3088\u3073\u5206\u985e\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739825218030\"><strong class=\"schema-faq-question\">2. AI \u306f\u5730\u5f62\u5206\u6790\u3092\u3069\u306e\u3088\u3046\u306b\u6539\u5584\u3059\u308b\u306e\u3067\u3057\u3087\u3046\u304b?<\/strong> <p class=\"schema-faq-answer\">AI \u306f\u3001\u7279\u5fb4\u691c\u51fa\u306e\u81ea\u52d5\u5316\u3001\u5206\u985e\u7cbe\u5ea6\u306e\u5411\u4e0a\u3001\u8907\u6570\u30bd\u30fc\u30b9\u306e\u30c7\u30fc\u30bf\u878d\u5408\u3092\u53ef\u80fd\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u5730\u5f62\u5206\u6790\u3092\u5f37\u5316\u3057\u307e\u3059\u3002\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u3001\u7279\u306b\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af (CNN) \u306f\u3001\u5f93\u6765\u306e\u65b9\u6cd5\u3088\u308a\u3082\u52b9\u7387\u7684\u306b\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u307e\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739825227696\"><strong class=\"schema-faq-question\">3. GeoAI \u3068\u306f\u4f55\u3067\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">GeoAI (\u5730\u7406\u7a7a\u9593\u4eba\u5de5\u77e5\u80fd) \u306f\u3001AI\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u5730\u7406\u30c7\u30fc\u30bf\u306b\u9069\u7528\u3057\u305f\u3082\u306e\u3067\u3059\u3002\u3088\u308a\u6b63\u78ba\u306a\u5730\u5f62\u30de\u30c3\u30d4\u30f3\u30b0\u3001\u4e88\u6e2c\u30e2\u30c7\u30ea\u30f3\u30b0\u3001\u571f\u5730\u306e\u81ea\u52d5\u5206\u985e\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739825238166\"><strong class=\"schema-faq-question\">4. \u5730\u5f62\u89e3\u6790\u306b\u304a\u3051\u308b AI \u306e\u4e3b\u306a\u7528\u9014\u306f\u4f55\u3067\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">AI \u3092\u6d3b\u7528\u3057\u305f\u5730\u5f62\u5206\u6790\u306f\u3001\u74b0\u5883\u76e3\u8996\u3001\u81ea\u7136\u707d\u5bb3\u7ba1\u7406\u3001\u90fd\u5e02\u8a08\u753b\u3001\u91ce\u751f\u751f\u7269\u4fdd\u8b77\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u6d2a\u6c34\u4e88\u6e2c\u3001\u5730\u6ed1\u308a\u30de\u30c3\u30d4\u30f3\u30b0\u3001\u30a4\u30f3\u30d5\u30e9\u8a08\u753b\u3001\u751f\u606f\u5730\u4fdd\u8b77\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739825248551\"><strong class=\"schema-faq-question\">5. AI \u30d9\u30fc\u30b9\u306e\u5730\u5f62\u89e3\u6790\u306b\u306f\u3069\u306e\u3088\u3046\u306a\u8ab2\u984c\u304c\u3042\u308a\u307e\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">\u4e3b\u306a\u8ab2\u984c\u3068\u3057\u3066\u306f\u3001\u8a08\u7b97\u4e0a\u306e\u8981\u6c42\u3001\u30c7\u30fc\u30bf\u306e\u4e0d\u6574\u5408\u3001\u3055\u307e\u3056\u307e\u306a\u9818\u57df\u306b\u308f\u305f\u308b\u30e2\u30c7\u30eb\u306e\u4e00\u822c\u5316\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u89e3\u91c8\u53ef\u80fd\u6027\u306e\u6b20\u5982\u306a\u3069\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739825261054\"><strong class=\"schema-faq-question\">6. \u5730\u5f62\u89e3\u6790\u306b\u304a\u3051\u308b\u30de\u30eb\u30c1\u30bd\u30fc\u30b9\u30c7\u30fc\u30bf\u878d\u5408\u3068\u306f\u4f55\u3067\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">\u30de\u30eb\u30c1\u30bd\u30fc\u30b9 \u30c7\u30fc\u30bf \u30d5\u30e5\u30fc\u30b8\u30e7\u30f3\u306f\u3001\u30ea\u30e2\u30fc\u30c8 \u30bb\u30f3\u30b7\u30f3\u30b0\u753b\u50cf\u3001DEM\u3001\u5730\u5f62\u6d3e\u751f\u30c7\u30fc\u30bf\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7d71\u5408\u3057\u3066\u3001\u7279\u5fb4\u691c\u51fa\u306e\u7cbe\u5ea6\u3092\u9ad8\u3081\u307e\u3059\u3002\u753b\u50cf\u30ec\u30d9\u30eb\u3068\u7279\u5fb4\u30ec\u30d9\u30eb\u306e\u4e21\u65b9\u3067\u30c7\u30fc\u30bf\u3092\u7d50\u5408\u3057\u3066\u3001\u5730\u5f62\u5206\u985e\u3092\u6539\u5584\u3057\u307e\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739825272567\"><strong class=\"schema-faq-question\">7. \u707d\u5bb3\u7ba1\u7406\u306b\u304a\u3044\u3066 AI \u306f\u3069\u306e\u3088\u3046\u306b\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">AI \u306f\u3001\u5730\u5f62\u306e\u5909\u5316\u3092\u5206\u6790\u3057\u3001\u885b\u661f\u753b\u50cf\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u76e3\u8996\u3057\u3001\u6d2a\u6c34\u3001\u5730\u6ed1\u308a\u3001\u5730\u9707\u306e\u5371\u967a\u5730\u57df\u3092\u30e2\u30c7\u30eb\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u81ea\u7136\u707d\u5bb3\u3092\u4e88\u6e2c\u3057\u3001\u8efd\u6e1b\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p> <\/div> <\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><\/h3>","protected":false},"excerpt":{"rendered":"<p>Terrain analysis is a critical aspect of geographic information science (GIS), enabling the understanding of Earth&#8217;s surface features, changes, and geomorphological processes. With increasing environmental concerns, urban planning needs, and natural disaster management requirements, accurate terrain analysis has become essential. Traditional methods of terrain feature detection, such as Digital Elevation Models (DEM) and remote sensing (RS) techniques, have played a significant role in analyzing natural formations like ridges, valleys, lakes, and basins. However, limitations in generalizability, accuracy, and computational efficiency have led to the rise of new methodologies that leverage artificial intelligence (AI), particularly deep learning and GeoAI (Geospatial Artificial Intelligence). This article explores the role of AI in terrain [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":174086,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-174083","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-articles"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Advancements in Terrain Analysis: GeoAI, Deep Learning, and Multi-Source Data Integration<\/title>\n<meta name=\"description\" content=\"Explore the latest in terrain analysis with GeoAI, deep learning, and multi-source data fusion for natural feature detection, land classification, and predictive modeling.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/flypix.ai\/ja\/terrain-analysis\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Advancements in Terrain Analysis: GeoAI, Deep Learning, and Multi-Source Data Integration\" \/>\n<meta property=\"og:description\" content=\"Explore the latest in terrain analysis with GeoAI, deep learning, and multi-source data fusion for natural feature detection, land classification, and predictive modeling.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/flypix.ai\/ja\/terrain-analysis\/\" \/>\n<meta property=\"og:site_name\" content=\"Flypix\" \/>\n<meta property=\"article:published_time\" content=\"2025-02-17T21:50:56+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-02-18T11:55:13+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-dreamypixel-552785-scaled.jpg\" 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It combines data at both the image and feature levels for improved terrain classification.","inLanguage":"ja"},"inLanguage":"ja"},{"@type":"Question","@id":"https:\/\/flypix.ai\/zh\/terrain-analysis\/#faq-question-1739825272567","position":7,"url":"https:\/\/flypix.ai\/zh\/terrain-analysis\/#faq-question-1739825272567","name":"7. \u707d\u5bb3\u7ba1\u7406\u306b\u304a\u3044\u3066 AI \u306f\u3069\u306e\u3088\u3046\u306b\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u304b?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"AI helps predict and mitigate natural disasters by analyzing terrain changes, monitoring real-time satellite imagery, and modeling risk areas for floods, landslides, and earthquakes.","inLanguage":"ja"},"inLanguage":"ja"}]}},"_links":{"self":[{"href":"https:\/\/flypix.ai\/ja\/wp-json\/wp\/v2\/posts\/174083","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/flypix.ai\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/flypix.ai\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/flypix.ai\/ja\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/flypix.ai\/ja\/wp-json\/wp\/v2\/comments?post=174083"}],"version-history":[{"count":0,"href":"https:\/\/flypix.ai\/ja\/wp-json\/wp\/v2\/posts\/174083\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/flypix.ai\/ja\/wp-json\/wp\/v2\/media\/174086"}],"wp:attachment":[{"href":"https:\/\/flypix.ai\/ja\/wp-json\/wp\/v2\/media?parent=174083"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/flypix.ai\/ja\/wp-json\/wp\/v2\/categories?post=174083"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/flypix.ai\/ja\/wp-json\/wp\/v2\/tags?post=174083"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}