\u4e16\u754c\u306e\u4eba\u53e3\u306f\u6025\u901f\u306b\u5897\u52a0\u3057\u3066\u304a\u308a\u30012050\u5e74\u307e\u3067\u306b97\u5104\u4eba\u306b\u9054\u3059\u308b\u3068\u4e88\u6e2c\u3055\u308c\u3066\u3044\u308b\u3002\u3059\u3079\u3066\u306e\u4eba\u306b\u98df\u6599\u3092\u4f9b\u7d66\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u98df\u6599\u751f\u7523\u91cf\u3092601\u30c8\u30f3\u5897\u3084\u3059\u5fc5\u8981\u304c\u3042\u308b\u304c\u3001\u571f\u58cc\u306b\u4f9d\u5b58\u3057\u3001\u5927\u91cf\u306e\u6c34\u3092\u4f7f\u7528\u3057\u3001\u4eba\u529b\u3092\u5fc5\u8981\u3068\u3059\u308b\u5f93\u6765\u306e\u8fb2\u696d\u65b9\u6cd5\u3067\u306f\u3001\u305d\u306e\u9700\u8981\u306b\u8ffd\u3044\u3064\u304f\u306e\u304c\u56f0\u96e3\u306b\u306a\u3063\u3066\u3044\u308b\u3002.<\/p>\n
\u6c17\u5019\u5909\u52d5\u3001\u571f\u58cc\u52a3\u5316\u3001\u6c34\u4e0d\u8db3\u306f\u4e8b\u614b\u3092\u3055\u3089\u306b\u60aa\u5316\u3055\u305b\u3066\u3044\u308b\u3002\u4f8b\u3048\u3070\u3001\u571f\u58cc\u6d78\u98df\u3060\u3051\u3067\u3082\u8fb2\u5bb6\u306f\u5e74\u959314\u5146400\u5104\u30c9\u30eb\u306e\u751f\u7523\u6027\u640d\u5931\u3092\u88ab\u3063\u3066\u304a\u308a\u3001\u5f93\u6765\u306e\u704c\u6f11\u65b9\u6cd5\u3067\u306f\u6642\u4ee3\u9045\u308c\u306e\u6163\u884c\u306e\u305f\u3081\u306b6013\u5146\u30c8\u30f3\u306e\u6de1\u6c34\u304c\u7121\u99c4\u306b\u306a\u3063\u3066\u3044\u308b\u3002.<\/p>\n
\u30a4\u30f3\u30c9\u3067\u306f\u3001\u4e88\u6e2c\u4e0d\u53ef\u80fd\u306a\u30e2\u30f3\u30b9\u30fc\u30f3\u306e\u5f71\u97ff\u3067\u3001\u904e\u53bb10\u5e74\u9593\u3067\u7c73\u306e\u53ce\u7a6b\u91cf\u304c151\u30c8\u30f3\u6e1b\u5c11\u3057\u305f\u3002\u3053\u3046\u3057\u305f\u8ab2\u984c\u306b\u306f\u65e9\u6025\u306a\u89e3\u6c7a\u7b56\u304c\u6c42\u3081\u3089\u308c\u3066\u304a\u308a\u3001\u30e2\u30ce\u306e\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\uff08IoT\uff09\u3068\u30a8\u30a2\u30ed\u30dd\u30cb\u30c3\u30af\u30b9\u3092\u6d3b\u7528\u3057\u305f\u30b9\u30de\u30fc\u30c8\u8fb2\u696d\u304c\u6551\u4e16\u4e3b\u3068\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002.<\/p>\n
\u30b9\u30de\u30fc\u30c8\u8fb2\u696d\u306e\u4e2d\u6838\u3092\u6210\u3059\u306e\u306fIoT\uff08\u30e2\u30ce\u306e\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\uff09\u3067\u3042\u308a\u3001\u3053\u308c\u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u30fb\u5171\u6709\u3059\u308b\u76f8\u4e92\u63a5\u7d9a\u3055\u308c\u305f\u30c7\u30d0\u30a4\u30b9\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u3042\u308b\u3002\u7121\u7dda\u30bb\u30f3\u30b5\u30fc\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08WSN\uff09\u306f\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306e\u4e2d\u6838\u3092\u62c5\u3046\u3002.<\/p>\n
\u3053\u308c\u3089\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u5703\u5834\u306b\u8a2d\u7f6e\u3055\u308c\u305f\u30bb\u30f3\u30b5\u30fc\u3092\u4f7f\u7528\u3057\u3066\u3001\u571f\u58cc\u6c34\u5206\u3001\u6e29\u5ea6\u3001\u6e7f\u5ea6\u3001\u6804\u990a\u30ec\u30d9\u30eb\u3092\u76e3\u8996\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001DHT22\u30bb\u30f3\u30b5\u30fc\u306f\u6e7f\u5ea6\u3092\u8ffd\u8de1\u3057\u3001TDS\u30bb\u30f3\u30b5\u30fc\u306f\u6c34\u4e2d\u306e\u6804\u990a\u6fc3\u5ea6\u3092\u6e2c\u5b9a\u3057\u307e\u3059\u3002.<\/p>\n
\u3053\u306e\u30c7\u30fc\u30bf\u306f\u3001LoRa\u3084ZigBee\u3068\u3044\u3063\u305f\u4f4e\u6d88\u8cbb\u96fb\u529b\u30d7\u30ed\u30c8\u30b3\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001ThingSpeak\u3084AWS IoT\u306a\u3069\u306e\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u9001\u4fe1\u3055\u308c\u307e\u3059\u3002\u5206\u6790\u5f8c\u3001\u30b7\u30b9\u30c6\u30e0\u306f\u704c\u6f11\u30dd\u30f3\u30d7\u306e\u4f5c\u52d5\u3084\u80a5\u6599\u30ec\u30d9\u30eb\u306e\u8abf\u6574\u3068\u3044\u3063\u305f\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u30c8\u30ea\u30ac\u30fc\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/p>\n
\u30a4\u30f3\u30c9\u306e\u30b3\u30a4\u30f3\u30d0\u30c8\u30fc\u30eb\u3067\u306f\u30012022\u5e74\u306bIoT\u306e\u53ef\u80fd\u6027\u3092\u793a\u3059\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304c\u5b9f\u65bd\u3055\u308c\u305f\u3002\u30bb\u30f3\u30b5\u30fc\u304c\u30c8\u30de\u30c8\u7551\u306e\u4e7e\u71e5\u3057\u305f\u571f\u58cc\u9818\u57df\u3092\u691c\u77e5\u3057\u3001\u305d\u308c\u306b\u57fa\u3065\u3044\u3066\u7684\u78ba\u306a\u704c\u6f11\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u6c34\u306e\u7121\u99c4\u3092351\u30c8\u30f3\u524a\u6e1b\u3059\u308b\u3053\u3068\u306b\u6210\u529f\u3057\u305f\u3002.<\/p>\n
\u540c\u69d8\u306b\u3001\u30de\u30eb\u30c1\u30b9\u30da\u30af\u30c8\u30eb\u30ab\u30e1\u30e9\u3092\u642d\u8f09\u3057\u305f\u30c9\u30ed\u30fc\u30f3\u306f\u5e83\u5927\u306a\u7551\u3092\u30b9\u30ad\u30e3\u30f3\u3057\u3001\u5bb3\u866b\u306e\u767a\u751f\u3084\u6804\u990a\u4e0d\u8db3\u3068\u3044\u3063\u305f\u554f\u984c\u3092\u7279\u5b9a\u3059\u308b\u3002.<\/p>\n
2019\u5e74\u306e\u7814\u7a76\u3067\u306f\u3001\u30c9\u30ed\u30fc\u30f3\u3092\u7528\u3044\u3066\u30c8\u30a6\u30e2\u30ed\u30b3\u30b7\u7551\u306e\u5317\u65b9\u8449\u67af\u75c5\u309298%\u306e\u7cbe\u5ea6\u3067\u691c\u51fa\u3057\u3001\u8fb2\u5bb6\u306e\u640d\u5931\u30921\u30a8\u30fc\u30ab\u30fc\u3042\u305f\u308a$120\u524a\u6e1b\u3057\u305f\u3002\u6a5f\u68b0\u5b66\u7fd2\u306f\u3053\u308c\u3089\u306e\u30b7\u30b9\u30c6\u30e0\u3092\u3055\u3089\u306b\u5f37\u5316\u3059\u308b\u3002.<\/p>\n
\u7814\u7a76\u8005\u305f\u3061\u306f\u3001\u4f55\u5343\u679a\u3082\u306e\u8449\u306e\u753b\u50cf\u3092\u4f7f\u3063\u3066AI\u30e2\u30c7\u30eb\u3092\u8a13\u7df4\u3057\u3001\u3046\u3069\u3093\u3053\u75c5\u306a\u3069\u306e\u75c5\u6c17\u309299.53%\u306e\u7cbe\u5ea6\u3067\u8a3a\u65ad\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u305f\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u8fb2\u5bb6\u306f\u4f5c\u7269\u304c\u88ab\u5bb3\u3092\u53d7\u3051\u308b\u524d\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3002.<\/p>\n
IoT\u306f\u5f93\u6765\u306e\u8fb2\u696d\u3092\u6700\u9069\u5316\u3059\u308b\u4e00\u65b9\u3067\u3001\u30a8\u30a2\u30ed\u30dd\u30cb\u30c3\u30af\u30b9\u306f\u8fb2\u696d\u306e\u3042\u308a\u65b9\u3092\u6839\u672c\u304b\u3089\u5909\u9769\u3059\u308b\u3002\u3053\u306e\u65b9\u6cd5\u306f\u3001\u690d\u7269\u306e\u6839\u3092\u9727\u72b6\u306e\u30c1\u30e3\u30f3\u30d0\u30fc\u5185\u306b\u540a\u308a\u4e0b\u3052\u3001\u305d\u3053\u304b\u3089\u6c34\u3068\u6804\u990a\u5206\u3092\u5674\u9727\u3059\u308b\u3053\u3068\u3067\u3001\u690d\u7269\u3092\u7a7a\u4e2d\u3067\u683d\u57f9\u3059\u308b\u3002.<\/p>\n
\u571f\u58cc\u683d\u57f9\u3068\u306f\u7570\u306a\u308a\u3001\u30a8\u30a2\u30ed\u30dd\u30cb\u30c3\u30af\u30b9\u306f\u4f7f\u7528\u3059\u308b\u6c34\u306e\u91cf\u304c\u5c11\u306a\u304f\u3001\u8fb2\u85ac\u3082\u4e0d\u8981\u3067\u3059\u3002\u6839\u304c\u9178\u7d20\u3092\u3088\u308a\u52b9\u7387\u7684\u306b\u5438\u53ce\u3059\u308b\u305f\u3081\u3001\u6210\u9577\u304c\u4fc3\u9032\u3055\u308c\u307e\u3059\u3002.<\/p>\n
\u4f8b\u3048\u3070\u30012018\u5e74\u306e\u7814\u7a76\u306b\u3088\u308b\u3068\u3001\u30a8\u30a2\u30ed\u30dd\u30cb\u30c3\u30af\u30b9\u3067\u683d\u57f9\u3055\u308c\u305f\u30ec\u30bf\u30b9\u306f\u3001\u571f\u58cc\u3067\u683d\u57f9\u3055\u308c\u305f\u3082\u306e\u3088\u308a\u3082\u65e9\u304f\u6210\u9577\u3059\u308b\u3053\u3068\u304c\u308f\u304b\u3063\u3066\u3044\u307e\u3059\u3002.<\/p><\/blockquote>\n
\u30a8\u30a2\u30ed\u30dd\u30cb\u30c3\u30af\u30b9\u306f\u3001\u90fd\u5e02\u90e8\u3084\u571f\u58cc\u6761\u4ef6\u306e\u60aa\u3044\u5730\u57df\u3067\u7279\u306b\u6709\u52b9\u3067\u3059\u3002\u5782\u76f4\u8fb2\u5834\u3067\u306f\u3001\u690d\u7269\u3092\u5854\u72b6\u306b\u7a4d\u307f\u91cd\u306d\u3066\u683d\u57f9\u3059\u308b\u3053\u3068\u3067\u3001\u5f93\u6765\u306e\u7551\u306b\u6bd4\u3079\u30661\u5e73\u65b9\u30e1\u30fc\u30c8\u30eb\u3042\u305f\u308a10\u500d\u3082\u306e\u98df\u6599\u3092\u751f\u7523\u3067\u304d\u307e\u3059\u3002.<\/p>\n
\u30e1\u30ad\u30b7\u30b3\u30b7\u30c6\u30a3\u3067\u306f\u30012022\u5e74\u306b\u5c4b\u4e0a\u306b\u8a2d\u7f6e\u3055\u308c\u305f\u30a8\u30a2\u30ed\u30dd\u30cb\u30c3\u30af\u8fb2\u6cd5\u306b\u3088\u3063\u3066\u30011\u5e73\u65b9\u30e1\u30fc\u30c8\u30eb\u3042\u305f\u308a3.8\u30ad\u30ed\u30b0\u30e9\u30e0\u306e\u30ec\u30bf\u30b9\u304c\u53ce\u7a6b\u3055\u308c\u305f\u3002\u3053\u308c\u306f\u571f\u58cc\u683d\u57f9\u306e3\u500d\u306e\u53ce\u7a6b\u91cf\u3067\u3042\u308a\u3001\u3057\u304b\u30821\u30ad\u30ed\u30b0\u30e9\u30e0\u3042\u305f\u308a\u308f\u305a\u304b10\u30ea\u30c3\u30c8\u30eb\u306e\u6c34\u3057\u304b\u4f7f\u7528\u3057\u3066\u3044\u306a\u3044\u3002.<\/p>\n
\u30b7\u30f3\u30ac\u30dd\u30fc\u30eb\u306e\u30b9\u30ab\u30a4\u30b0\u30ea\u30fc\u30f3\u30ba\u793e\u306f\u3001\u3053\u308c\u3092\u3055\u3089\u306b\u767a\u5c55\u3055\u305b\u3001\u9ad8\u305530\u30d5\u30a3\u30fc\u30c8\u306e\u30bf\u30ef\u30fc\u3067\u6bce\u65e51\u30c8\u30f3\u306e\u91ce\u83dc\u3092\u683d\u57f9\u3057\u3066\u304a\u308a\u3001\u5f93\u6765\u306e\u8fb2\u5834\u3088\u308a\u3082951\u30c8\u30f3\u5c11\u306a\u3044\u571f\u5730\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u3002.<\/p>\n
IoT\u6280\u8853\u306f\u30a8\u30a2\u30ed\u30dd\u30cb\u30c3\u30af\u30b9\u3092\u6b21\u306e\u30ec\u30d9\u30eb\u3078\u3068\u5f15\u304d\u4e0a\u3052\u307e\u3059\u3002\u30bb\u30f3\u30b5\u30fc\u304c\u6839\u5ba4\u306e\u6e7f\u5ea6\u3001pH\u3001\u6804\u990a\u30ec\u30d9\u30eb\u3092\u76e3\u8996\u3057\u3001\u5674\u9727\u30b5\u30a4\u30af\u30eb\u3092\u81ea\u52d5\u7684\u306b\u8abf\u6574\u3057\u307e\u3059\u3002.<\/p>\n
2017\u5e74\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u3001\u7814\u7a76\u8005\u305f\u3061\u304cRaspberry Pi\u3092\u4f7f\u3063\u3066\u30a8\u30a2\u30ed\u30dd\u30cb\u30c3\u30af\u30b9\u30b7\u30b9\u30c6\u30e0\u3092\u81ea\u52d5\u5316\u3057\u3001\u4eba\u4ef6\u8cbb\u309250%\u524a\u6e1b\u3057\u305f\u3002\u8fb2\u5bb6\u306fAgroDecisor\u306a\u3069\u306e\u30e2\u30d0\u30a4\u30eb\u30a2\u30d7\u30ea\u3092\u4f7f\u3063\u3066\u3053\u308c\u3089\u306e\u30b7\u30b9\u30c6\u30e0\u3092\u5236\u5fa1\u3057\u3001\u6804\u990a\u30d0\u30e9\u30f3\u30b9\u306e\u5d29\u308c\u306a\u3069\u306e\u554f\u984c\u304c\u767a\u751f\u3057\u305f\u5834\u5408\u306b\u30a2\u30e9\u30fc\u30c8\u3092\u53d7\u3051\u53d6\u308b\u3002.<\/p>\n
\u9032\u6b69\u3092\u9045\u3089\u305b\u308b\u8ab2\u984c<\/h2>\n
IoT\u3068\u30a8\u30a2\u30ed\u30dd\u30cb\u30c3\u30af\u30b9\u306f\u5927\u304d\u306a\u53ef\u80fd\u6027\u3092\u79d8\u3081\u3066\u3044\u308b\u3082\u306e\u306e\u3001\u591a\u304f\u306e\u8ab2\u984c\u306b\u76f4\u9762\u3057\u3066\u3044\u308b\u3002\u4e2d\u3067\u3082\u9ad8\u30b3\u30b9\u30c8\u306f\u5927\u304d\u306a\u969c\u58c1\u3068\u306a\u3063\u3066\u3044\u308b\u3002\u57fa\u672c\u7684\u306aIoT\u30b7\u30b9\u30c6\u30e0\u306e\u5c0e\u5165\u306b\u306f1,500\uff5e5,000\u30c9\u30eb\u304b\u304b\u308b\u4e00\u65b9\u3001\u9ad8\u5ea6\u306a\u30c9\u30ed\u30fc\u30f3\u3084\u30bb\u30f3\u30b5\u30fc\u306b\u306f10,000\uff5e50,000\u30c9\u30eb\u306e\u521d\u671f\u8cbb\u7528\u304c\u5fc5\u8981\u3068\u306a\u308a\u3001\u767a\u5c55\u9014\u4e0a\u56fd\u306e\u5c0f\u898f\u6a21\u8fb2\u5bb6\u306b\u3068\u3063\u3066\u306f\u5230\u5e95\u624b\u306e\u5c4a\u304b\u306a\u3044\u91d1\u984d\u3060\u3002\u3055\u3089\u306b\u3001\u5e74\u959315,000\uff5e201,000\u30c9\u30eb\u306e\u7dad\u6301\u8cbb\u304c\u304b\u304b\u308a\u3001\u5bb6\u8a08\u3092\u3055\u3089\u306b\u5727\u8feb\u3057\u3066\u3044\u308b\u3002.<\/p>\n
\u63a5\u7d9a\u6027\u306e\u683c\u5dee\u304c\u554f\u984c\u3092\u3055\u3089\u306b\u60aa\u5316\u3055\u305b\u3066\u3044\u308b\u3002\u8fb2\u6751\u90e8\u306e\u7d0440%\u306f\u4fe1\u983c\u3067\u304d\u308b\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u63a5\u7d9a\u304c\u306a\u304f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u4f1d\u9001\u304c\u8457\u3057\u304f\u963b\u5bb3\u3055\u308c\u3066\u3044\u308b\u3002.<\/p>\n
\u30a8\u30c1\u30aa\u30d4\u30a2\u3067\u306f\u30012021\u5e74\u306b\u5b9f\u65bd\u3055\u308c\u305fIoT\u306e\u5b9f\u8a3c\u5b9f\u9a13\u304c\u3001\u5703\u5834\u306e\u9014\u4e2d\u30673G\u4fe1\u53f7\u304c\u9014\u5207\u308c\u305f\u3053\u3068\u3067\u704c\u6f11\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u304c\u72c2\u3044\u3001\u5931\u6557\u306b\u7d42\u308f\u3063\u305f\u3002\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ea\u30b9\u30af\u3082\u5927\u304d\u306a\u61f8\u5ff5\u6750\u6599\u3060\u3002MQTT\u3084CoAP\u3068\u3044\u3063\u305fIoT\u30d7\u30ed\u30c8\u30b3\u30eb\u306f\u6697\u53f7\u5316\u304c\u4e0d\u5341\u5206\u306a\u5834\u5408\u304c\u591a\u304f\u3001\u30b7\u30b9\u30c6\u30e0\u304c\u30cf\u30c3\u30ab\u30fc\u306e\u653b\u6483\u306b\u5bfe\u3057\u3066\u8106\u5f31\u306a\u72b6\u614b\u306b\u306a\u3063\u3066\u3044\u308b\u3002.<\/p>\n
2021\u5e74\u306b\u306f\u300162%\u306e\u8fb2\u696dIoT\u30b7\u30b9\u30c6\u30e0\u304c\u30b5\u30a4\u30d0\u30fc\u653b\u6483\u3092\u53d7\u3051\u305f\u3068\u5831\u544a\u3055\u308c\u3066\u304a\u308a\u3001\u3053\u308c\u306b\u306f\u30bb\u30f3\u30b5\u30fc\u306e\u8aad\u307f\u53d6\u308a\u5024\u3092\u64cd\u4f5c\u3057\u305f\u308a\u3001\u6a5f\u5668\u3092\u7121\u52b9\u5316\u3057\u305f\u308a\u3059\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u30c7\u30fc\u30bf\u4fb5\u5bb3\u304c\u542b\u307e\u308c\u308b\u3002.<\/p>\n
\u6280\u8853\u7684\u306a\u8907\u96d1\u3055\u304c\u3001\u3055\u3089\u306b\u96e3\u6613\u5ea6\u3092\u9ad8\u3081\u3066\u3044\u308b\u3002\u8fb2\u5bb6\u306f\u3001\u30c7\u30fc\u30bf\u306e\u89e3\u91c8\u3084\u30b7\u30b9\u30c6\u30e0\u306e\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306b\u95a2\u3059\u308b\u7814\u4fee\u3092\u53d7\u3051\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002.<\/p>\n
2017\u5e74\u306b\u30b3\u30ed\u30f3\u30d3\u30a2\u3067\u884c\u308f\u308c\u305f\u30a8\u30a2\u30ed\u30dd\u30cb\u30c3\u30af\u30b9\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f\u3001pH\u8a2d\u5b9a\u306e\u8aa4\u308a\u306b\u3088\u308a\u4f5c\u7269\u304c\u88ab\u5bb3\u3092\u53d7\u3051\u300114\u510412000\u4e07\u30da\u30bd\u76f8\u5f53\u306e\u82d7\u304c\u7121\u99c4\u306b\u306a\u308a\u3001\u5931\u6557\u306b\u7d42\u308f\u3063\u305f\u3002.<\/p>\n
\u96fb\u529b\u4f9b\u7d66\u3082\u554f\u984c\u3060\u3002\u30e2\u30f3\u30b9\u30fc\u30f3\u306e\u6642\u671f\u306b\u306f\u592a\u967d\u5149\u30bb\u30f3\u30b5\u30fc\u304c\u6a5f\u80fd\u3057\u306a\u304f\u306a\u308a\u3001\u30c9\u30ed\u30fc\u30f3\u306f1\u56de\u306e\u5145\u96fb\u3067\u308f\u305a\u304b20\uff5e30\u5206\u3057\u304b\u98db\u884c\u3057\u306a\u3044\u3002.<\/p>\n
\u8fb2\u696d\u306e\u672a\u6765\uff1a\u76ee\u524d\u306b\u8feb\u308b\u9769\u65b0<\/h2>\n
\u3053\u3046\u3057\u305f\u8ab2\u984c\u306f\u3042\u308b\u3082\u306e\u306e\u3001\u672a\u6765\u306f\u660e\u308b\u3044\u30025G\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u63a5\u7d9a\u6027\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u3001\u30c9\u30ed\u30fc\u30f3\u304c\u5e83\u5927\u306a\u8fb2\u5834\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u76e3\u8996\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u3060\u308d\u3046\u3002.<\/p>\n
\u30d6\u30e9\u30b8\u30eb\u3067\u306f2023\u5e74\u306b\u30015G\u63a5\u7d9a\u30c9\u30ed\u30fc\u30f3\u3092\u7528\u3044\u305f\u8a66\u9a13\u904b\u7528\u304c\u884c\u308f\u308c\u30011,000\u30a8\u30fc\u30ab\u30fc\u4ee5\u4e0a\u306e\u5927\u8c46\u7551\u3092\u30b9\u30ad\u30e3\u30f3\u3059\u308b\u3053\u3068\u3067\u3001\u75c5\u5bb3\u306e\u691c\u51fa\u3092\u6570\u65e5\u3067\u306f\u306a\u304f10\u5206\u3067\u5b8c\u4e86\u3055\u305b\u305f\u3002\u30c7\u30d0\u30a4\u30b9\u4e0a\u3067\u30c7\u30fc\u30bf\u3092\u76f4\u63a5\u51e6\u7406\u3059\u308b\u30a8\u30c3\u30b8AI\u306f\u3001\u30af\u30e9\u30a6\u30c9\u3078\u306e\u4f9d\u5b58\u5ea6\u3092\u4f4e\u6e1b\u3059\u308b\u3002.<\/p>\n
\u4f8b\u3048\u3070\u3001MangoYOLO\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u642d\u8f09\u30ab\u30e1\u30e9\u3092\u4f7f\u7528\u3057\u306691%\u306e\u7cbe\u5ea6\u3067\u30de\u30f3\u30b4\u30fc\u306e\u6570\u3092\u6570\u3048\u3001\u30c7\u30fc\u30bf\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u306b\u3088\u308b\u9045\u5ef6\u3092\u6392\u9664\u3057\u307e\u3059\u3002.<\/p>\n
\u30d6\u30ed\u30c3\u30af\u30c1\u30a7\u30fc\u30f3\u6280\u8853\u3082\u307e\u305f\u3001\u72b6\u6cc1\u3092\u4e00\u5909\u3055\u305b\u308b\u6280\u8853\u3067\u3059\u3002\u8fb2\u5834\u304b\u3089\u6d88\u8cbb\u8005\u306b\u81f3\u308b\u307e\u3067\u306e\u8fb2\u7523\u7269\u306e\u6d41\u901a\u7d4c\u8def\u3092\u8ffd\u8de1\u3059\u308b\u3053\u3068\u3067\u3001\u900f\u660e\u6027\u3092\u78ba\u4fdd\u3057\u3001\u4e0d\u6b63\u884c\u70ba\u3092\u524a\u6e1b\u3057\u307e\u3059\u3002.<\/p>\n
eFarm\u30a2\u30d7\u30ea\u306f\u30af\u30e9\u30a6\u30c9\u30bd\u30fc\u30b7\u30f3\u30b0\u30c7\u30fc\u30bf\u3092\u5229\u7528\u3057\u3066\u6709\u6a5f\u8a8d\u8a3c\u3092\u691c\u8a3c\u3057\u3001\u4e0d\u6b63\u884c\u70ba\u309230%\u524a\u6e1b\u3057\u305f\u3002\u30a6\u30a9\u30eb\u30de\u30fc\u30c8\u306e\u30d6\u30ed\u30c3\u30af\u30c1\u30a7\u30fc\u30f3\u30b7\u30b9\u30c6\u30e0\u306f\u30012022\u5e74\u306b\u30de\u30f3\u30b4\u30fc\u306e\u30b5\u30d7\u30e9\u30a4\u30c1\u30a7\u30fc\u30f3\u306b\u304a\u3051\u308b\u30a8\u30e9\u30fc\u309290%\u524a\u6e1b\u3057\u305f\u3002.<\/p>\n
AI\u3092\u6d3b\u7528\u3057\u305f\u6e29\u5ba4\u3082\u5897\u52a0\u50be\u5411\u306b\u3042\u308b\u3002\u3053\u308c\u3089\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3001VGG19\u306a\u3069\u306e\u30e2\u30c7\u30eb\u3092\u7528\u3044\u3066\u690d\u7269\u306e\u5065\u5eb7\u72b6\u614b\u309291.52%\u306e\u7cbe\u5ea6\u3067\u76e3\u8996\u3059\u308b\u3002.<\/p>\n
\u65e5\u672c\u3067\u306f\u3001AGROBOT\u306e\u3088\u3046\u306a\u30ed\u30dc\u30c3\u30c8\u304c24\u6642\u9593\u4f53\u5236\u3067\u30a4\u30c1\u30b4\u3092\u53ce\u7a6b\u3057\u3001\u751f\u7523\u6027\u30923\u500d\u306b\u9ad8\u3081\u3066\u3044\u308b\u3002\u90fd\u5e02\u90e8\u3067\u3082\u30a8\u30a2\u30ed\u30dd\u30cb\u30c3\u30af\u30b9\uff08\u7a7a\u4e2d\u683d\u57f9\uff09\u304c\u666e\u53ca\u3057\u3064\u3064\u3042\u308a\u3001\u30d9\u30eb\u30ea\u30f3\u306eInfarm\u306f\u98df\u6599\u54c1\u5e97\u3067\u30cf\u30fc\u30d6\u3092\u683d\u57f9\u3059\u308b\u3053\u3068\u3067\u3001\u8f38\u9001\u306b\u3088\u308b\u6392\u51fa\u91cf\u3092951\u30c8\u30f3\u524a\u6e1b\u3057\u3066\u3044\u308b\u3002.<\/p>\n
\u653f\u5e9c\u3084\u4f01\u696d\u304c\u7a4d\u6975\u7684\u306b\u53d6\u308a\u7d44\u307f\u3092\u9032\u3081\u3066\u3044\u308b\u3002\u30a4\u30f3\u30c9\u306e2023\u5e74\u8fb2\u696d\u6280\u8853\u30a4\u30cb\u30b7\u30a2\u30c1\u30d6\u306f\u300150\u4e07\u4eba\u306e\u5c0f\u898f\u6a21\u8fb2\u5bb6\u5411\u3051\u306bIoT\u30c4\u30fc\u30eb\u306e\u88dc\u52a9\u91d1\u3092\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u306eFarmBeats\u306f\u30b1\u30cb\u30a2\u306e\u8fb2\u5bb6\u306b\u4f4e\u4fa1\u683c\u306e\u30c9\u30ed\u30fc\u30f3\u3092\u63d0\u4f9b\u3057\u3066\u3044\u308b\u3002.<\/p>\n
\u6210\u529f\u3078\u306e\u9752\u5199\u771f<\/h2>\n
IoT\u3068\u30a8\u30a2\u30ed\u30dd\u30cb\u30c3\u30af\u30b9\u306f\u5358\u306a\u308b\u30c4\u30fc\u30eb\u3067\u306f\u306a\u304f\u3001\u6301\u7d9a\u53ef\u80fd\u306a\u672a\u6765\u306b\u4e0d\u53ef\u6b20\u306a\u3082\u306e\u3067\u3059\u30022030\u5e74\u307e\u3067\u306b\u3001\u3053\u308c\u3089\u306e\u6280\u8853\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5909\u5316\u3092\u3082\u305f\u3089\u3059\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\n
- \u5e74\u95931\u51465000\u5104\u30ea\u30c3\u30c8\u30eb\u306e\u6c34\u3092\u7bc0\u7d04\u3059\u308b\u3002.<\/li>\n
- \u6e29\u5ba4\u52b9\u679c\u30ac\u30b9\u6392\u51fa\u91cf\u3092\u5e74\u95931.5\u30ae\u30ac\u30c8\u30f3\u524a\u6e1b\u3059\u308b\u3002.<\/li>\n
- \u8fb2\u5730\u3092\u62e1\u5927\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u65b0\u305f\u306b20\u5104\u4eba\u306e\u4eba\u53e3\u3092\u990a\u3046\u3002.<\/li>\n<\/ul>\n
\u3053\u308c\u3092\u5b9f\u73fe\u3059\u308b\u306b\u306f\u3001\u653f\u5e9c\u306f\u624b\u9803\u306a\u4fa1\u683c\u306e\u30c4\u30fc\u30eb\u3078\u306e\u88dc\u52a9\u91d1\u652f\u7d66\u3001\u8fb2\u6751\u90e8\u306b\u304a\u3051\u308b\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u30a2\u30af\u30bb\u30b9\u306e\u62e1\u5927\u3001\u30b5\u30a4\u30d0\u30fc\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u57fa\u6e96\u306e\u5fb9\u5e95\u3092\u56f3\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002\u8fb2\u5bb6\u306f\u3053\u308c\u3089\u306e\u6280\u8853\u3092\u52b9\u679c\u7684\u306b\u6d3b\u7528\u3059\u308b\u305f\u3081\u306e\u7814\u4fee\u3092\u53d7\u3051\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002.<\/p>\n
\u56fd\u9023\u98df\u7ce7\u8fb2\u696d\u6a5f\u95a2\uff08FAO\uff09\u304c\u8ff0\u3079\u3066\u3044\u308b\u3088\u3046\u306b\u3001\u300c\u98df\u306e\u672a\u6765\u306f\u4eca\u65e5\u306e\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u306b\u304b\u304b\u3063\u3066\u3044\u308b\u300d\u3002IoT\u3068\u30a8\u30a2\u30ed\u30dd\u30cb\u30c3\u30af\u30b9\u3092\u53d6\u308a\u5165\u308c\u308b\u3053\u3068\u3067\u3001\u8ab0\u3082\u98e2\u3048\u308b\u3053\u3068\u306e\u306a\u3044\u4e16\u754c\u3001\u305d\u3057\u3066\u8fb2\u696d\u304c\u5730\u7403\u3092\u50b7\u3064\u3051\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u80b2\u3080\u4e16\u754c\u3092\u7bc9\u304f\u3053\u3068\u304c\u3067\u304d\u308b\u3002.<\/p>\n
\u53c2\u7167<\/strong>: Dhanasekar, S. (2025). \u7cbe\u5bc6\u8fb2\u696d\u306b\u304a\u3051\u308b\u30e2\u30ce\u306e\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u306e\u73fe\u72b6\u3068\u9032\u6b69\u306b\u95a2\u3059\u308b\u5305\u62ec\u7684\u306a\u30ec\u30d3\u30e5\u30fc\u3002Computer Science Review\u300155\u3001100694\u3002.<\/p>","protected":false},"excerpt":{"rendered":"
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