{"id":77759,"date":"2026-04-03T00:00:00","date_gmt":"2026-04-03T05:00:00","guid":{"rendered":"https:\/\/www.project44.com\/?p=77759"},"modified":"2026-04-14T03:09:19","modified_gmt":"2026-04-14T08:09:19","slug":"following-the-pings-how-project44-detects-freight-fraud-in-real-time","status":"publish","type":"post","link":"https:\/\/www.project44.com\/ja\/blog\/following-the-pings-how-project44-detects-freight-fraud-in-real-time\/","title":{"rendered":"\u30b7\u30b0\u30ca\u30eb\u3092\u8ffd\u3063\u3066\uff1aproject44\u304c\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u8ca8\u7269\u4e0d\u6b63\u3092\u691c\u77e5\u3059\u308b\u4ed5\u7d44\u307f"},"content":{"rendered":"\n<p>\u8ca8\u7269\u76d7\u96e3\u306f\u8ee2\u63db\u70b9\u3092\u8fce\u3048\u3066\u3044\u307e\u3059\u3002\u7c73\u56fd\u304a\u3088\u3073\u30ab\u30ca\u30c0\u306e\u8ca8\u7269\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5168\u4f53\u3067\u306e\u640d\u5931\u306f\u73fe\u5728\u3001\u5e74\u9593350\u5104\u30c9\u30eb\u3092\u8d85\u3048\uff08CargoNet 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lanes\uff09\u300d\u3068\u3057\u3066\u7b26\u53f7\u5316\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u306f\u30eb\u30fc\u30c8\u3092\u5c0f\u3055\u306a\u5730\u7406\u7a7a\u9593\u306b\u30b0\u30ea\u30c3\u30c9\u5206\u5272\u3057\u3001\u305d\u308c\u3089\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u7279\u5b9a\u306e\u51fa\u767a\u5730\u2014\u76ee\u7684\u5730\u30da\u30a2\u306b\u304a\u3051\u308b\u901a\u5e38\u306e\u7d4c\u8def\u304c\u3069\u306e\u3088\u3046\u306a\u3082\u306e\u304b\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30ec\u30fc\u30f3\u306f\u904e\u53bb\u30c7\u30fc\u30bf\u304b\u3089\u69cb\u7bc9\u3055\u308c\u3001\u30b7\u30b9\u30c6\u30e0\u304c\u5404\u30e9\u30a4\u30d6ping\u30c7\u30fc\u30bf\u3092\u8a55\u4fa1\u3059\u308b\u969b\u306e\u57fa\u6e96\u3068\u306a\u308a\u307e\u3059\u3002\u304a\u5ba2\u69d8\u306f\u3001\u81ea\u793e\u306e\u8ca8\u7269\u8f38\u9001\u5c65\u6b74\u3092\u7528\u3044\u305f\u81ea\u793e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u7279\u5316\u3057\u305f\u30ab\u30b9\u30bf\u30e0\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002project44\u3067\u306f\u3059\u3067\u306b100\u4e07\u4ee5\u4e0a\u306e\u30ec\u30fc\u30f3\u3092\u30de\u30c3\u30d4\u30f3\u30b0\u3057\u3066\u304a\u308a\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u30fb\u62e1\u5f35\u3059\u308b\u305f\u3081\u306e\u5f37\u56fa\u306a\u57fa\u76e4\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002   <\/p>\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"576\" height=\"493\" src=\"https:\/\/www.project44.com\/wp-content\/uploads\/2026\/04\/image-1.png\" alt=\"\" class=\"wp-image-77738\" srcset=\"https:\/\/www.project44.com\/wp-content\/uploads\/2026\/04\/image-1.png 576w, https:\/\/www.project44.com\/wp-content\/uploads\/2026\/04\/image-1-300x257.png 300w\" sizes=\"auto, (max-width: 576px) 100vw, 576px\" \/><figcaption class=\"wp-element-caption\"><em>ping2hex\u3092\u7528\u3044\u305fping\u306e\u30d8\u30af\u30b9\u30bb\u30eb\u3078\u306e\u30de\u30c3\u30d4\u30f3\u30b0<\/em> <\/figcaption><\/figure>\n\n<h2 class=\"wp-block-heading\" id=\"h-fraud-nbsp-signals-the-nbsp-system-nbsp-watches-nbsp-for-nbsp\">\u30b7\u30b9\u30c6\u30e0\u304c\u76e3\u8996\u3059\u308b\u8a50\u6b3a\u30b7\u30b0\u30ca\u30eb <\/h2>\n\n<p>\u3059\u3079\u3066\u306e\u9038\u8131\u304c\u540c\u3058\u5f62\u3092\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u30b7\u30b9\u30c6\u30e0\u306f\u6b21\u306e3\u3064\u306e\u7570\u306a\u308b\u30d1\u30bf\u30fc\u30f3\u3092\u691c\u77e5\u3057\u307e\u3059\u3002  <\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6025\u901f\u306a\u30ec\u30fc\u30f3\u9038\u8131\uff1a<\/strong>\u7121\u8a31\u53ef\u306e\u8fc2\u56de\u3084\u4e88\u5b9a\u7d4c\u8def\u5916\u79fb\u52d5\u306e\u521d\u671f\u5146\u5019 <\/li>\n<\/ul>\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30ec\u30fc\u30f3\u4e0a\u3067\u306e\u7d99\u7d9a\u7684\u306a\u7570\u5e38\u6ede\u7559\u30fb\u5f80\u5fa9\uff1a<\/strong>\u4e88\u5b9a\u7d4c\u8def\u304b\u3089\u5916\u308c\u306a\u3044\u3082\u306e\u306e\u79fb\u52d5\u304c\u6b62\u307e\u308b\u3001\u6f5c\u5728\u7684\u306a\u5f85\u6a5f\u3084\u629c\u304d\u53d6\u308a <\/li>\n<\/ul>\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7d4c\u8def\u672a\u5b8c\u4e86\uff1a<\/strong>\u76ee\u7684\u5730\u5230\u9054\u304c\u6642\u9593\u7684\u30fb\u8ddd\u96e2\u7684\u306b\u56f0\u96e3\u306a\u72b6\u614b\uff08\u672a\u914d\u9054\u30ea\u30b9\u30af\u691c\u77e5\uff09 <\/li>\n<\/ul>\n\n<h2 class=\"wp-block-heading\" id=\"h-how-nbsp-it-nbsp-works-nbsp-end-to-nbsp-end-nbsp\"><strong>\u30a8\u30f3\u30c9\u30fb\u30c4\u30fc\u30fb\u30a8\u30f3\u30c9\u306e\u51e6\u7406\u30d5\u30ed\u30fc<\/strong> <\/h2>\n\n<p>\u5404GPS \u30c7\u30fc\u30bf\u306f\u9038\u8131\u30b5\u30fc\u30d3\u30b9\u306b\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u51e6\u7406\u3055\u308c\u30012\u3064\u306eIsolation Forest\u30e2\u30c7\u30eb\u304c\u8ddd\u96e2\u30d9\u30fc\u30b9\u304a\u3088\u3073\u6642\u9593\u30d9\u30fc\u30b9\u306e\u7570\u5e38\u306b\u3064\u3044\u3066\u72ec\u7acb\u306b\u30b9\u30b3\u30a2\u30ea\u30f3\u30b0\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30b9\u30b3\u30a2\u306f\u3001\u30ce\u30a4\u30ba\u3092\u6291\u5236\u3059\u308b\u305f\u3081\u306b\u8abf\u6574\u6e08\u307f\u306e\u3057\u304d\u3044\u5024\u3068\u9023\u7d9a\u6027\u6761\u4ef6\u3067\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3055\u308c\u3001\u9038\u8131\u304c\u78ba\u5b9a\u3059\u308b\u3068\u3001\u4f4d\u7f6e\u30fb\u6642\u9593\u30fb\u3001\u7a2e\u985e\u3001\u91cd\u5927\u5ea6\u3092\u542b\u3080\u4f8b\u5916\u304c\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u516c\u958b\u3055\u308c\u3001\u5373\u6642\u5bfe\u5fdc\u306b\u5099\u3048\u307e\u3059\u3002  <\/p>\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"898\" height=\"434\" src=\"https:\/\/www.project44.com\/wp-content\/uploads\/2026\/04\/image-5.png\" alt=\"\" class=\"wp-image-77744\" srcset=\"https:\/\/www.project44.com\/wp-content\/uploads\/2026\/04\/image-5.png 898w, https:\/\/www.project44.com\/wp-content\/uploads\/2026\/04\/image-5-300x145.png 300w, https:\/\/www.project44.com\/wp-content\/uploads\/2026\/04\/image-5-768x371.png 768w\" sizes=\"auto, (max-width: 898px) 100vw, 898px\" \/><figcaption class=\"wp-element-caption\"><em>\u30a8\u30f3\u30c9\u30fb\u30c4\u30fc\u30fb\u30a8\u30f3\u30c9\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/em> <\/figcaption><\/figure>\n\n<p><\/p>\n\n<h2 class=\"wp-block-heading\" id=\"h-under-the-nbsp-hood-how-the-nbsp-models-nbsp-are-nbsp-built-and-nbsp-tuned-nbsp\">\u5185\u90e8\u69cb\u9020\uff1a\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3068\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u65b9\u6cd5 <\/h2>\n\n<h6 class=\"wp-block-heading\" id=\"h-dataset-nbsp-construction-nbsp\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u69cb\u7bc9 <\/h6>\n\n<p>\u5317\u7c73\u3068\u6b27\u5dde\u306b\u308f\u305f\u308b10\u4e07\u4ef6\u8d85\u306e\u8ca8\u7269\u3068500\u4e07\u4ef6\u306eGPS\u30c7\u30fc\u30bf\uff08\u30e9\u30d9\u30eb\u306a\u3057\uff09\u3067\u5b66\u7fd2\u3055\u305b\u307e\u3057\u305f\u3002\u6b63\u89e3\u30c7\u30fc\u30bf\u304c\u5b58\u5728\u3057\u306a\u3044\u4e2d\u3067\u3001\u307e\u305a\u521d\u671f\u306e\u3057\u304d\u3044\u5024\u30b9\u30b3\u30a2\u3092\u9069\u7528\u3057\u3001\u30d5\u30e9\u30b0\u304c\u7acb\u3063\u305f\u30b1\u30fc\u30b9\u3092\u76ee\u8996\u3067\u78ba\u8a8d\u3059\u308b\u3068\u3068\u3082\u306b\u3001\u62bd\u51fa\u3057\u305f\u9038\u8131\u3092\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30c1\u30fc\u30e0\u306b\u56de\u3059\u308b\u3053\u3068\u3067\u30d6\u30fc\u30c8\u30b9\u30c8\u30e9\u30c3\u30d7\u3092\u884c\u3044\u307e\u3057\u305f\u3002\u5f7c\u3089\u304b\u3089\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u57fa\u306b\u53cd\u5fa9\u7684\u306b\u6539\u5584\u3092\u91cd\u306d\u3001\u6700\u7d42\u7684\u306b\u30b4\u30fc\u30eb\u30c7\u30f3\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\u30bb\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u3068\u540c\u6642\u306b\u3001\u95be\u5024\u306e\u7cbe\u7dfb\u5316\u3092\u9032\u3081\u307e\u3057\u305f   <\/p>\n\n<h6 class=\"wp-block-heading\" id=\"h-feature-nbsp-engineering-nbsp\">\u7279\u5fb4\u91cf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0 <\/h6>\n\n<p> \u5404GPS\u30c7\u30fc\u30bf\u304c\u9001\u4fe1\u3055\u308c\u308b\u305f\u3073\u306b\u3001\u30b7\u30b9\u30c6\u30e0\u306f\u8907\u6570\u306e\u89b3\u70b9\u304b\uff52\u30b7\u30b0\u30ca\u30eb\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u30c8\u30e9\u30c3\u30af\u304c\u672c\u6765\u306e\u60f3\u5b9a\u30eb\u30fc\u30c8\u304b\u3089\u3069\u308c\u3060\u3051\u5916\u308c\u3066\u3044\u308b\u304b\u3001\u901f\u5ea6\u3084\u79fb\u52d5\u30d1\u30bf\u30fc\u30f3\u306b\u4e0d\u81ea\u7136\u306a\u70b9\u304c\u306a\u3044\u304b\u3001\u76ee\u7684\u5730\u306b\u5411\u304b\u3063\u3066\u304d\u3061\u3093\u3068\u524d\u9032\u3057\u3066\u3044\u308b\u304b\u3001\u305d\u3057\u3066\u79fb\u52d5\u306e\u30bf\u30a4\u30df\u30f3\u30b0\u304c\u305d\u306e\u30eb\u30fc\u30c8\u3067\u901a\u5e38\u60f3\u5b9a\u3055\u308c\u308b\u7bc4\u56f2\u5185\u304b\u3069\u3046\u304b\u3001\u306a\u3069\u306e\u70b9\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u3046\u3061\u3001\u300c\u4f4d\u7f6e\u306e\u305a\u308c\uff08\u8ddd\u96e2\uff09\u300d\u3068\u300c\u52d5\u304d\u3084\u6642\u9593\u306e\u7570\u5e38\u300d\u306f\u3001\u305d\u308c\u305e\u308c\u5225\u306e\u30e2\u30c7\u30eb\u3067\u500b\u5225\u306b\u5206\u6790\u3055\u308c\u3066\u304a\u308a\u3001\u5404\u30e2\u30c7\u30eb\u304c\u7279\u5b9a\u306e\u8981\u7d20\u306b\u96c6\u4e2d\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u6b63\u78ba\u306a\u5224\u65ad\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002  <\/p>\n\n<h6 class=\"wp-block-heading\" id=\"h-post-processing-safeguards\"><strong>\u5f8c\u51e6\u7406\u306e\u30bb\u30fc\u30d5\u30ac\u30fc\u30c9 <\/strong><\/h6>\n\n<p>\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u672c\u5f53\u306b\u6ce8\u610f\u304c\u5fc5\u8981\u306a\u5834\u5408\u306b\u3060\u3051\u30a2\u30e9\u30fc\u30c8\u3092\u51fa\u3059\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u30021\u56de\u3060\u3051\u4e0d\u5be9\u306aGPS\u30c7\u30fc\u30bf\u304c\u691c\u51fa\u3055\u308c\u305f\u5834\u5408\u3067\u306f\u306a\u304f\u3001\u8907\u6570\u56de\u9023\u7d9a\u3057\u3066\u7570\u5e38\u304c\u78ba\u8a8d\u3055\u308c\u305f\u3068\u304d\u306b\u521d\u3081\u3066\u30a2\u30e9\u30fc\u30c8\u304c\u767a\u751f\u3059\u308b\u4ed5\u7d44\u307f\u306b\u306a\u3063\u3066\u304a\u308a\u3001\u4f11\u61a9\u306e\u305f\u3081\u306e\u4e00\u6642\u505c\u6b62\u3084\u3061\u3087\u3063\u3068\u3057\u305f\u5bc4\u308a\u9053\u3068\u3044\u3063\u305f\u901a\u5e38\u306e\u52d5\u304d\u3092\u8aa4\u3063\u3066\u7570\u5e38\u3068\u5224\u65ad\u3057\u3066\u3057\u307e\u3046\u30ea\u30b9\u30af\u3092\u6291\u3048\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u7570\u5e38\u3068\u307f\u306a\u3059\u57fa\u6e96\uff08\u3057\u304d\u3044\u5024\uff09\u306f\u3001\u305d\u308c\u305e\u308c\u306e\u8f38\u9001\u30eb\u30fc\u30c8\u306e\u7279\u6027\u306b\u5408\u308f\u305b\u3066\u8abf\u6574\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u300c\u3069\u3053\u304b\u3089\u304c\u7570\u5e38\u304b\u300d\u3068\u3044\u3046\u5224\u65ad\u306f\u4e00\u5f8b\u3067\u306f\u306a\u304f\u3001\u305d\u306e\u30eb\u30fc\u30c8\u3054\u3068\u306e\u901a\u5e38\u306e\u52d5\u304d\u306b\u57fa\u3065\u3044\u3066\u6c7a\u307e\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002   <\/p>\n\n<h6 class=\"wp-block-heading\" id=\"h-evaluation-nbsp\">\u8a55\u4fa1 <\/h6>\n\n<p>\u6b63\u89e3\u30c7\u30fc\u30bf\uff08\u3042\u3089\u304b\u3058\u3081\u300c\u6b63\u5e38\u300d\u3084\u300c\u7570\u5e38\u300d\u3068\u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u305f\u30c7\u30fc\u30bf\uff09\u304c\u5b58\u5728\u3057\u306a\u3044\u305f\u3081\u3001\u79c1\u305f\u3061\u306f\u5b9f\u969b\u306b\u89b3\u6e2c\u3067\u304d\u308b\u7d50\u679c\u306b\u57fa\u3065\u3044\u3066\u8a55\u4fa1\u3092\u884c\u3046\u72ec\u81ea\u306e\u4ed5\u7d44\u307f\u3092\u69cb\u7bc9\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u8a55\u4fa1\u3067\u306f\u30012\u3064\u306e\u91cd\u8981\u306a\u5224\u65ad\u57fa\u6e96\u3092\u8ef8\u3068\u3057\u3066\u3044\u307e\u3059\u30021\u3064\u76ee\u306f\u3001\u30c8\u30e9\u30c3\u30af\u304c\u6700\u7d42\u76ee\u7684\u5730\u3078\u306e\u5230\u7740\u3092\u4e00\u5ea6\u3082\u8a18\u9332\u3057\u3066\u3044\u306a\u3044\u5834\u5408\u3067\u3001\u3053\u308c\u306f\u660e\u78ba\u306a\u7570\u5e38\uff08\u30eb\u30fc\u30c8\u9038\u8131\uff09\u3068\u307f\u306a\u3055\u308c\u307e\u3059\u30022\u3064\u76ee\u306f\u3001\u30a2\u30e9\u30fc\u30c8\u304c\u767a\u751f\u3057\u305f\u5f8c\u306b\u30c8\u30e9\u30c3\u30af\u304c\u5927\u5e45\u306b\u9045\u308c\u3066\u5230\u7740\u3057\u305f\u5834\u5408\u3067\u3001\u3053\u306e\u30b1\u30fc\u30b9\u3067\u306f\u30e2\u30c7\u30eb\u304c\u5b9f\u969b\u306e\u9045\u5ef6\u3084\u30eb\u30fc\u30c8\u9038\u8131\u3092\u6b63\u3057\u304f\u691c\u77e5\u3067\u304d\u3066\u3044\u305f\u3068\u5224\u65ad\u3055\u308c\u307e\u3059\u3002 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srcset=\"https:\/\/www.project44.com\/wp-content\/uploads\/2026\/04\/image-3.png 525w, https:\/\/www.project44.com\/wp-content\/uploads\/2026\/04\/image-3-268x300.png 268w\" sizes=\"auto, (max-width: 525px) 100vw, 525px\" \/><figcaption class=\"wp-element-caption\"><em>\u6642\u9593\u30d9\u30fc\u30b9\u306e\u9038\u8131 \u2015 \u76ee\u7684\u5730\u5230\u9054\u524d\u306b\u9577\u6642\u9593\u6ede\u7559\u3057\u3066\u3044\u308b\u72b6\u614b<\/em> <\/figcaption><\/figure>\n\n<p>\u3053\u306e\u30eb\u30fc\u30c8\u9038\u8131\u691c\u77e5\u30b7\u30b9\u30c6\u30e0\u306f\u73fe\u5728\u3001\u672c\u756a\u74b0\u5883\u3067\u7a3c\u50cd\u3057\u3066\u304a\u308a\u3001\u62e1\u5f35\u6027\u306e\u9ad8\u3044FastAPI\u304a\u3088\u3073GKE\uff08Google Kubernetes 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