{"id":118095,"date":"2020-08-27T23:04:30","date_gmt":"2020-08-28T06:04:30","guid":{"rendered":"https:\/\/www.paloaltonetworks.com\/blog\/?p=118095"},"modified":"2020-08-30T22:55:46","modified_gmt":"2020-08-31T05:55:46","slug":"iot-security-7-essential-must-knows","status":"publish","type":"post","link":"https:\/\/origin-researchcenter.paloaltonetworks.com\/blog\/2020\/08\/iot-security-7-essential-must-knows\/?lang=ja","title":{"rendered":"IoT\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3: \u7d76\u5bfe\u306b\u77e5\u3063\u3066\u304a\u304f\u3079\u304d7\u3064\u306e\u3053\u3068"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">\u4eca\u65e5\u306e\u4f01\u696d\u306f\u731b\u70c8\u306a\u30b9\u30d4\u30fc\u30c9\u3067\u5909\u9769\u3078\u3068\u7a81\u304d\u9032\u3093\u3067\u304a\u308a\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u5b9a\u7fa9\u3082\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30af\u30e9\u30a6\u30c9\u304b\u3089IoT\u30c7\u30d0\u30a4\u30b9\u3001\u305d\u3057\u3066\u30db\u30fc\u30e0\u30aa\u30d5\u30a3\u30b9\u3078\u3068\u5e38\u306b\u5909\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30a8\u30c3\u30b8\u306e\u62e1\u5927\u306f\u30b5\u30a4\u30d0\u30fc\u30ea\u30b9\u30af\u306e\u5897\u5927\u3092\u4f34\u3044\u3001\u7e70\u308a\u8fd4\u3055\u308c\u308b\u6df1\u523b\u3067\u9ad8\u5ea6\u306a\u30b5\u30a4\u30d0\u30fc\u653b\u6483\u304b\u3089\u4f01\u696d\u304c\u9003\u308c\u308b\u3053\u3068\u306f\u96e3\u3057\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">\u305d\u306e\u306a\u304b\u3067\u4f01\u696d\u304c\u81ea\u8eab\u3092\u5b88\u308b\u306b\u306f\u3001\u6ce5\u7e04\u5f0f\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u3084\u30dd\u30a4\u30f3\u30c8\u88fd\u54c1\u3078\u306e\u4f9d\u5b58\u3068\u6c7a\u5225\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u4ee3\u308f\u308a\u306b\u3001\u30b5\u30a4\u30d0\u30fc\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306b\u95a2\u3059\u308b\u610f\u8b58\u3092\u6839\u672c\u304b\u3089\u5909\u3048\u308b\u3088\u3046\u306a\u3001\u6a5f\u68b0\u5b66\u7fd2\u3092\u6d3b\u7528\u3057\u305f\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u3067\u30d7\u30ed\u30a2\u30af\u30c6\u30a3\u30d6\u306a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u63a1\u7528\u3059\u308b\u3079\u304d\u3067\u3059\u3002\u30d1\u30ed\u30a2\u30eb\u30c8\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30b9\u306f\u30012020\u5e746\u6708\u306b\u884c\u308f\u308c\u305f\u3001\u4e16\u754c\u521d\u306eML\u6d3b\u7528\u6b21\u4e16\u4ee3\u30d5\u30a1\u30a4\u30a2\u30a6\u30a9\u30fc\u30eb\u767a\u8868\u30a4\u30d9\u30f3\u30c8\u3067\u3053\u306e\u70b9\u3092\u5f37\u8abf\u3057\u307e\u3057\u305f\u3002<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">\u540c\u30a4\u30d9\u30f3\u30c8\u3067\u306f\u3001IoT\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u5c02\u9580\u5bb6\u304c<\/span><a href=\"https:\/\/www.paloaltonetworks.com\/resources\/infographics\/state-of-enterprise-iot-security-in-2020\"><span style=\"font-weight: 400;\">IoT\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u73fe\u72b6<\/span><\/a><span style=\"font-weight: 400;\">\u306b\u3064\u3044\u3066\u8a9e\u308b\u8a0e\u8ad6\u4f1a\u3092\u958b\u50ac\u3057\u307e\u3057\u305f\u3002\u30d1\u30ed\u30a2\u30eb\u30c8\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30b9\u306eIoT\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u5c02\u9580\u5bb6\u3001\u696d\u754c\u30ea\u30fc\u30c0\u30fc\u3001\u304a\u3088\u3073\u540c\u696d\u4ed6\u793e\u304b\u3089\u69cb\u6210\u3055\u308c\u305f\u3053\u306e\u8a0e\u8ad6\u4f1a\u3067\u306f\u3001\u4f01\u696d\u5185\u306eIoT\u30c7\u30d0\u30a4\u30b9\u3092\u4fdd\u8b77\u3059\u308b\u306b\u306f\u3001\u30cd\u30a4\u30c6\u30a3\u30d6\u306b\u7d71\u5408\u3055\u308c\u305f\u30b7\u30b0\u30cd\u30c1\u30e3\u975e\u4f9d\u5b58\u578b\u306e\u65b9\u6cd5\u304c\u65e9\u6025\u306b\u5fc5\u8981\u3067\u3042\u308b\u70b9\u306b\u3064\u3044\u3066\u306e\u8b70\u8ad6\u304c\u4ea4\u308f\u3055\u308c\u307e\u3057\u305f\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u4ee5\u4e0b\u306b\u3001IoT\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306b\u95a2\u3059\u308b2\u3064\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u8b70\u8ad6\u3055\u308c\u305f7\u3064\u306e\u91cd\u8981\u30dd\u30a4\u30f3\u30c8\u3092\u91cd\u8981\u6027\u306e\u4e0b\u4f4d\u304b\u3089\u9806\u306b\u793a\u3057\u307e\u3059\u3002\u30a4\u30d9\u30f3\u30c8\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u3054\u89a7\u306b\u306a\u308a\u305f\u3044\u5834\u5408\u306f\u3001<\/span><a href=\"https:\/\/start.paloaltonetworks.com\/intelligent-network-security.html\"><span style=\"font-weight: 400;\">\u3053\u3061\u3089\u304b\u3089\u518d\u751f\u3067\u304d\u307e\u3059<\/span><\/a><span style=\"font-weight: 400;\">\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">No.7 <\/span><b>\u4f01\u696d\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u63a5\u7d9a\u3055\u308c\u308bIoT\u30c7\u30d0\u30a4\u30b9\u6570\u306f\u5897\u3048\u7d9a\u3051\u3066\u3044\u308b\u3002 <\/b><span style=\"font-weight: 400;\">IoT\u30c7\u30d0\u30a4\u30b9\u306f\u5927\u304d\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ea\u30b9\u30af\u3092\u62b1\u3048\u3066\u3044\u307e\u3059\u3002\u4f01\u696d\u306e\u7d0445%\u306f\u3059\u3067\u306b\u306a\u3093\u3089\u304b\u306eIoT\u30c7\u30d0\u30a4\u30b9\u306e\u30c7\u30d7\u30ed\u30a4\u3092\u884c\u3063\u3066\u304a\u308a\u3001\u7d0426%\u306f\u4eca\u5f8c12\u304b\u6708\u4ee5\u5185\u306bIoT\u30c7\u30d0\u30a4\u30b9\u306e\u30c7\u30d7\u30ed\u30a4\u3092\u8a08\u753b\u3057\u3066\u3044\u307e\u3059\u3002 <\/span><\/p>\n<p><span style=\"font-weight: 400;\">No.6 <\/span><b>\u4f01\u696d\u304c\u751f\u304d\u6b8b\u308a\u6210\u529f\u3059\u308b\u305f\u3081\u306b\u306fIoT\u6295\u8cc7\u306e\u4fdd\u8b77\u304c\u4e0d\u53ef\u6b20\u3002<\/b><span style=\"font-weight: 400;\"> 76%\u306e\u4f01\u696d\u304cIoT\u306e\u4fdd\u8b77\u3092\u6700\u512a\u5148\u4e8b\u9805\u3068\u56de\u7b54\u3057\u3066\u3044\u308b\u3053\u3068\u304b\u3089\u5927\u591a\u6570\u306e\u4f01\u696d\u304c\u3053\u306e\u610f\u898b\u306b\u540c\u8abf\u3057\u3066\u3044\u308b\u3068\u3044\u3048\u307e\u3059\u3002\u3067\u3059\u304c\u3001\u8105\u5a01\u3084\u30a8\u30af\u30b9\u30d7\u30ed\u30a4\u30c8\u304b\u3089\u306eIoT\u30c7\u30d0\u30a4\u30b9\u4fdd\u8b77\u5bfe\u7b56\u304c\u3067\u304d\u3066\u3044\u308b\u3068\u611f\u3058\u3066\u3044\u308b\u4f01\u696d\u306f16%\u306b\u3068\u3069\u307e\u308a\u307e\u3059\u3002 <\/span><\/p>\n<p><span style=\"font-weight: 400;\">No.5 <\/span><b>IoT\u30c7\u30d0\u30a4\u30b9\u306b\u306fIoT\u306a\u3089\u3067\u306f\u306e\u8ab2\u984c\u304c\u3064\u304d\u307e\u3068\u3046\u3002\u3057\u304b\u3082IT\u90e8\u9580\u306b\u65ad\u308a\u306a\u304f\u6301\u3061\u8fbc\u307e\u308c\u308b\u30b1\u30fc\u30b9\u3082\u591a\u3044\u3002<\/b><span style=\"font-weight: 400;\">\u4fdd\u8b77\u3082\u96e3\u3057\u3044\u3067\u3059\u304c\u3001\u305d\u308c\u3088\u308a\u3082\u307e\u305a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5185\u306b\u7121\u65ad\u3067\u6301\u3061\u8fbc\u307e\u308c\u305fIoT\u30c7\u30d0\u30a4\u30b9\u306e\u7279\u5b9a\u81ea\u4f53\u304c\u96e3\u3057\u304f\u306a\u308a\u307e\u3059\u3002 <\/span><\/p>\n<p><span style=\"font-weight: 400;\">No.4 <\/span><b>\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5185\u306e\u7ba1\u7406\u5916\u30c7\u30d0\u30a4\u30b9\u306e\u3082\u305f\u3089\u3059\u8ab2\u984c\u306b\u5bfe\u51e6\u3059\u308b\u6700\u3082\u52b9\u679c\u7684\u306a\u65b9\u6cd5\u306f\u305d\u308c\u3089\u3092\u7ba1\u7406\u4e0b\u306b\u7f6e\u304f\u3053\u3068\u3002<\/b><span style=\"font-weight: 400;\">IoT\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306a\u3089\u3001\u3059\u3079\u3066\u306e\u30c7\u30d0\u30a4\u30b9\u3092\u53ef\u8996\u5316\u3057\u305f\u4e0a\u3067\u3001\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u4fdd\u8b77\u5bfe\u7b56\u3092\u6301\u305f\u306a\u3044IoT\u30c7\u30d0\u30a4\u30b9\u3082\u7279\u5b9a\u3057\u3001\u305d\u3046\u3057\u305f\u30c7\u30d0\u30a4\u30b9\u3082\u542b\u3081\u3066\u3059\u3079\u3066\u306e\u30c7\u30d0\u30a4\u30b9\u3092\u4fdd\u8b77\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">No.3 <\/span><b>\u7406\u60f3\u306eIoT\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306f\u6a5f\u68b0\u5b66\u7fd2(ML)\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63a1\u7528\u3057\u305f\u3082\u306e\u3002<\/b>\u3053\u308c\u306b\u304f\u308f\u3048\u3001<span style=\"font-weight: 400;\">IoT\u30c7\u30d0\u30a4\u30b9\u30fb\u95a2\u9023\u30ea\u30b9\u30af\u306e\u691c\u51fa\u304b\u3089\u8106\u5f31\u6027\u8a55\u4fa1\u652f\u63f4\u3001\u907f\u3051\u3089\u308c\u306a\u3044\u65b0\u305f\u306a\u30ea\u30b9\u30af\u306e\u5236\u5fa1\u306e\u305f\u3081\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u5b9f\u88c5\u307e\u3067\u3001<\/span><a href=\"https:\/\/start.paloaltonetworks.com\/five-stages-iot-security-lifecycle.html\"><span style=\"font-weight: 400;\">IoT\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u306e5\u3064\u306e\u30b9\u30c6\u30fc\u30b8\u3059\u3079\u3066<\/span><\/a><span style=\"font-weight: 400;\">\u3092\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3059\u3079\u304d\u3067\u3059\u3002 <\/span><\/p>\n<p><span style=\"font-weight: 400;\">No.2 <\/span><b>\u7406\u60f3\u306eIoT\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306f\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30c1\u30fc\u30e0\u306b\u5b9f\u884c\u529b\u3092\u3082\u305f\u3089\u3059\u3082\u306e\u3002<\/b><span style=\"font-weight: 400;\">\u6700\u3082\u6b63\u78ba\u3067\u6df1\u3044\u53ef\u8996\u6027\u3092\u78ba\u4fdd\u3057\u3064\u3064\u3001IoT\u30c7\u30d0\u30a4\u30b9\u306e\u30ea\u30b9\u30af\u3092\u30d7\u30ed\u30a2\u30af\u30c6\u30a3\u30d6\u306b\u76e3\u8996\u3057\u3001\u7570\u5e38\u3092\u691c\u51fa\u3057\u3001\u5b9f\u65bd\u3059\u3079\u304d\u30dd\u30ea\u30b7\u30fc\u3092\u63d0\u6848\u30fb\u9069\u7528\u3057\u3001\u8105\u5a01\u3092\u4e88\u9632\u3067\u304d\u306d\u3070\u306a\u308a\u307e\u305b\u3093\u3002 <\/span><\/p>\n<p><span style=\"font-weight: 400;\">No.1 <\/span><b>\u7406\u60f3\u306eIoT\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u4e00\u756a\u91cd\u8981\u306a\u306e\u306f\u5b9f\u88c5\u304c\u7c21\u5358\u306a\u3053\u3068\u3002<\/b><span style=\"font-weight: 400;\">\u696d\u754c\u5c48\u6307\u306eML\u6d3b\u7528\u6b21\u4e16\u4ee3\u30d5\u30a1\u30a4\u30a2\u30a6\u30a9\u30fc\u30eb\u306b\u7d44\u307f\u8fbc\u307e\u308c\u305f\u56fa\u6709\u6a5f\u80fd\u3001\u30dd\u30ea\u30b7\u30fc\u69cb\u6210\u3092\u5099\u3048\u305f\u5f0a\u793e\u306eIoT\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u304c\u3042\u308c\u3070\u3001IT\u30c1\u30fc\u30e0\u306f\u30c7\u30d0\u30a4\u30b9\u30b0\u30eb\u30fc\u30d7\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u5fdc\u3058\u305f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3067\u30ea\u30b9\u30af\u3092\u7de9\u548c\u3057\u3001\u81ea\u52d5\u5316\u306b\u3088\u3063\u3066\u624b\u4f5c\u696d\u3092\u6700\u5c0f\u9650\u306b\u3068\u3069\u3081\u3001\u4e88\u9632\u306b\u3088\u3063\u3066\u65e2\u77e5\u30fb\u672a\u77e5\u306e\u8105\u5a01\u3092\u6392\u9664\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3059\u3067\u306b\u304a\u4f7f\u3044\u306e\u30d1\u30ed\u30a2\u30eb\u30c8\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30b9\u306e\u6b21\u4e16\u4ee3\u30d5\u30a1\u30a4\u30a2\u30a6\u30a9\u30fc\u30eb\u3067\u3044\u3063\u3066\u307f\u308c\u3070\u300c\u30b9\u30a4\u30c3\u30c1\u3092\u30aa\u30f3\u306b\u3059\u308b\u3060\u3051\u300d\u3067\u7c21\u5358\u306bIoT\u30c7\u30d0\u30a4\u30b9\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">\u8981\u3059\u308b\u306b\u300c\u696d\u754c\u521d\u306eIoT\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u304c\u3042\u308c\u3070\u3001\u5358\u4e00\u7528\u9014\u3057\u304b\u306a\u3044\u30bb\u30f3\u30b5\u30fc\u88fd\u54c1\u306f\u904e\u53bb\u306e\u3082\u306e\u306b\u306a\u308b\u300d\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<\/span><\/p>\n<p><b>\u5f0a\u793e\u306f\u3001\u5357\u5317\u30a2\u30e1\u30ea\u30ab\u30fbEMEA\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u76ae\u5207\u308a\u306b\u3001\u30d1\u30ed\u30a2\u30eb\u30c8\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30b9IoT\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u4e00\u822c\u63d0\u4f9b\u3092\u958b\u59cb\u3044\u305f\u3057\u307e\u3059\u3002<\/b><span style=\"font-weight: 400;\">\u5f0a\u793eIoT\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3067\u4e16\u754c\u4e2d\u306eIoT\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u3092\u4fdd\u8b77\u3059\u308b\u6e96\u5099\u304c\u6574\u3044\u307e\u3057\u305f\u3002<\/span><span style=\"font-weight: 400;\">\u65e2\u5b58\u306e\u304a\u5ba2\u69d8\u306f\u65b0\u305f\u306a\u30b5\u30d6\u30b9\u30af\u30ea\u30d7\u30b7\u30e7\u30f3\u306e\u5951\u7d04\u306b\u3088\u308a\u3001\u65b0\u898f\u306e\u304a\u5ba2\u69d8\u306f\u30bb\u30f3\u30b5\u30fc\u3084\u9069\u7528\u30dd\u30a4\u30f3\u30c8\u3068\u3057\u3066\u306e\u5f79\u5272\u3092\u679c\u305f\u3059\u5f0a\u793e\u306e<\/span><a href=\"https:\/\/www.paloaltonetworks.com\/blog\/2020\/06\/network-PAN-OS-10-0\/\"><span style=\"font-weight: 400;\">ML\u6d3b\u7528\u6b21\u4e16\u4ee3\u30d5\u30a1\u30a4\u30a2\u30a6\u30a9\u30fc\u30eb<\/span><\/a><span style=\"font-weight: 400;\">\u306e\u5c0e\u5165\u306b\u3088\u308a\u4fdd\u8b77\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\n<hr \/>\n<p><a href=\"https:\/\/start.paloaltonetworks.com\/iot-security-demo\"><span style=\"font-weight: 400;\">IoT\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u30c7\u30e2\u3092\u3054\u89a7\u3044\u305f\u3060\u304f\u304b<\/span><\/a><span style=\"font-weight: 400;\">\u3001\u307e\u305f\u306f\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306b\u95a2\u3059\u308b\u5f0a\u793e\u306e\u4eee\u60f3\u30a4\u30d9\u30f3\u30c8\u304b\u3089\u306e\u305d\u306e\u4ed6\u306e\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u3054\u89a7\u306b\u306a\u308a\u305f\u3044\u65b9\u306f\u3001<\/span><a href=\"https:\/\/start.paloaltonetworks.com\/intelligent-network-security.html\"><span style=\"font-weight: 400;\">\u3053\u3061\u3089\u304b\u3089\u3054\u767b\u9332\u304f\u3060\u3055\u3044<\/span><\/a><span style=\"font-weight: 400;\">\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u30d1\u30ed\u30a2\u30eb\u30c8\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30b9\u304a\u3088\u3073IoT\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u3001<\/span><a href=\"https:\/\/www.paloaltonetworks.com\/network-security\/iot-security\"><span style=\"font-weight: 400;\">\u5f0a\u793e\u306eWeb\u30b5\u30a4\u30c8\u3092\u3054\u89a7\u304f\u3060\u3055\u3044<\/span><\/a><span style=\"font-weight: 400;\">\u3002<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4eca\u65e5\u306e\u4f01\u696d\u306f\u731b\u70c8\u306a\u30b9\u30d4\u30fc\u30c9\u3067\u5909\u9769\u3078\u3068\u7a81\u304d\u9032\u3093\u3067\u304a\u308a\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u5b9a\u7fa9\u3082\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30af\u30e9\u30a6\u30c9\u304b\u3089IoT\u30c7\u30d0\u30a4\u30b9\u3001\u305d\u3057\u3066\u30db\u30fc\u30e0\u30aa\u30d5\u30a3\u30b9\u3078\u3068\u5e38\u306b\u5909\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30a8\u30c3\u30b8\u306e\u62e1\u5927\u306f\u30b5\u30a4\u30d0\u30fc\u30ea\u30b9\u30af\u306e\u5897\u5927\u3092\u4f34\u3044\u3001\u7e70\u308a\u8fd4\u3055\u308c\u308b\u6df1\u523b\u3067\u9ad8\u5ea6\u306a\u30b5\u30a4\u30d0\u30fc\u653b\u6483\u304b\u3089\u4f01\u696d\u304c\u9003\u308c\u308b\u3053\u3068\u306f\u96e3\u3057\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002 \u305d\u306e\u306a\u304b\u3067\u4f01\u696d\u304c\u81ea\u8eab\u3092\u5b88\u308b\u306b\u306f\u3001\u6ce5\u7e04\u5f0f\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u3084\u30dd\u30a4\u30f3\u30c8\u88fd\u54c1\u3078\u306e\u4f9d\u5b58\u3068\u6c7a\u5225\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u4ee3\u308f\u308a\u306b\u3001\u30b5\u30a4\u30d0\u30fc\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306b\u95a2\u3059\u308b\u610f\u8b58\u3092\u6839\u672c\u304b\u3089\u5909\u3048\u308b\u3088\u3046\u306a\u3001\u6a5f\u68b0\u5b66\u7fd2\u3092\u6d3b\u7528\u3057\u305f\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u3067\u30d7\u30ed\u30a2\u30af\u30c6\u30a3\u30d6\u306a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u63a1\u7528\u3059\u308b\u3079\u304d\u3067\u3059\u3002\u30d1\u30ed\u30a2\u30eb\u30c8\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30b9\u306f\u30012020\u5e746\u6708\u306b\u884c\u308f\u308c\u305f\u3001\u4e16\u754c\u521d\u306eML\u6d3b\u7528\u6b21\u4e16\u4ee3\u30d5\u30a1\u30a4\u30a2\u30a6\u30a9\u30fc\u30eb\u767a\u8868\u30a4\u30d9\u30f3\u30c8\u3067\u3053\u306e\u70b9\u3092\u5f37\u8abf\u3057\u307e\u3057\u305f\u3002 \u540c\u30a4\u30d9\u30f3\u30c8\u3067\u306f\u3001IoT\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u5c02\u9580\u5bb6\u304cIoT\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u73fe\u72b6\u306b\u3064\u3044\u3066\u8a9e\u308b\u8a0e\u8ad6\u4f1a\u3092\u958b\u50ac\u3057\u307e\u3057\u305f\u3002\u30d1\u30ed\u30a2\u30eb\u30c8\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30b9\u306eIoT\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u5c02\u9580\u5bb6\u3001\u696d\u754c\u30ea\u30fc\u30c0\u30fc\u3001\u304a\u3088\u3073\u540c\u696d\u4ed6\u793e\u304b\u3089\u69cb\u6210\u3055\u308c\u305f\u3053\u306e\u8a0e\u8ad6\u4f1a\u3067\u306f\u3001\u4f01\u696d\u5185\u306eIoT\u30c7\u30d0\u30a4\u30b9\u3092\u4fdd\u8b77\u3059\u308b\u306b\u306f\u3001\u30cd\u30a4\u30c6\u30a3\u30d6\u306b\u7d71\u5408\u3055\u308c\u305f\u30b7\u30b0\u30cd\u30c1\u30e3\u975e\u4f9d\u5b58\u578b\u306e\u65b9\u6cd5\u304c\u65e9\u6025\u306b\u5fc5\u8981\u3067\u3042\u308b\u70b9\u306b\u3064\u3044\u3066\u306e\u8b70\u8ad6\u304c\u4ea4\u308f\u3055\u308c\u307e\u3057\u305f\u3002 \u4ee5\u4e0b\u306b\u3001IoT\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306b\u95a2\u3059\u308b2\u3064\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u8b70\u8ad6\u3055\u308c\u305f7\u3064\u306e\u91cd\u8981\u30dd\u30a4\u30f3\u30c8\u3092\u91cd\u8981\u6027\u306e\u4e0b\u4f4d\u304b\u3089\u9806\u306b\u793a\u3057\u307e\u3059\u3002\u30a4\u30d9\u30f3\u30c8\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u3054\u89a7\u306b\u306a\u308a\u305f\u3044\u5834\u5408\u306f\u3001\u3053\u3061\u3089\u304b\u3089\u518d\u751f\u3067\u304d\u307e\u3059\u3002 No.7 \u4f01\u696d\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u63a5\u7d9a\u3055\u308c\u308bIoT\u30c7\u30d0\u30a4\u30b9\u6570\u306f\u5897\u3048\u7d9a\u3051\u3066\u3044\u308b\u3002 IoT\u30c7\u30d0\u30a4\u30b9\u306f\u5927\u304d\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ea\u30b9\u30af\u3092\u62b1\u3048\u3066\u3044\u307e\u3059\u3002\u4f01\u696d\u306e\u7d0445%\u306f\u3059\u3067\u306b\u306a\u3093\u3089\u304b\u306eIoT\u30c7\u30d0\u30a4\u30b9\u306e\u30c7\u30d7\u30ed\u30a4\u3092\u884c\u3063\u3066\u304a\u308a\u3001\u7d0426%\u306f\u4eca\u5f8c12\u304b\u6708\u4ee5\u5185\u306bIoT\u30c7\u30d0\u30a4\u30b9\u306e\u30c7\u30d7\u30ed\u30a4\u3092\u8a08\u753b\u3057\u3066\u3044\u307e\u3059\u3002 No.6 \u4f01\u696d\u304c\u751f\u304d\u6b8b\u308a\u6210\u529f\u3059\u308b\u305f\u3081\u306b\u306fIoT\u6295\u8cc7\u306e\u4fdd\u8b77\u304c\u4e0d\u53ef\u6b20\u3002 76%\u306e\u4f01\u696d\u304cIoT\u306e\u4fdd\u8b77\u3092\u6700\u512a\u5148\u4e8b\u9805\u3068\u56de\u7b54\u3057\u3066\u3044\u308b\u3053\u3068\u304b\u3089\u5927\u591a\u6570\u306e\u4f01\u696d\u304c\u3053\u306e\u610f\u898b\u306b\u540c\u8abf\u3057\u3066\u3044\u308b\u3068\u3044\u3048\u307e\u3059\u3002\u3067\u3059\u304c\u3001\u8105\u5a01\u3084\u30a8\u30af\u30b9\u30d7\u30ed\u30a4\u30c8\u304b\u3089\u306eIoT\u30c7\u30d0\u30a4\u30b9\u4fdd\u8b77\u5bfe\u7b56\u304c\u3067\u304d\u3066\u3044\u308b\u3068\u611f\u3058\u3066\u3044\u308b\u4f01\u696d\u306f16%\u306b\u3068\u3069\u307e\u308a\u307e\u3059\u3002 No.5 IoT\u30c7\u30d0\u30a4\u30b9\u306b\u306fIoT\u306a\u3089\u3067\u306f\u306e\u8ab2\u984c\u304c\u3064\u304d\u307e\u3068\u3046\u3002\u3057\u304b\u3082IT\u90e8\u9580\u306b\u65ad\u308a\u306a\u304f\u6301\u3061\u8fbc\u307e\u308c\u308b\u30b1\u30fc\u30b9\u3082\u591a\u3044\u3002\u4fdd\u8b77\u3082\u96e3\u3057\u3044\u3067\u3059\u304c\u3001\u305d\u308c\u3088\u308a\u3082\u307e\u305a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5185\u306b\u7121\u65ad\u3067\u6301\u3061\u8fbc\u307e\u308c\u305fIoT\u30c7\u30d0\u30a4\u30b9\u306e\u7279\u5b9a\u81ea\u4f53\u304c\u96e3\u3057\u304f\u306a\u308a\u307e\u3059\u3002 No.4 \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5185\u306e\u7ba1\u7406\u5916\u30c7\u30d0\u30a4\u30b9\u306e\u3082\u305f\u3089\u3059\u8ab2\u984c\u306b\u5bfe\u51e6\u3059\u308b\u6700\u3082\u52b9\u679c\u7684\u306a\u65b9\u6cd5\u306f\u305d\u308c\u3089\u3092\u7ba1\u7406\u4e0b\u306b\u7f6e\u304f\u3053\u3068\u3002IoT\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306a\u3089\u3001\u3059\u3079\u3066\u306e\u30c7\u30d0\u30a4\u30b9\u3092\u53ef\u8996\u5316\u3057\u305f\u4e0a\u3067\u3001\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u4fdd\u8b77\u5bfe\u7b56\u3092\u6301\u305f\u306a\u3044IoT\u30c7\u30d0\u30a4\u30b9\u3082\u7279\u5b9a\u3057\u3001\u305d\u3046\u3057\u305f\u30c7\u30d0\u30a4\u30b9\u3082\u542b\u3081\u3066\u3059\u3079\u3066\u306e\u30c7\u30d0\u30a4\u30b9\u3092\u4fdd\u8b77\u3057\u307e\u3059\u3002 No.3 \u7406\u60f3\u306eIoT\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306f\u6a5f\u68b0\u5b66\u7fd2(ML)\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63a1\u7528\u3057\u305f\u3082\u306e\u3002\u3053\u308c\u306b\u304f\u308f\u3048\u3001IoT\u30c7\u30d0\u30a4\u30b9\u30fb\u95a2\u9023\u30ea\u30b9\u30af\u306e\u691c\u51fa\u304b\u3089\u8106\u5f31\u6027\u8a55\u4fa1\u652f\u63f4\u3001\u907f\u3051\u3089\u308c\u306a\u3044\u65b0\u305f\u306a\u30ea\u30b9\u30af\u306e\u5236\u5fa1\u306e\u305f\u3081\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u5b9f\u88c5\u307e\u3067\u3001IoT\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u306e5\u3064\u306e\u30b9\u30c6\u30fc\u30b8\u3059\u3079\u3066\u3092\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3059\u3079\u304d\u3067\u3059\u3002 No.2 \u7406\u60f3\u306eIoT\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306f\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30c1\u30fc\u30e0\u306b\u5b9f\u884c\u529b\u3092\u3082\u305f\u3089\u3059\u3082\u306e\u3002\u6700\u3082\u6b63\u78ba\u3067\u6df1\u3044\u53ef\u8996\u6027\u3092\u78ba\u4fdd\u3057\u3064\u3064\u3001IoT\u30c7\u30d0\u30a4\u30b9\u306e\u30ea\u30b9\u30af\u3092\u30d7\u30ed\u30a2\u30af\u30c6\u30a3\u30d6\u306b\u76e3\u8996\u3057\u3001\u7570\u5e38\u3092\u691c\u51fa\u3057\u3001\u5b9f\u65bd\u3059\u3079\u304d\u30dd\u30ea\u30b7\u30fc\u3092\u63d0\u6848\u30fb\u9069\u7528\u3057\u3001\u8105\u5a01\u3092\u4e88\u9632\u3067\u304d\u306d\u3070\u306a\u308a\u307e\u305b\u3093\u3002 No.1 \u7406\u60f3\u306eIoT\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u4e00\u756a\u91cd\u8981\u306a\u306e\u306f\u5b9f\u88c5\u304c\u7c21\u5358\u306a\u3053\u3068\u3002\u696d\u754c\u5c48\u6307\u306eML\u6d3b\u7528\u6b21\u4e16\u4ee3\u30d5\u30a1\u30a4\u30a2\u30a6\u30a9\u30fc\u30eb\u306b\u7d44\u307f\u8fbc\u307e\u308c\u305f\u56fa\u6709\u6a5f\u80fd\u3001\u30dd\u30ea\u30b7\u30fc\u69cb\u6210\u3092\u5099\u3048\u305f\u5f0a\u793e\u306eIoT\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u304c\u3042\u308c\u3070\u3001IT\u30c1\u30fc\u30e0\u306f\u30c7\u30d0\u30a4\u30b9\u30b0\u30eb\u30fc\u30d7\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u5fdc\u3058\u305f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3067\u30ea\u30b9\u30af\u3092\u7de9\u548c\u3057\u3001\u81ea\u52d5\u5316\u306b\u3088\u3063\u3066\u624b\u4f5c\u696d\u3092\u6700\u5c0f\u9650\u306b\u3068\u3069\u3081\u3001\u4e88\u9632\u306b\u3088\u3063\u3066\u65e2\u77e5\u30fb\u672a\u77e5\u306e\u8105\u5a01\u3092\u6392\u9664\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3059\u3067\u306b\u304a\u4f7f\u3044\u306e\u30d1\u30ed\u30a2\u30eb\u30c8\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30b9\u306e\u6b21\u4e16\u4ee3\u30d5\u30a1\u30a4\u30a2\u30a6\u30a9\u30fc\u30eb\u3067\u3044\u3063\u3066\u307f\u308c\u3070\u300c\u30b9\u30a4\u30c3\u30c1\u3092\u30aa\u30f3\u306b\u3059\u308b\u3060\u3051\u300d\u3067\u7c21\u5358\u306bIoT\u30c7\u30d0\u30a4\u30b9\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002 \u8981\u3059\u308b\u306b\u300c\u696d\u754c\u521d\u306eIoT\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u304c\u3042\u308c\u3070\u3001\u5358\u4e00\u7528\u9014\u3057\u304b\u306a\u3044\u30bb\u30f3\u30b5\u30fc\u88fd\u54c1\u306f\u904e\u53bb\u306e\u3082\u306e\u306b\u306a\u308b\u300d\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002 \u5f0a\u793e\u306f\u3001\u5357\u5317\u30a2\u30e1\u30ea\u30ab\u30fbEMEA\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u76ae\u5207\u308a\u306b\u3001\u30d1\u30ed\u30a2\u30eb\u30c8\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30b9IoT\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u4e00\u822c\u63d0\u4f9b\u3092\u958b\u59cb\u3044\u305f\u3057\u307e\u3059\u3002\u5f0a\u793eIoT\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3067\u4e16\u754c\u4e2d\u306eIoT\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u3092\u4fdd\u8b77\u3059\u308b\u6e96\u5099\u304c\u6574\u3044\u307e\u3057\u305f\u3002\u65e2\u5b58\u306e\u304a\u5ba2\u69d8\u306f\u65b0\u305f\u306a\u30b5\u30d6\u30b9\u30af\u30ea\u30d7\u30b7\u30e7\u30f3\u306e\u5951\u7d04\u306b\u3088\u308a\u3001\u65b0\u898f\u306e\u304a\u5ba2\u69d8\u306f\u30bb\u30f3\u30b5\u30fc\u3084\u9069\u7528\u30dd\u30a4\u30f3\u30c8\u3068\u3057\u3066\u306e\u5f79\u5272\u3092\u679c\u305f\u3059\u5f0a\u793e\u306eML\u6d3b\u7528\u6b21\u4e16\u4ee3\u30d5\u30a1\u30a4\u30a2\u30a6\u30a9\u30fc\u30eb\u306e\u5c0e\u5165\u306b\u3088\u308a\u4fdd\u8b77\u3055\u308c\u307e\u3059\u3002 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