{"id":33313,"date":"2025-03-04T11:56:42","date_gmt":"2025-03-04T03:56:42","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=33313"},"modified":"2025-03-04T11:56:42","modified_gmt":"2025-03-04T03:56:42","slug":"%e5%85%a8%e6%a0%88%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%e5%9c%a8%e7%89%a9%e8%81%94%e7%bd%91%ef%bc%88iot%ef%bc%89%e7%b3%bb%e7%bb%9f%e4%b8%ad%e7%9a%84%e4%bd%9c%e7%94%a8%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/33313.html","title":{"rendered":"\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u5728\u7269\u8054\u7f51\uff08IoT\uff09\u7cfb\u7edf\u4e2d\u7684\u4f5c\u7528\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/1GHA9.jpg\" alt=\"\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u5728\u7269\u8054\u7f51\uff08IoT\uff09\u7cfb\u7edf\u4e2d\u7684\u4f5c\u7528\uff1f\" ><\/p>\n<\/p>\n<hr>\n<p>\u5f53\u5168\u7403\u7269\u8054\u7f51\u8bbe\u5907\u6570\u91cf\u7a81\u7834300\u4ebf\u53f0\u5927\u5173\u65f6\uff0c\u667a\u80fd\u5bb6\u5c45\u7684\u6e29\u5ea6\u4f20\u611f\u5668\u7a81\u7136\u5931\u7075\u5bfc\u81f4\u4f9b\u6696\u7cfb\u7edf\u5d29\u6e83\uff0c\u5de5\u4e1a\u673a\u68b0\u81c2\u7684\u5f02\u5e38\u9707\u52a8\u672a\u88ab\u53ca\u65f6\u53d1\u73b0\u5f15\u53d1\u4ea7\u7ebf\u505c\u5de5\uff0c\u667a\u6167\u57ce\u5e02\u7684\u4ea4\u901a\u4fe1\u53f7\u706f\u96c6\u4f53\u79bb\u7ebf\u9020\u6210\u4ea4\u901a\u762b\u75ea\u2026\u2026\u8fd9\u4e9b\u771f\u5b9e\u573a\u666f\u6b63\u5c06\u7269\u8054\u7f51\u7cfb\u7edf\u7684\u8106\u5f31\u6027\u66b4\u9732\u5728\u805a\u5149\u706f\u4e0b\u3002<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5168\u6808\u53ef\u89c2\u6d4b<\/a>\u6027\uff08Full-Stack Observability\uff09<\/strong>\u7684\u5f15\u5165\uff0c\u6b63\u5728\u4e3a\u8fd9\u573aIoT\u65f6\u4ee3\u7684&rdquo;\u76d1\u63a7\u9769\u547d&rdquo;\u63d0\u4f9b\u5173\u952e\u89e3\u6cd5\u2014\u2014\u5b83\u4e0d\u4ec5\u5173\u4e4e\u8bbe\u5907\u6545\u969c\u7684\u5feb\u901f\u5b9a\u4f4d\uff0c\u66f4\u51b3\u5b9a\u4e86\u7269\u8054\u7f51\u7cfb\u7edf\u80fd\u5426\u5728\u6570\u636e\u6d2a\u6d41\u4e2d\u4fdd\u6301\u667a\u80fd\u51b3\u7b56\u7684\u7cbe\u51c6\u5ea6\u4e0e\u5b9e\u65f6\u6027\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u7269\u8054\u7f51\u7cfb\u7edf\u7684-\u76d1\u63a7\u56f0\u5883-\u50ac\u751f\u53ef\u89c2\u6d4b\u6027\u9700\u6c42\">\u4e00\u3001\u7269\u8054\u7f51\u7cfb\u7edf\u7684&rdquo;\u76d1\u63a7\u56f0\u5883&rdquo;\u50ac\u751f\u53ef\u89c2\u6d4b\u6027\u9700\u6c42<\/h3>\n<p>\u5728\u4f20\u7edfIT\u67b6\u6784\u4e2d\uff0c\u76d1\u63a7\u7cfb\u7edf\u4e3b\u8981\u805a\u7126\u670d\u52a1\u5668\u6027\u80fd\u3001\u7f51\u7edc\u541e\u5410\u91cf\u7b49\u6709\u9650\u7ef4\u5ea6\u3002\u4f46\u5f53\u573a\u666f\u5207\u6362\u5230\u7269\u8054\u7f51\u9886\u57df\uff0c<strong>\u8bbe\u5907\u788e\u7247\u5316<\/strong>\u3001<strong>\u534f\u8bae\u591a\u6837\u6027<\/strong>\u3001<strong>\u6570\u636e\u5b9e\u65f6\u6027<\/strong>\u4e09\u5927\u7279\u5f81\u5f7b\u5e95\u91cd\u5851\u4e86\u76d1\u63a7\u89c4\u5219\uff1a<\/p>\n<ul>\n<li><strong>\u786c\u4ef6\u5c42<\/strong>\u7684\u4f20\u611f\u5668\u53ef\u80fd\u56e0\u73af\u5883\u5e72\u6270\u4ea7\u751f\u6570\u636e\u6f02\u79fb\n<\/li>\n<li><strong>\u7f51\u7edc\u5c42<\/strong>\u7684LPWAN\u4f20\u8f93\u53ef\u80fd\u906d\u9047\u4fe1\u53f7\u8870\u51cf\n<\/li>\n<li><strong>\u5e73\u53f0\u5c42<\/strong>\u7684\u65f6\u5e8f\u6570\u636e\u5e93\u9762\u4e34\u6bcf\u79d2\u767e\u4e07\u7ea7\u6570\u636e\u5199\u5165\u538b\u529b\n<\/li>\n<li><strong>\u5e94\u7528\u5c42<\/strong>\u7684AI\u6a21\u578b\u53ef\u80fd\u56e0\u6570\u636e\u8d28\u91cf\u4e0b\u964d\u5bfc\u81f4\u9884\u6d4b\u5931\u771f\n<\/li>\n<\/ul>\n<p>\u67d0\u667a\u6167\u519c\u4e1a\u9879\u76ee\u7684\u6848\u4f8b\u6781\u5177\u4ee3\u8868\u6027\uff1a\u5f53\u571f\u58e4\u6e7f\u5ea6\u4f20\u611f\u5668\u56e0\u7535\u6c60\u8017\u5c3d\u505c\u6b62\u4e0a\u4f20\u6570\u636e\u65f6\uff0c\u704c\u6e89\u7cfb\u7edf\u4ecd\u6309\u5386\u53f2\u6570\u636e\u6301\u7eed\u4f5c\u4e1a\uff0c\u6700\u7ec8\u5bfc\u81f4\u4ef7\u503c\u5343\u4e07\u7684\u6e29\u5ba4\u4f5c\u7269\u70c2\u6839\u3002\u4e8b\u540e\u5206\u6790\u53d1\u73b0\uff0c\u73b0\u6709\u76d1\u63a7\u4ec5\u8986\u76d6\u4e91\u7aef\u670d\u52a1\u53ef\u7528\u6027\uff0c\u5374\u5ffd\u89c6\u4e86<strong>\u8bbe\u5907\u751f\u547d\u5468\u671f\u7ba1\u7406<\/strong>\u4e0e<strong>\u8fb9\u7f18\u8ba1\u7b97\u8282\u70b9\u7684\u8d44\u6e90\u6d88\u8017\u76d1\u6d4b<\/strong>\u3002\u8fd9\u79cd&rdquo;\u89c6\u91ce\u76f2\u533a&rdquo;\u6b63\u662f<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5168\u6808\u53ef\u89c2\u6d4b<\/a>\u6027\u8981\u89e3\u51b3\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u7a7f\u900fiot\u6280\u672f\u6808\u7684\u56db\u7ef4\u89c2\u6d4b\u4f53\u7cfb\">\u4e8c\u3001\u7a7f\u900fIoT\u6280\u672f\u6808\u7684\u56db\u7ef4\u89c2\u6d4b\u4f53\u7cfb<\/h3>\n<p>\u771f\u6b63\u7684\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u4e0d\u662f\u7b80\u5355\u7684\u76d1\u63a7\u5de5\u5177\u53e0\u52a0\uff0c\u800c\u662f\u6784\u5efa<strong>\u8de8\u5c42\u5173\u8054<\/strong>\u7684\u89c2\u6d4b\u77e9\u9635\u3002\u5728\u7269\u8054\u7f51\u573a\u666f\u4e2d\uff0c\u8fd9\u4f53\u73b0\u4e3a\u56db\u4e2a\u5173\u952e\u7ef4\u5ea6\uff1a<\/p>\n<ol>\n<li>\n<p><strong>\u8bbe\u5907\u5065\u5eb7\u753b\u50cf<\/strong><br \/>\n\u901a\u8fc7\u5d4c\u5165\u5f0f\u4ee3\u7406\u91c7\u96c6\u5904\u7406\u5668\u8d1f\u8f7d\u3001\u5185\u5b58\u4f7f\u7528\u7387\u3001\u4fe1\u53f7\u5f3a\u5ea6\u7b4920+\u6307\u6807\uff0c\u7ed3\u5408\u9884\u6d4b\u6027\u7ef4\u62a4\u7b97\u6cd5\uff0c\u53ef\u63d0\u524d14\u5929\u9884\u8b66\u5de5\u4e1a\u6444\u50cf\u5934\u7684\u6563\u70ed\u6545\u969c\u3002\u6ce2\u58eb\u987f\u67d0\u667a\u80fd\u5236\u9020\u4f01\u4e1a\u91c7\u7528\u8be5\u65b9\u6cd5\u540e\uff0c\u8bbe\u5907\u610f\u5916\u505c\u673a\u7387\u4e0b\u964d67%\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u6570\u636e\u6d41\u5168\u666f\u8ffd\u8e2a<\/strong><br \/>\n\u4ece\u4f20\u611f\u5668\u5230\u4e91\u7aef\u7684\u6bcf\u4e2a\u6570\u636e\u8dc3\u70b9\u90fd\u9700\u6807\u8bb0<strong>\u4e0a\u4e0b\u6587\u5143\u6570\u636e<\/strong>\u3002\u5f53\u667a\u6167\u697c\u5b87\u7684\u80fd\u8017\u6570\u636e\u51fa\u73b0\u5f02\u5e38\u65f6\uff0c\u7cfb\u7edf\u80fd\u81ea\u52a8\u8ffd\u6eaf\u662fZigBee\u7f51\u5173\u4e22\u5305\u3001MQTT\u4ee3\u7406\u914d\u7f6e\u9519\u8bef\uff0c\u8fd8\u662fInfluxDB\u96c6\u7fa4\u7684\u5206\u7247\u7b56\u7565\u5931\u6548\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u534f\u8bae\u6808\u6df1\u5ea6\u89e3\u6790<\/strong><br \/>\n\u5728\u652f\u6301CoAP\u3001LoRaWAN\u7b4915\u79cd\u7269\u8054\u7f51\u534f\u8bae\u7684\u89c2\u6d4b\u5de5\u5177\u4e2d\uff0c\u53ef\u8bc6\u522b\u5982MQTT QoS\u7b49\u7ea7\u964d\u7ea7\u3001HTTP\/2\u6d41\u63a7\u5236\u963b\u585e\u7b49\u9690\u5f62\u95ee\u9898\u3002\u67d0\u8f66\u8054\u7f51\u5e73\u53f0\u901a\u8fc7\u534f\u8bae\u7ea7\u76d1\u63a7\uff0c\u5c06OTA\u5347\u7ea7\u5931\u8d25\u7387\u4ece9.3%\u964d\u81f30.8%\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u4e1a\u52a1\u8bed\u4e49\u6620\u5c04<\/strong><br \/>\n\u5c06\u5e95\u5c42\u6307\u6807\u8f6c\u5316\u4e3a\u4e1a\u52a1\u8bed\u8a00\uff1a\u6e29\u6e7f\u5ea6\u4f20\u611f\u5668\u7684\u6807\u51c6\u5dee\u6269\u5927\uff0c\u53ef\u80fd\u610f\u5473\u7740\u51b7\u94fe\u7269\u6d41\u4e2d\u7684\u836f\u54c1\u53d8\u8d28\u98ce\u9669\uff1b\u52a0\u901f\u5ea6\u8ba1\u7684\u5f02\u5e38\u5cf0\u503c\uff0c\u53ef\u80fd\u6697\u793a\u98ce\u529b\u53d1\u7535\u673a\u53f6\u7247\u7684\u7ed3\u6784\u635f\u4f24\u3002<\/p>\n<\/li>\n<\/ol>\n<hr>\n<h3 id=\"\u4e09-\u53ef\u89c2\u6d4b\u6027\u9a71\u52a8\u7684iot\u7cfb\u7edf\u8fdb\u5316\">\u4e09\u3001\u53ef\u89c2\u6d4b\u6027\u9a71\u52a8\u7684IoT\u7cfb\u7edf\u8fdb\u5316<\/h3>\n<p>\u5f53\u89c2\u6d4b\u6570\u636e\u4e0e\u63a7\u5236\u7cfb\u7edf\u5f62\u6210\u95ed\u73af\uff0c\u7269\u8054\u7f51\u5f00\u59cb\u5c55\u73b0\u771f\u6b63\u7684\u667a\u80fd\u5c5e\u6027\u3002\u4e09\u4e2a\u5178\u578b\u573a\u666f\u63ed\u793a\u5176\u53d8\u9769\u4ef7\u503c\uff1a<\/p>\n<p><strong>1. <a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6545\u969c<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a><\/a>\u7684\u8303\u5f0f\u8f6c\u53d8<\/strong><br \/>\n\u4f20\u7edf\u57fa\u4e8e\u9608\u503c\u7684\u544a\u8b66\u673a\u5236\uff0c\u5728\u5e94\u5bf9\u7269\u8054\u7f51\u590d\u6742\u6545\u969c\u65f6\u5f80\u5f80\u4ea7\u751f&rdquo;\u544a\u8b66\u98ce\u66b4&rdquo;\u3002\u901a\u8fc7<strong>\u62d3\u6251\u611f\u77e5\u7684\u56e0\u679c\u63a8\u65ad\u5f15\u64ce<\/strong>\uff0c\u67d0\u667a\u6167\u6c34\u52a1\u7cfb\u7edf\u5728\u7ba1\u7f51\u538b\u529b\u7a81\u964d\u4e8b\u4ef6\u4e2d\uff0c\u4ec5\u752823\u79d2\u5c31\u9501\u5b9a\u662f\u67d0\u4e2aNB-IoT\u6c34\u8868\u7535\u6c60\u8017\u5c3d\u5f15\u53d1\u7684\u591a\u7c73\u8bfa\u6548\u5e94\uff0c\u800c\u5e38\u89c4\u65b9\u6cd5\u9700\u8981\u4eba\u5de5\u6392\u67e54\u5c0f\u65f6\u3002<\/p>\n<p><strong>2. \u8d44\u6e90\u8c03\u5ea6\u7684\u52a8\u6001\u4f18\u5316<\/strong><br \/>\n\u7ed3\u5408\u8fb9\u7f18\u8282\u70b9\u7684\u89c2\u6d4b\u6570\u636e\uff0cAI\u8c03\u5ea6\u5668\u53ef\u5b9e\u65f6\u8c03\u6574\u8ba1\u7b97\u4efb\u52a1\u5206\u914d\u3002\u5728\u81ea\u52a8\u9a7e\u9a76\u8def\u4fa7\u5355\u5143\uff08RSU\uff09\u96c6\u7fa4\u4e2d\uff0c\u8fd9\u79cd\u80fd\u529b\u4f7fGPU\u5229\u7528\u7387\u63d0\u534741%\uff0c\u540c\u65f6\u5c06\u7aef\u5230\u7aef\u65f6\u5ef6\u63a7\u5236\u572812ms\u4ee5\u5185\u3002<\/p>\n<p><strong>3. \u5b89\u5168\u9632\u62a4\u7684\u4e3b\u52a8\u5347\u7ea7<\/strong><br \/>\n\u8bbe\u5907\u6307\u7eb9\u5e93\u4e0e\u884c\u4e3a\u57fa\u7ebf\u5efa\u6a21\uff0c\u53ef\u8bc6\u522b\u4f2a\u88c5\u6210\u5408\u6cd5\u5fc3\u8df3\u5305\u7684DDOS\u653b\u51fb\u3002\u67d0\u667a\u80fd\u7535\u7f51\u5728\u90e8\u7f72\u89c2\u6d4b\u5e73\u53f0\u540e\uff0c\u6210\u529f\u963b\u65ad\u9488\u5bf9\u667a\u80fd\u7535\u8868\u7684\u6076\u610f\u56fa\u4ef6\u5347\u7ea7\u8bf7\u6c42\uff0c\u907f\u514d3000+\u8bbe\u5907\u88ab\u63a7\u98ce\u9669\u3002<\/p>\n<hr>\n<h3 id=\"\u56db-\u6784\u5efaiot\u53ef\u89c2\u6d4b\u4f53\u7cfb\u7684\u6280\u672f\u5b9e\u8df5\">\u56db\u3001\u6784\u5efaIoT\u53ef\u89c2\u6d4b\u4f53\u7cfb\u7684\u6280\u672f\u5b9e\u8df5<\/h3>\n<p>\u5b9e\u73b0\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u9700\u8981\u8de8\u8d8a\u4e09\u91cd\u6280\u672f\u9e3f\u6c9f\uff1a<\/p>\n<p><strong>1. \u8f7b\u91cf\u5316\u6570\u636e\u91c7\u96c6<\/strong><br \/>\n\u91c7\u7528eBPF\u6280\u672f\u5bf9\u5d4c\u5165\u5f0fLinux\u8bbe\u5907\u8fdb\u884c\u65e0\u4fb5\u5165\u5f0f\u76d1\u63a7\uff0c\u8d44\u6e90\u5360\u7528\u63a7\u5236\u57283% CPU\/5MB\u5185\u5b58\u4ee5\u5185\uff1b\u5bf9\u4e8e\u8d44\u6e90\u53d7\u9650\u7684MCU\u8bbe\u5907\uff0c\u5219\u901a\u8fc7<strong>\u81ea\u9002\u5e94\u91c7\u6837\u7b97\u6cd5<\/strong>\u52a8\u6001\u8c03\u6574\u6570\u636e\u4e0a\u62a5\u9891\u7387\u3002<\/p>\n<p><strong>2. \u5f02\u6784\u6570\u636e\u878d\u5408<\/strong><br \/>\n\u5efa\u7acb\u7edf\u4e00\u7684\u89c2\u6d4b\u6570\u636e\u6a21\u578b\uff08ODM\uff09\uff0c\u5c06Modbus\u5bc4\u5b58\u5668\u503c\u3001\u89c6\u9891\u6d41\u5143\u6570\u636e\u3001Kafka\u6d88\u606f\u504f\u79fb\u91cf\u7b49\u5f02\u6784\u6570\u636e\u8f6c\u6362\u4e3a\u6807\u51c6\u5316\u4e8b\u4ef6\u6d41\u3002OpenTelemetry\u9879\u76ee\u7684\u6700\u65b0\u8fdb\u5c55\u663e\u793a\uff0c\u8be5\u6a21\u578b\u53ef\u4f7f\u6570\u636e\u5173\u8054\u6548\u7387\u63d0\u534718\u500d\u3002<\/p>\n<p><strong>3. \u667a\u80fd\u5206\u6790\u5f15\u64ce<\/strong><br \/>\n\u65f6\u5e8f\u5f02\u5e38\u68c0\u6d4b\u7b97\u6cd5\u9700\u540c\u65f6\u5904\u7406\u8bbe\u5907\u91cd\u542f\u9020\u6210\u7684\u6570\u503c\u8df3\u53d8\u3001\u5b63\u8282\u56e0\u7d20\u5bfc\u81f4\u7684\u6570\u636e\u5468\u671f\u6027\u6ce2\u52a8\u3002Facebook\u5f00\u53d1\u7684Prophet\u6a21\u578b\u5728\u9884\u6d4b\u667a\u80fd\u7535\u8868\u6570\u636e\u8d8b\u52bf\u65f6\uff0c\u51c6\u786e\u7387\u8fbe\u523092.7%\uff0c\u8fdc\u8d85\u4f20\u7edfARIMA\u65b9\u6cd5\u3002<\/p>\n<hr>\n<h3 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