{"id":36057,"date":"2025-03-26T14:11:57","date_gmt":"2025-03-26T06:11:57","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=36057"},"modified":"2025-03-26T14:11:57","modified_gmt":"2025-03-26T06:11:57","slug":"%e4%ba%91%e7%bd%91%e5%88%86%e6%9e%90%e5%a6%82%e4%bd%95%e5%b8%ae%e5%8a%a9%e4%bc%81%e4%b8%9a%e5%ba%94%e5%af%b9%e7%bd%91%e7%bb%9c%e5%ae%89%e5%85%a8%e5%a8%81%e8%83%81%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/36057.html","title":{"rendered":"\u4e91\u7f51\u5206\u6790\u5982\u4f55\u5e2e\u52a9\u4f01\u4e1a\u5e94\u5bf9\u7f51\u7edc\u5b89\u5168\u5a01\u80c1\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/Id27xH.jpg\" alt=\"\u4e91\u7f51\u5206\u6790\u5982\u4f55\u5e2e\u52a9\u4f01\u4e1a\u5e94\u5bf9\u7f51\u7edc\u5b89\u5168\u5a01\u80c1\uff1f\" ><\/p>\n<\/p>\n<hr>\n<p><strong>\u524d\u8a00<\/strong><br \/>\n\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u4f01\u4e1a\u7f51\u7edc\u67b6\u6784\u65e5\u76ca\u590d\u6742\uff0c\u653b\u51fb\u9762\u4e5f\u5448\u6307\u6570\u7ea7\u6269\u5927\u3002\u636e\u300a2023\u5e74\u5168\u7403\u7f51\u7edc\u5b89\u5168\u62a5\u544a\u300b\u663e\u793a\uff0c<strong>\u5168\u7403\u5e73\u5747\u6bcf11\u79d2\u53d1\u751f\u4e00\u6b21\u7f51\u7edc\u653b\u51fb<\/strong>\uff0c\u800c\u4f20\u7edf\u5b89\u5168\u9632\u5fa1\u624b\u6bb5\u7684\u6ede\u540e\u6027\uff0c\u8ba9\u4f01\u4e1a\u9677\u5165\u201c\u88ab\u52a8\u6328\u6253\u201d\u7684\u56f0\u5883\u3002\u5728\u6b64\u80cc\u666f\u4e0b\uff0c<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u4e91\u7f51\u5206\u6790<\/a>\uff08Cloud Network Analysis\uff09<\/strong>\u51ed\u501f\u5176<em>\u5b9e\u65f6\u6027\u3001\u667a\u80fd\u5316\u548c\u5168\u5c40\u89c6\u89d2<\/em>\uff0c\u6b63\u5728\u6210\u4e3a\u4f01\u4e1a\u6784\u5efa\u4e3b\u52a8\u9632\u5fa1\u4f53\u7cfb\u7684\u6838\u5fc3\u6b66\u5668\u3002\u672c\u6587\u5c06\u4ece\u6280\u672f\u539f\u7406\u3001\u5e94\u7528\u573a\u666f\u4e0e\u5b9e\u6218\u4ef7\u503c\u4e09\u4e2a\u7ef4\u5ea6\uff0c\u89e3\u6790<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u4e91\u7f51\u5206\u6790<\/a>\u5982\u4f55\u5e2e\u52a9\u4f01\u4e1a\u7cbe\u51c6\u8bc6\u522b\u5a01\u80c1\u3001\u5feb\u901f\u54cd\u5e94\u653b\u51fb\uff0c\u5e76\u6784\u5efa\u52a8\u6001\u5b89\u5168\u7684\u672a\u6765\u7f51\u7edc\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u4e91\u7f51\u5206\u6790-\u4ece-\u88ab\u52a8\u9632\u5fa1-\u5230-\u4e3b\u52a8\u72e9\u730e-\u7684\u6280\u672f\u8dc3\u8fc1\">\u4e00\u3001\u4e91\u7f51\u5206\u6790\uff1a\u4ece\u201c\u88ab\u52a8\u9632\u5fa1\u201d\u5230\u201c\u4e3b\u52a8\u72e9\u730e\u201d\u7684\u6280\u672f\u8dc3\u8fc1<\/h3>\n<p>\u4f20\u7edf\u7f51\u7edc\u5b89\u5168\u4f9d\u8d56\u9632\u706b\u5899\u3001\u5165\u4fb5\u68c0\u6d4b\u7cfb\u7edf\uff08IDS\uff09\u7b49\u5355\u70b9\u5de5\u5177\uff0c\u4f46\u8fd9\u4e9b\u6280\u672f\u5b58\u5728\u4e24\u5927\u77ed\u677f\uff1a<strong>\u4e00\u662f\u6570\u636e\u5b64\u5c9b\u5bfc\u81f4\u5a01\u80c1\u53ef\u89c1\u6027\u4f4e<\/strong>\uff0c\u4e8c\u662f\u54cd\u5e94\u901f\u5ea6\u96be\u4ee5\u5339\u914d\u81ea\u52a8\u5316\u653b\u51fb\u3002\u800c\u4e91\u7f51\u5206\u6790\u901a\u8fc7\u6574\u5408\u4e91\u7aef\u4e0e\u672c\u5730\u7f51\u7edc\u7684\u5168\u6d41\u91cf\u6570\u636e\uff0c\u7ed3\u5408\u673a\u5668\u5b66\u4e60\uff08ML\uff09\u548c\u884c\u4e3a\u5206\u6790\u6280\u672f\uff0c\u5b9e\u73b0\u4e86\u4e09\u5927\u7a81\u7834\uff1a<\/p>\n<ol>\n<li>\n<p><strong>\u5168\u6d41\u91cf\u91c7\u96c6\u4e0e\u5173\u8054\u5206\u6790<\/strong><br \/>\n\u4e91\u7f51\u5206\u6790\u5e73\u53f0\u80fd\u591f\u5b9e\u65f6\u6355\u83b7\u7f51\u7edc\u6d41\u91cf\u3001\u65e5\u5fd7\u3001\u7ec8\u7aef\u884c\u4e3a\u7b49\u591a\u7ef4\u5ea6\u6570\u636e\uff0c\u5e76\u901a\u8fc7\u7edf\u4e00\u7684\u6570\u636e\u6e56\u8fdb\u884c\u6e05\u6d17\u548c\u5173\u8054\u3002\u4f8b\u5982\uff0c\u67d0\u91d1\u878d\u4f01\u4e1a\u901a\u8fc7\u5206\u6790\u4e91\u670d\u52a1\u5668\u4e0e\u5185\u90e8\u6570\u636e\u5e93\u7684\u5f02\u5e38\u901a\u4fe1\u6a21\u5f0f\uff0c\u6210\u529f\u8bc6\u522b\u51fa\u4e00\u8d77\u6f5c\u4f0f\u6570\u6708\u7684APT\u653b\u51fb\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u52a8\u6001\u57fa\u7ebf\u5efa\u6a21<\/strong><br \/>\n\u4f20\u7edf\u89c4\u5219\u5e93\u4f9d\u8d56\u5df2\u77e5\u653b\u51fb\u7279\u5f81\uff0c\u800c\u4e91\u7f51\u5206\u6790\u901a\u8fc7\u5efa\u7acb\u7528\u6237\u3001\u8bbe\u5907\u3001\u5e94\u7528\u7684<strong>\u52a8\u6001\u884c\u4e3a\u57fa\u7ebf<\/strong>\uff0c\u53ef\u81ea\u52a8\u8bc6\u522b\u504f\u79bb\u6b63\u5e38\u6a21\u5f0f\u7684\u5f02\u5e38\u6d3b\u52a8\u3002\u4f8b\u5982\uff0c\u67d0\u96f6\u552e\u4f01\u4e1a\u53d1\u73b0\u67d0\u5458\u5de5\u8d26\u53f7\u5728\u975e\u5de5\u4f5c\u65f6\u95f4\u9ad8\u9891\u8bbf\u95ee\u654f\u611f\u6570\u636e\uff0c\u6700\u7ec8\u963b\u6b62\u4e86\u5185\u90e8\u6570\u636e\u6cc4\u9732\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5a01\u80c1\u60c5\u62a5\u534f\u540c<\/strong><br \/>\n\u4e91\u7f51\u5206\u6790\u5e73\u53f0\u6574\u5408\u5168\u7403\u5a01\u80c1\u60c5\u62a5\u5e93\uff08\u5982MITRE ATT&amp;CK\u6846\u67b6\uff09\uff0c\u7ed3\u5408\u4f01\u4e1a\u5185\u90e8\u6570\u636e\u751f\u6210\u5b9a\u5236\u5316\u98ce\u9669\u753b\u50cf\u3002\u8fd9\u79cd*\u5185\u5916\u8054\u52a8*\u7684\u673a\u5236\uff0c\u4f7f\u5f97\u96f6\u65e5\u6f0f\u6d1e\u5229\u7528\u3001\u9493\u9c7c\u653b\u51fb\u7b49\u65b0\u578b\u5a01\u80c1\u65e0\u6240\u9041\u5f62\u3002<\/p>\n<\/li>\n<\/ol>\n<hr>\n<h3 id=\"\u4e8c-\u5b9e\u6218\u573a\u666f-\u4e91\u7f51\u5206\u6790\u5982\u4f55\u5316\u89e3\u56db\u5927\u5b89\u5168\u6311\u6218\">\u4e8c\u3001\u5b9e\u6218\u573a\u666f\uff1a\u4e91\u7f51\u5206\u6790\u5982\u4f55\u5316\u89e3\u56db\u5927\u5b89\u5168\u6311\u6218<\/h3>\n<h4 id=\"1-\u5e94\u5bf9\u52d2\u7d22\u8f6f\u4ef6-\u7f29\u77ed-\u9a7b\u7559\u65f6\u95f4\">1. <strong>\u5e94\u5bf9\u52d2\u7d22\u8f6f\u4ef6\uff1a\u7f29\u77ed\u201c\u9a7b\u7559\u65f6\u95f4\u201d<\/strong><\/h4>\n<p>\u52d2\u7d22\u8f6f\u4ef6\u653b\u51fb\u901a\u5e38\u7ecf\u5386\u4fa6\u5bdf\u3001\u6a2a\u5411\u79fb\u52a8\u3001\u6570\u636e\u52a0\u5bc6\u4e09\u4e2a\u9636\u6bb5\u3002\u4e91\u7f51\u5206\u6790\u901a\u8fc7*\u52a0\u5bc6\u6d41\u91cf\u89e3\u6790*\u548c\u6a2a\u5411\u6d41\u91cf\u76d1\u6d4b\uff0c\u53ef\u5728\u653b\u51fb\u8005\u6a2a\u5411\u6269\u6563\u524d\u53d1\u51fa\u9884\u8b66\u3002\u67d0\u5236\u9020\u4f01\u4e1a\u66fe\u501f\u52a9\u4e91\u7f51\u5206\u6790\u5de5\u5177\uff0c\u5728\u653b\u51fb\u8005\u5c1d\u8bd5\u901a\u8fc7SMB\u534f\u8bae\u6e17\u900f\u5907\u4efd\u670d\u52a1\u5668\u65f6\u89e6\u53d1\u544a\u8b66\uff0c\u5c06\u5e73\u5747\u68c0\u6d4b\u65f6\u95f4\uff08MTTD\uff09\u4ece72\u5c0f\u65f6\u964d\u81f315\u5206\u949f\u3002<\/p>\n<h4 id=\"2-\u963b\u65ad\u6570\u636e\u6cc4\u9732-\u4ece-\u6743\u9650\u6ee5\u7528-\u5230-\u9690\u853d\u5916\u4f20\">2. <strong>\u963b\u65ad\u6570\u636e\u6cc4\u9732\uff1a\u4ece\u201c\u6743\u9650\u6ee5\u7528\u201d\u5230\u201c\u9690\u853d\u5916\u4f20\u201d<\/strong><\/h4>\n<p>\u5185\u90e8\u5a01\u80c1\u548c\u4f9b\u5e94\u94fe\u653b\u51fb\u5e38\u901a\u8fc7\u5408\u6cd5\u901a\u9053\u5916\u4f20\u6570\u636e\u3002\u4e91\u7f51\u5206\u6790\u80fd\u8bc6\u522b\u5f02\u5e38\u6570\u636e\u5305\u5927\u5c0f\u3001\u9891\u7387\u53ca\u76ee\u7684\u5730\u3002\u4f8b\u5982\uff0c\u67d0\u533b\u7597\u4f01\u4e1a\u53d1\u73b0\u67d0\u8bbe\u5907\u4ee5HTTP\u534f\u8bae\u6301\u7eed\u4e0a\u4f20\u5c0f\u6587\u4ef6\u81f3\u5883\u5916IP\uff0c\u7ecf\u67e5\u5b9e\u4e3a\u7b2c\u4e09\u65b9\u7ef4\u62a4\u5de5\u5177\u88ab\u690d\u5165\u540e\u95e8\uff0c\u53ca\u65f6\u907f\u514d\u4e86\u60a3\u8005\u9690\u79c1\u6cc4\u9732\u3002<\/p>\n<h4 id=\"3-\u4e91\u539f\u751f\u73af\u5883\u4e0b\u7684\u5fae\u670d\u52a1\u5b89\u5168\">3. <strong>\u4e91\u539f\u751f\u73af\u5883\u4e0b\u7684\u5fae\u670d\u52a1\u5b89\u5168<\/strong><\/h4>\n<p>\u5bb9\u5668\u3001Serverless\u7b49\u4e91\u539f\u751f\u6280\u672f\u52a0\u5267\u4e86\u4e1c\u897f\u5411\u6d41\u91cf\u98ce\u9669\u3002\u4e91\u7f51\u5206\u6790\u901a\u8fc7*\u670d\u52a1\u7f51\u683c\uff08Service Mesh\uff09*\u76d1\u63a7\u5fae\u670d\u52a1\u95f4\u901a\u4fe1\uff0c\u7ed3\u5408\u7b56\u7565\u81ea\u52a8\u6267\u884c\u9694\u79bb\u52a8\u4f5c\u3002\u67d0\u7535\u5546\u5e73\u53f0\u5728Kubernetes\u96c6\u7fa4\u4e2d\u68c0\u6d4b\u5230\u67d0Pod\u5f02\u5e38\u8fde\u63a5\u52a0\u5bc6\u8d27\u5e01\u77ff\u6c60\uff0c\u7acb\u5373\u5b9e\u65bd\u670d\u52a1\u7194\u65ad\uff0c\u907f\u514d\u7b97\u529b\u8d44\u6e90\u88ab\u52ab\u6301\u3002<\/p>\n<h4 id=\"4-iot-ot\u8bbe\u5907\u7684\u9690\u5f62\u5a01\u80c1\">4. <strong>IoT\/OT\u8bbe\u5907\u7684\u9690\u5f62\u5a01\u80c1<\/strong><\/h4>\n<p>\u5de5\u4e1a\u7269\u8054\u7f51\u8bbe\u5907\u56e0\u534f\u8bae\u8001\u65e7\u3001\u96be\u4ee5\u6253\u8865\u4e01\uff0c\u6210\u4e3a\u653b\u51fb\u8df3\u677f\u3002\u4e91\u7f51\u5206\u6790\u901a\u8fc7\u89e3\u6790Modbus\u3001DNP3\u7b49\u5de5\u63a7\u534f\u8bae\uff0c\u7ed3\u5408\u8bbe\u5907\u6307\u7eb9\u5e93\uff0c\u53ef\u8bc6\u522b\u4f2a\u88c5\u6210\u5408\u6cd5\u6307\u4ee4\u7684\u6076\u610f\u64cd\u4f5c\u3002\u67d0\u80fd\u6e90\u4f01\u4e1a\u66fe\u963b\u65ad\u4e00\u8d77\u9488\u5bf9\u98ce\u529b\u53d1\u7535\u673a\u7ec4\u7684\u865a\u5047\u6570\u636e\u6ce8\u5165\u653b\u51fb\uff0c\u907f\u514d\u7535\u7f51\u7a33\u5b9a\u6027\u53d7\u635f\u3002<\/p>\n<hr>\n<h3 id=\"\u4e09-\u6280\u672f\u7eb5\u6df1-ai\u9a71\u52a8\u7684\u4e91\u7f51\u5206\u6790\u6f14\u8fdb\u65b9\u5411\">\u4e09\u3001\u6280\u672f\u7eb5\u6df1\uff1aAI\u9a71\u52a8\u7684\u4e91\u7f51\u5206\u6790\u6f14\u8fdb\u65b9\u5411<\/h3>\n<p>\u4e3a\u5e94\u5bf9\u65e5\u76ca\u590d\u6742\u7684\u5a01\u80c1\uff0c\u4e91\u7f51\u5206\u6790\u6b63\u4e0e\u524d\u6cbf\u6280\u672f\u6df1\u5ea6\u878d\u5408\uff0c\u5f62\u6210\u66f4\u5f3a\u5927\u7684\u9632\u5fa1\u80fd\u529b\uff1a<\/p>\n<ul>\n<li>\n<p><strong>\u56fe\u8ba1\u7b97\uff08Graph Computing\uff09<\/strong><br \/>\n\u5c06\u7f51\u7edc\u5b9e\u4f53\uff08\u7528\u6237\u3001IP\u3001\u5e94\u7528\uff09\u7684\u5173\u7cfb\u5efa\u6a21\u4e3a\u56fe\u7ed3\u6784\uff0c\u901a\u8fc7\u793e\u7fa4\u53d1\u73b0\u7b97\u6cd5\u8bc6\u522b\u9690\u853d\u653b\u51fb\u56e2\u4f19\u3002\u4f8b\u5982\uff0c\u67d0\u94f6\u884c\u901a\u8fc7\u5206\u6790\u6570\u5343\u4e07\u6761\u767b\u5f55\u8bb0\u5f55\u7684\u5173\u7cfb\u56fe\u8c31\uff0c\u6316\u51fa\u4e00\u4e2a\u5229\u752850\u4e2a\u5080\u5121\u8d26\u53f7\u7684\u649e\u5e93\u653b\u51fb\u94fe\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u56e0\u679c\u63a8\u7406\uff08Causal Inference\uff09<\/strong><br \/>\n\u7a81\u7834\u4f20\u7edf\u76f8\u5173\u6027\u5206\u6790\uff0c\u8ffd\u6eaf\u653b\u51fb\u94fe\u7684\u6839\u672c\u539f\u56e0\u3002\u5f53\u67d0\u6b21SQL\u6ce8\u5165\u653b\u51fb\u88ab\u62e6\u622a\u65f6\uff0c\u7cfb\u7edf\u53ef\u81ea\u52a8\u56de\u6eaf\u5230\u672a\u4fee\u590d\u7684Web\u6846\u67b6\u6f0f\u6d1e\uff0c\u63a8\u52a8\u6f0f\u6d1e\u4f18\u5148\u7ea7\u6cbb\u7406\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u8054\u90a6\u5b66\u4e60\uff08Federated Learning\uff09<\/strong><br \/>\n\u5728\u4fdd\u62a4\u6570\u636e\u9690\u79c1\u7684\u524d\u63d0\u4e0b\uff0c\u8de8\u4f01\u4e1a\u5171\u4eab\u5a01\u80c1\u6a21\u5f0f\u3002\u4f8b\u5982\uff0c\u591a\u5bb6\u91d1\u878d\u673a\u6784\u8054\u5408\u8bad\u7ec3\u5f02\u5e38\u4ea4\u6613\u68c0\u6d4b\u6a21\u578b\uff0c\u4f7f\u9493\u9c7c\u653b\u51fb\u8bc6\u522b\u51c6\u786e\u7387\u63d0\u534737%\u3002<\/p>\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u56db-\u843d\u5730\u6307\u5357-\u4f01\u4e1a\u90e8\u7f72\u4e91\u7f51\u5206\u6790\u7684\u5173\u952e\u6b65\u9aa4\">\u56db\u3001\u843d\u5730\u6307\u5357\uff1a\u4f01\u4e1a\u90e8\u7f72\u4e91\u7f51\u5206\u6790\u7684\u5173\u952e\u6b65\u9aa4<\/h3>\n<ol>\n<li>\n<p><strong>\u660e\u786e\u9700\u6c42\u4e0e\u6570\u636e\u6e90\u6574\u5408<\/strong><br \/>\n\u6839\u636e\u4e1a\u52a1\u7c7b\u578b\uff08\u5982\u91d1\u878d\u3001\u5236\u9020\u3001\u653f\u52a1\uff09\u786e\u5b9a\u91cd\u70b9\u9632\u62a4\u573a\u666f\uff0c\u5e76\u6253\u901a\u4e91\u670d\u52a1\u5546\u65e5\u5fd7\u3001\u7ec8\u7aefEDR\u6570\u636e\u3001\u7f51\u7edc\u6d41\u91cf\u955c\u50cf\u7b49\u8f93\u5165\u6e90\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u9009\u62e9\u9002\u914d\u7684\u6280\u672f\u67b6\u6784<\/strong><br \/>\n\u4e2d\u5c0f\u578b\u4f01\u4e1a\u53ef\u91c7\u7528SaaS\u5316\u4e91\u7f51\u5206\u6790\u670d\u52a1\uff08\u5982Microsoft Sentinel\u3001AWS Security 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\/>\n\u5b9a\u671f\u9a8c\u8bc1\u68c0\u6d4b\u89c4\u5219\u7684\u6709\u6548\u6027\uff0c\u907f\u514d\u8bef\u62a5\u6f0f\u62a5\uff1b\u540c\u65f6\u57f9\u517b\u5177\u5907\u7f51\u7edc\u534f\u8bae\u5206\u6790\u3001\u673a\u5668\u5b66\u4e60\u80fd\u529b\u7684\u590d\u5408\u578b\u5b89\u5168\u56e2\u961f\u3002<\/p>\n<\/li>\n<\/ol>\n<hr>\n<p><strong>\u6ce8<\/strong>\uff1a\u6587\u4e2d\u6d89\u53ca\u7684\u884c\u4e1a\u6848\u4f8b\u5747\u57fa\u4e8e\u516c\u5f00\u62a5\u9053\u6539\u7f16\uff0c\u6838\u5fc3\u6280\u672f\u539f\u7406\u5df2\u505a\u8131\u654f\u5904\u7406\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 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