{"id":99719,"date":"2026-09-03T07:33:32","date_gmt":"2026-09-02T23:33:32","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/99719.html"},"modified":"2026-09-03T07:33:32","modified_gmt":"2026-09-02T23:33:32","slug":"%e7%94%a8%e4%ba%8e%e8%af%84%e4%bc%b0%e9%93%b6%e8%a1%8c%e9%83%a8%e9%97%a8nids%e6%95%b0%e6%8d%ae%e9%9b%86%e5%af%b9mitre-attck%e6%8a%80%e6%9c%af%e8%a6%86%e7%9b%96%e7%9a%84%e5%a4%9allm%e5%85%b1","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/99719.html","title":{"rendered":"\u7528\u4e8e\u8bc4\u4f30\u94f6\u884c\u90e8\u95e8NIDS\u6570\u636e\u96c6\u5bf9MITRE ATT&amp;CK\u6280\u672f\u8986\u76d6\u7684\u591aLLM\u5171\u8bc6\u6846\u67b6"},"content":{"rendered":"<p>\u5927\u5bb6\u8bfb\u5b8c\u89c9\u5f97\u6709\u5e2e\u52a9\u8bb0\u5f97\u5173\u6ce8\u548c\u70b9\u8d5e&#xff01;&#xff01;&#xff01;<\/p>\n<p>\u6458\u8981&#xff1a;\u00a0\u5168\u7403\u94f6\u884c\u7f51\u7edc\u7684\u7cfb\u7edf\u6027\u5173\u952e\u6027\u4f7f\u5176\u6210\u4e3a\u9ad8\u7ea7\u6301\u7eed\u6027\u5a01\u80c1\u7684\u9ad8\u4f18\u5148\u7ea7\u76ee\u6807&#xff0c;\u8fd9\u5c31\u9700\u8981\u7f51\u7edc\u5165\u4fb5\u68c0\u6d4b\u7cfb\u7edf&#xff08;NIDS&#xff09;\u7684\u8fd0\u8425\u6709\u6548\u6027\u5fc5\u987b\u8d85\u8d8a\u7edf\u8ba1\u51c6\u786e\u6027\u3002\u7136\u800c&#xff0c;\u5728\u5b9e\u9a8c\u6027NIDS\u6027\u80fd\u4e0e\u5b9e\u9645\u6709\u6548\u6027\u4e4b\u95f4&#xff0c;\u4ecd\u7136\u5b58\u5728\u663e\u8457\u7684\u9a8c\u8bc1\u5dee\u8ddd&#xff1a;\u5728\u6807\u51c6\u57fa\u51c6\u4e0a\u8fbe\u5230\u9ad8\u51c6\u786e\u7387\u7684NIDS\u6a21\u578b&#xff0c;\u5f80\u5f80\u5728\u8fd0\u8425\u94f6\u884c\u73af\u5883\u4e2d\u5931\u6548&#xff0c;\u56e0\u4e3a\u901a\u7528\u6570\u636e\u96c6\u7f3a\u4e4f\u771f\u5b9e\u91d1\u878d\u5a01\u80c1\u6240\u7279\u6709\u7684\u884c\u4e1a\u7279\u5b9a\u6a21\u5f0f&#xff0c;\u5982SWIFT\u548cATM\u76f8\u5173\u5165\u4fb5\u3002\u4e3a\u89e3\u51b3\u6b64\u95ee\u9898&#xff0c;\u672c\u6587\u7814\u7a76\u4e86\u4e00\u79cd\u884c\u4e1a\u611f\u77e5\u8bc4\u4f30\u65b9\u6cd5&#xff0c;\u8be5\u65b9\u6cd5\u7cfb\u7edf\u6027\u5730\u8bc4\u4f30\u73b0\u6709NIDS\u57fa\u51c6\u6570\u636e\u96c6\u5728\u591a\u5927\u7a0b\u5ea6\u4e0a\u8986\u76d6\u4e86\u4e0e\u94f6\u884c\u57fa\u7840\u8bbe\u65bd\u6700\u76f8\u5173\u7684\u653b\u51fb\u884c\u4e3a\u3002\u8be5\u65b9\u6cd5\u5c06MITRE ATT&amp;CK\u77e5\u8bc6\u5e93\u4e2d\u8bb0\u5f55\u7684\u653b\u51fb\u8005\u884c\u4e3a\u6620\u5c04\u5230NIDS\u57fa\u51c6&#xff0c;\u540c\u65f6\u5f3a\u5236\u5b9e\u65bdNIST SP 800-94\u5b9a\u4e49\u7684\u771f\u5b9e\u4f20\u611f\u5668\u9650\u5236\u3002\u5229\u7528\u4e00\u4e2a\u5305\u542b\u56db\u79cd\u6700\u5148\u8fdb\u6a21\u578b\u7684\u591aLLM\u5171\u8bc6\u5f15\u64ce&#xff0c;\u6211\u4eec\u8bc4\u4f30\u4e86210\u79cd\u94f6\u884c\u7279\u5b9a adversary \u6280\u672f&#xff0c;\u5f97\u51fa\u4e86\u4e00\u4e2a\u5305\u542b68\u79cd\u7f51\u7edc\u53ef\u89c2\u5bdf\u884c\u4e3a\u7684\u57fa\u7ebf&#xff0c;\u7528\u4e8e\u7cfb\u7edf\u6027\u7684\u8986\u76d6\u5206\u6790\u3002\u5bf9\u4e94\u4e2a\u57fa\u51c6\u6570\u636e\u96c6\u7684\u8bc4\u4f30\u7ed3\u679c\u8868\u660e&#xff0c;UNSW-NB15\u4ee582.2%\u7684\u52a0\u6743\u8986\u76d6\u5f97\u5206\u83b7\u5f97\u4e86\u6700\u9ad8\u7684\u6548\u7528&#xff08;\u5c3d\u7ba1\u53ea\u670918.4%\u53cd\u6620\u4e86\u76f4\u63a5\u7684\u3001\u6280\u672f\u5c42\u9762\u7684\u8bc1\u636e&#xff09;&#xff0c;\u800cCIC-DDoS2019\u5219\u663e\u793a\u51fa\u5bf9\u6838\u5fc3\u94f6\u884c\u884c\u4e3a89.9%\u7684\u76f2\u533a\u3002\u8fd9\u4e9b\u53d1\u73b0\u4e3a\u884c\u4e1a\u611f\u77e5\u7684NIDS\u8bc4\u4f30\u5efa\u7acb\u4e86\u53ef\u590d\u73b0\u7684\u57fa\u7840&#xff0c;\u5e76\u7a81\u663e\u4e86\u5bf9\u94f6\u884c\u539f\u751f\u6570\u636e\u96c6\u7684\u8feb\u5207\u9700\u6c42\u3002<\/p>\n<p>\u5173\u952e\u8bcd&#xff1a;\u00a0\u7f51\u7edc\u5165\u4fb5\u68c0\u6d4b\u7cfb\u7edf&#xff08;NIDS&#xff09;\u00b7 \u94f6\u884c\u5b89\u5168 \u00b7 \u7f51\u7edc\u5b89\u5168 \u00b7 MITRE ATT&amp;CK \u00b7 \u5927\u578b\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n<p>1 \u5f15\u8a00<\/p>\n<p>\u73b0\u4ee3\u94f6\u884c\u57fa\u7840\u8bbe\u65bd\u6784\u6210\u4e86\u5168\u7403\u91d1\u878d\u7a33\u5b9a\u7684\u652f\u67f1&#xff0c;\u901a\u8fc7\u5305\u62ecSWIFT\u3001\u5b9e\u65f6\u5168\u989d\u7ed3\u7b97&#xff08;RTGS&#xff09;\u7cfb\u7edf\u548c\u81ea\u52a8\u67dc\u5458\u673a&#xff08;ATM&#xff09;\u7f51\u7edc\u5728\u5185\u7684\u4e92\u8054\u7f51\u7edc\u4fc3\u8fdb\u9ad8\u4ef7\u503c\u4ea4\u6613[4,7]\u3002\u8fd9\u79cd\u6570\u5b57\u5316\u8f6c\u578b\u5728\u63d0\u9ad8\u8fd0\u8425\u6548\u7387\u7684\u540c\u65f6&#xff0c;\u4e5f\u6269\u5927\u4e86\u590d\u6742\u5bf9\u624b\u7684\u653b\u51fb\u9762\u3002\u8fd1\u671f\u7531APT38\u3001Lazarus\u548cCarbanak\u7b49\u7ec4\u7ec7\u53d1\u8d77\u7684\u653b\u51fb\u8868\u660e&#xff0c;\u94f6\u884c\u7f51\u7edc\u5df2\u4e0d\u518d\u662f\u673a\u4f1a\u6027\u76ee\u6807&#xff0c;\u800c\u662f\u56fd\u5bb6\u652f\u6301\u7684\u548c\u4ee5\u91d1\u878d\u4e3a\u52a8\u673a\u7684\u5a01\u80c1\u884c\u4e3a\u8005\u7684\u6218\u7565\u76ee\u6807[1,16]\u3002\u8fd9\u4e9b\u5bf9\u624b\u91c7\u7528\u4e13\u95e8\u8bbe\u8ba1\u7528\u4e8e\u5229\u7528\u91d1\u878d\u5e02\u573a\u57fa\u7840\u8bbe\u65bd&#xff08;FMIs&#xff09;\u56fa\u6709\u72ec\u7279\u534f\u8bae\u548c\u4ea4\u6613\u6d41\u7684\u591a\u9636\u6bb5\u5165\u4fb5&#xff0c;\u4f7f\u5f97\u901a\u7528\u7f51\u7edc\u5b89\u5168\u63aa\u65bd\u4e0d\u8db3\u4ee5\u5e94\u5bf9[16]\u3002<\/p>\n<p>\u4e3a\u9632\u5fa1\u8fd9\u4e9b\u5173\u952e\u73af\u5883&#xff0c;\u7f51\u7edc\u5165\u4fb5\u68c0\u6d4b\u7cfb\u7edf&#xff08;NIDS&#xff09;\u88ab\u5e7f\u6cdb\u90e8\u7f72\u4e3a\u88ab\u52a8\u4f20\u611f\u5668&#xff0c;\u76d1\u63a7\u6d41\u91cf\u4e2d\u7684\u672a\u6388\u6743\u6216\u5f02\u5e38\u6d3b\u52a8\u3002NIST\u6839\u636eSP 800-94\u6307\u5357&#xff0c;\u5c06NIDS\u786e\u5b9a\u4e3a\u6301\u7eed\u7f51\u7edc\u76d1\u63a7\u548c\u7b56\u7565\u6267\u884c\u7684\u6838\u5fc3\u673a\u5236[21]\u3002\u7136\u800c&#xff0c;\u8fd9\u4e9b\u7cfb\u7edf\u7684\u6709\u6548\u6027\u4ece\u6839\u672c\u4e0a\u53d7\u5230\u5176\u8bad\u7ec3\u548c\u8bc4\u4f30\u6570\u636e\u96c6\u4ee3\u8868\u6027\u7684\u9650\u5236[19,13]\u3002\u5c3d\u7ba1\u8fd9\u4e00\u5c40\u9650\u6027\u5df2\u88ab\u5145\u5206\u8bb0\u5f55&#xff0c;\u4f46\u57fa\u4e8e\u673a\u5668\u5b66\u4e60\u7684NIDS\u7814\u7a76\u4ecd\u4f9d\u8d56\u4e8e\u5c11\u91cf\u901a\u7528\u57fa\u51c6&#xff0c;\u800c\u6ca1\u6709\u6279\u5224\u6027\u5730\u8bc4\u4f30\u5b83\u4eec\u5bf9\u7279\u5b9a\u884c\u4e1a\u90e8\u7f72\u7684\u9002\u7528\u6027[13,20]\u3002<\/p>\n<p>\u8d8a\u6765\u8d8a\u591a\u7684\u8bc1\u636e\u8868\u660e&#xff0c;\u5728\u6807\u51c6\u57fa\u51c6\u4e0a\u8fbe\u5230\u9ad8\u51c6\u786e\u7387\u7684NIDS\u6a21\u578b&#xff0c;\u5728\u90e8\u7f72\u5230\u8fd0\u8425\u94f6\u884c\u73af\u5883\u65f6\u5f80\u5f80\u8868\u73b0\u4e0d\u4f73&#xff0c;\u4e3b\u8981\u662f\u56e0\u4e3a\u5b9e\u9a8c\u6570\u636e\u96c6\u7f3a\u4e4f\u884c\u4e1a\u7279\u5b9a\u7684\u653b\u51fb\u6a21\u5f0f&#xff0c;\u5982\u4ea4\u6613\u6ee5\u7528\u3001\u51ed\u8bc1\u6ee5\u7528\u548c\u94f6\u884c\u95f4\u901a\u4fe1\u64cd\u7eb5&#xff0c;\u800c\u8fd9\u4e9b\u6b63\u662f\u73b0\u5b9e\u4e16\u754c\u91d1\u878d\u5a01\u80c1\u7684\u7279\u5f81[15,20]\u3002\u8fd9\u79cd\u9a8c\u8bc1\u5dee\u8ddd\u6e90\u4e8e\u53ef\u7528\u57fa\u51c6\u4e0e\u8fd0\u8425\u9700\u6c42\u4e4b\u95f4\u7684\u6839\u672c\u4e0d\u5339\u914d\u3002\u6d41\u884c\u7684\u6570\u636e\u96c6&#xff0c;\u5305\u62ecNSL-KDD\u3001UNSW-NB15\u548cCICIDS2017&#xff0c;\u662f\u4e3a\u901a\u7528\u4f01\u4e1aIT\u73af\u5883\u8bbe\u8ba1\u7684&#xff0c;\u4e3b\u8981\u5173\u6ce8\u62d2\u7edd\u670d\u52a1\u3001\u7aef\u53e3\u626b\u63cf\u548c\u66b4\u529b\u7834\u89e3\u7b49\u7c97\u7c92\u5ea6\u653b\u51fb[6,17,23]\u3002\u867d\u7136\u8fd9\u4e9b\u6570\u636e\u96c6\u9002\u5408\u57fa\u7ebf\u7b97\u6cd5\u8bc4\u4f30&#xff0c;\u4f46\u5b83\u4eec\u5bf9\u94f6\u884c\u7279\u5b9a adversary \u884c\u4e3a&#xff08;\u5c24\u5176\u662f\u90a3\u4e9b\u9488\u5bf9\u652f\u4ed8\u534f\u8bae\u6216\u8868\u73b0\u51fa\u591a\u9636\u6bb5\u5165\u4fb5\u68c0\u6d4b\u6240\u9700\u65f6\u95f4\u8fde\u7eed\u6027\u7684\u884c\u4e3a&#xff09;\u7684\u8986\u76d6\u6709\u9650[19]\u3002\u56e0\u6b64&#xff0c;\u4ece\u8fd9\u4e9b\u57fa\u51c6\u5f97\u51fa\u7684\u6027\u80fd\u6307\u6807\u53ef\u80fd\u4f1a\u5bf9\u8fd0\u8425\u97e7\u6027\u4ea7\u751f\u9519\u8bef\u7684\u4fe1\u5fc3[24]\u3002<\/p>\n<p>\u6700\u8fd1\u7684\u7814\u7a76\u5df2\u91c7\u7528MITRE ATT&amp;CK\u6846\u67b6\u4f5c\u4e3a\u8bc4\u4f30\u68c0\u6d4b\u8986\u76d6\u7684\u7ed3\u6784\u5316\u672c\u4f53\u3002ATT&amp;CK\u901a\u8fc7\u6709\u8bb0\u5f55\u7684\u6218\u672f\u548c\u6280\u672f\u5bf9\u771f\u5b9e\u4e16\u754c\u7684 adversary \u884c\u4e3a\u8fdb\u884c\u5efa\u6a21&#xff0c;\u4ece\u800c\u80fd\u591f\u7cfb\u7edf\u6027\u5730\u63a8\u7406\u54ea\u4e9b\u653b\u51fb\u884c\u4e3a\u5728\u7f51\u7edc\u6d41\u91cf\u4e2d\u662f\u53ef\u89c2\u5bdf\u7684[15,14,12,10]\u3002\u4e00\u4e9b\u5de5\u4f5c\u5df2\u5c06\u6b64\u6269\u5c55\u5230\u7279\u5b9a\u9886\u57df&#xff1a;Bagui\u7b49\u4eba[3]\u5f00\u53d1\u4e86\u4e00\u4e2a\u660e\u786e\u6620\u5c04\u5230ATT&amp;CK\u6280\u672f\u7684\u7f51\u7edc\u6d41\u91cf\u6570\u636e\u96c6&#xff0c;\u800cWu\u7b49\u4eba[26]\u5219\u5c55\u793a\u4e86\u5927\u578b\u8bed\u8a00\u6a21\u578b&#xff08;LLM&#xff09;\u5728\u94f6\u884c\u7cfb\u7edf\u5185\u81ea\u52a8\u5316\u5a01\u80c1\u5efa\u6a21\u4e2d\u7684\u9002\u7528\u6027\u3002\u7136\u800c&#xff0c;\u73b0\u6709\u7684\u6620\u5c04\u65b9\u6cd5\u5b58\u5728\u4e24\u4e2a\u5173\u952e\u7f3a\u9677\u3002\u9996\u5148&#xff0c;\u5b83\u4eec\u901a\u5e38\u5c06\u6240\u6709ATT&amp;CK\u6280\u672f\u89c6\u4e3a\u7f51\u7edc\u4f20\u611f\u5668\u540c\u6837\u53ef\u68c0\u6d4b&#xff0c;\u800c\u5ffd\u7565\u4e86\u5173\u4e8e\u52a0\u5bc6\u548c\u7aef\u70b9\u53ef\u89c1\u6027\u7684\u4efb\u4f55\u6807\u51c6\u7ea6\u675f[21,19]\u3002\u5176\u6b21&#xff0c;\u624b\u52a8\u6620\u5c04\u65b9\u6cd5\u65e0\u6cd5\u6269\u5c55\u5230\u9ad8\u98ce\u9669\u94f6\u884c\u73af\u5883\u6240\u9700\u7684\u7c92\u5ea6[8]\u3002<\/p>\n<p>\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u884c\u4e1a\u611f\u77e5\u8bc4\u4f30\u65b9\u6cd5&#xff0c;\u65e8\u5728\u5f25\u5408\u5b9e\u9a8c\u6027NIDS\u9a8c\u8bc1\u4e0e\u8fd0\u8425\u94f6\u884c\u5b89\u5168\u8981\u6c42\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002\u672c\u5de5\u4f5c\u7684\u4e3b\u8981\u8d21\u732e\u5982\u4e0b&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u6211\u4eec\u5f15\u5165\u4e86\u4e00\u4e2a\u94f6\u884c\u90e8\u95e8\u8bc4\u4f30\u6846\u67b6&#xff0c;\u8be5\u6846\u67b6\u5728\u5c06MITRE ATT&amp;CK\u6280\u672f\u6620\u5c04\u5230\u6570\u636e\u96c6\u4e4b\u524d&#xff0c;\u901a\u8fc7NIST SP 800-94\u88ab\u52a8NIDS\u53ef\u89c1\u6027\u9650\u5236&#xff08;\u4ec5\u88ab\u52a8\u611f\u77e5&#xff0c;\u65e0\u7aef\u70b9\u6570\u636e&#xff0c;\u65e0TLS\u89e3\u5bc6&#xff09;\u8fdb\u884c\u8fc7\u6ee4&#xff0c;\u9632\u6b62\u5938\u5927\u7684\u201c\u8986\u76d6\u201d\u58f0\u660e&#xff0c;\u5e76\u5b9a\u4e49\u4e00\u4e2a\u73b0\u5b9e\u7684\u53ef\u89c1\u6027\u754c\u9650\u3002<\/p>\n<\/li>\n<li>\n<p>\u6211\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a\u4e0e\u94f6\u884c\u4e1a\u52a1\u76f8\u5173\u7684ATT&amp;CK\u6280\u672f&#xff08;\u6838\u5fc3\u94f6\u884c\u3001SWIFT\/RTGS\u3001ATM\u73af\u5883&#xff09;\u7684\u53ef\u590d\u73b0\u57fa\u7ebf&#xff0c;\u5e76\u6574\u7406\u4e86\u5728\u88ab\u52a8\u7ea6\u675f\u4e0b\u7f51\u7edc\u53ef\u89c2\u5bdf\u7684\u5b50\u96c6&#xff0c;\u4e3a\u884c\u4e1a\u611f\u77e5\u7684\u6570\u636e\u96c6\u9a8c\u8bc1\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6807\u51c6\u53c2\u8003\u3002<\/p>\n<\/li>\n<li>\n<p>\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u5171\u8bc6\u9a71\u52a8\u7684\u6280\u672f\u5230\u6570\u636e\u96c6\u6620\u5c04\u7a0b\u5e8f\u548c\u4e00\u4e2a\u4f18\u5148\u7ea7\u52a0\u6743\u8986\u76d6\u5ea6\u91cf&#xff0c;\u8be5\u5ea6\u91cf\u901a\u8fc7\u5f3a\u8c03\u5bf9\u94f6\u884c\u5bf9\u624b\u6700\u91cd\u8981\u7684\u6280\u672f\u6765\u8bc4\u5206\u6570\u636e\u96c6\u7684\u6548\u7528&#xff0c;\u5c06\u8bc4\u4f30\u4ece\u539f\u59cb\u8ba1\u6570\u8f6c\u5411\u4e0e\u5a01\u80c1\u76f8\u5173\u7684\u4ee3\u8868\u6027\u3002<\/p>\n<\/li>\n<\/ul>\n<p>2 \u80cc\u666f\u4e0e\u76f8\u5173\u5de5\u4f5c<\/p>\n<p>2.1 \u80cc\u666f<\/p>\n<p>\u94f6\u884c\u4e1a\u7684\u6570\u5b57\u5316\u8f6c\u578b\u9700\u8981\u9ad8\u5ea6\u4e92\u8054\u7684\u57fa\u7840\u8bbe\u65bd&#xff0c;\u6d89\u53ca\u4e91\u670d\u52a1\u548c\u5168\u7403\u7f51\u7edc\u5982SWIFT[4,7,16]\u3002\u4e3a\u7f13\u89e3\u5305\u62ec\u52d2\u7d22\u8f6f\u4ef6\u548c\u6a2a\u5411\u79fb\u52a8\u5728\u5185\u7684\u65e5\u76ca\u589e\u957f\u7684\u5a01\u80c1[1,16]&#xff0c;\u94f6\u884c\u6839\u636e\u7f8e\u56fd\u56fd\u5bb6\u6807\u51c6\u4e0e\u6280\u672f\u7814\u7a76\u9662&#xff08;NIST&#xff09;\u6807\u51c6[21,19]&#xff0c;\u5728\u5916\u90e8\u7f51\u5173\u548c\u5185\u90e8\u7f51\u6bb5\u90e8\u7f72\u7f51\u7edc\u5165\u4fb5\u68c0\u6d4b\u7cfb\u7edf&#xff08;NIDS&#xff09;&#xff0c;\u4ee5\u76d1\u63a7\u6d41\u91cf\u6a21\u5f0f\u548c\u6743\u9650\u6ee5\u7528\u3002\u56fe1\u8bf4\u660e\u4e86\u5728\u5173\u952e\u94f6\u884c\u57fa\u7840\u8bbe\u65bd\u4e2d\u4ee3\u8868\u6027\u7684\u88ab\u52a8NIDS\u90e8\u7f72\u67b6\u6784&#xff0c;\u8be5\u67b6\u6784\u56f4\u7ed5NIST SP 800-94\u4f20\u611f\u5668\u653e\u7f6e\u6307\u5357\u4e00\u81f4\u7684\u53cc\u9632\u706b\u5899DMZ&#xff08;\u975e\u519b\u4e8b\u533a&#xff09;\u6a21\u578b\u6784\u5efa[21]\u3002\u4e09\u4e2a\u88ab\u52a8\u5206\u8def\u4f20\u611f\u5668\u76d1\u63a7\u5173\u952e\u963b\u585e\u70b9\u7684\u6d41\u91cf&#xff1a;\u5728\u4e92\u8054\u7f51\u7f51\u5173\u8fb9\u754c\u3001SWIFT\u94f6\u884c\u95f4\u8fde\u63a5\u5904\u4ee5\u53ca\u8986\u76d6\u6570\u636e\u5e93\u96c6\u7fa4\u3001\u652f\u4ed8\u5f15\u64ce\u548cATM\u63a7\u5236\u5668\u4e4b\u95f4\u4ea4\u6613\u6d41\u7684\u5185\u90e8\u6838\u5fc3\u94f6\u884c\u7f51\u6bb5[21]\u3002<\/p>\n<p>\u6807\u51c6\u57fa\u51c6&#xff0c;\u5982KDD Cup 99\u3001NSL-KDD[23]\u3001UNSW-NB15\u548cCICIDS2017&#xff0c;\u56e0\u5176\u6613\u83b7\u53d6\u6027\u800c\u88ab\u5e7f\u6cdb\u4f7f\u7528&#xff0c;\u4f46\u5b83\u4eec\u4e3b\u8981\u53cd\u6620\u901a\u7528\u4f01\u4e1aIT\u73af\u5883\u548c\u7c97\u7c92\u5ea6\u7684\u653b\u51fb\u5411\u91cf&#xff0c;\u5982\u62d2\u7edd\u670d\u52a1\u3001\u7aef\u53e3\u626b\u63cf\u548c\u66b4\u529b\u7834\u89e3\u6d3b\u52a8[6,17,23,11]\u3002\u8d8a\u6765\u8d8a\u591a\u7684\u8bc1\u636e\u8868\u660e&#xff0c;\u516c\u5171NIDS\u6570\u636e\u96c6\u4ec5\u8986\u76d6\u5df2\u77e5\u653b\u51fb\u884c\u4e3a\u7684\u4e00\u5c0f\u90e8\u5206[13]&#xff0c;\u5e76\u4e14\u7f3a\u4e4f\u4ea4\u6613\u7279\u5b9a\u4e0a\u4e0b\u6587\u548c\u91d1\u878d\u901a\u4fe1\u534f\u8bae\u7684\u6570\u636e\u96c6&#xff0c;\u4e3a\u8bc4\u4f30\u90e8\u7f72\u5728\u94f6\u884c\u57fa\u7840\u8bbe\u65bd\u4e2d\u7684NIDS\u63d0\u4f9b\u7684\u4f9d\u636e\u6709\u9650[19,20,24]\u3002MITRE ATT&amp;CK\u6846\u67b6\u4e3a\u63a8\u7406\u8fd9\u4e9b\u5dee\u8ddd\u63d0\u4f9b\u4e86\u7ed3\u6784\u5316\u672c\u4f53&#xff0c;\u901a\u8fc7\u6709\u8bb0\u5f55\u7684\u6218\u672f\u548c\u6280\u672f\u5bf9\u771f\u5b9e\u4e16\u754c\u7684 adversary \u884c\u4e3a\u8fdb\u884c\u5efa\u6a21&#xff0c;\u4ee5\u4fbf\u7cfb\u7edf\u6027\u5730\u8bc4\u4f30\u54ea\u4e9b\u653b\u51fb\u884c\u4e3a\u5728\u7f51\u7edc\u6d41\u91cf\u4e2d\u662f\u53ef\u89c2\u5bdf\u7684[15,14]\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260902233331-6a98b24b14ef2.png\" \/><\/p>\n<p>\u56fe1&#xff0c;\u63cf\u8ff0\u94f6\u884c\u57fa\u7840\u8bbe\u65bd\u4e2d\u7684\u88ab\u52a8NIDS\u90e8\u7f72\u67b6\u6784<\/p>\n<p>2.2 \u76f8\u5173\u5de5\u4f5c<\/p>\n<p>\u5728\u8fd9\u4e9b\u5df2\u8bc6\u522b\u5dee\u8ddd\u7684\u57fa\u7840\u4e0a&#xff0c;\u8fd1\u671f\u7814\u7a76\u5bfb\u6c42\u66f4\u7ed3\u6784\u5316\u7684\u65b9\u6cd5\u6765\u8bc4\u4f30\u68c0\u6d4b\u8986\u76d6\u3002\u88681\u603b\u7ed3\u4e86\u5173\u952e\u76f8\u5173\u5de5\u4f5c\u53ca\u672c\u6587\u89e3\u51b3\u7684\u5dee\u8ddd\u3002<\/p>\n<p>\u5982\u88681\u6240\u793a&#xff0c;\u73b0\u6709\u7684\u57fa\u4e8eATT&amp;CK\u7684\u6620\u5c04\u65b9\u6cd5\u5b58\u5728\u4e24\u4e2a\u5173\u952e\u7f3a\u9677\u3002\u9996\u5148&#xff0c;\u5b83\u4eec\u901a\u5e38\u5c06\u6240\u6709ATT&amp;CK\u6280\u672f\u89c6\u4e3a\u7f51\u7edc\u4f20\u611f\u5668\u540c\u6837\u53ef\u68c0\u6d4b&#xff0c;\u800c\u5ffd\u7565\u4e86NIST SP 800-94\u5173\u4e8e\u52a0\u5bc6\u3001\u7aef\u70b9\u53ef\u89c1\u6027\u548c\u88ab\u52a8\u76d1\u63a7\u9650\u5236\u7684\u7ea6\u675f[21,19]\u3002\u5176\u6b21&#xff0c;\u624b\u52a8\u6620\u5c04\u65b9\u6cd5\u65e0\u6cd5\u6269\u5c55\u5230\u9ad8\u98ce\u9669\u94f6\u884c\u73af\u5883\u6240\u9700\u7684\u7c92\u5ea6[8]\u3002<\/p>\n<p>\u867d\u7136LLM\u8d8a\u6765\u8d8a\u591a\u5730\u7528\u4e8e\u5a01\u80c1\u5efa\u6a21\u7b49\u5b89\u5168\u4efb\u52a1&#xff0c;\u4f46\u5355\u4e2a\u6a21\u578b\u7684\u8f93\u51fa\u5f80\u5f80\u5bb9\u6613\u53d7\u5230\u63a8\u7406\u504f\u5dee\u7684\u5f71\u54cd[8,26]\u3002\u4e3a\u786e\u4fdd\u94f6\u884c\u73af\u5883\u4e2d\u7684\u9ad8\u98ce\u9669\u53ef\u9760\u6027&#xff0c;\u8fd1\u671f\u7814\u7a76\u63d0\u51fa\u4e86\u57fa\u4e8e\u5171\u8bc6\u7684\u6846\u67b6[18,24]\u3002\u6700\u5bc6\u5207\u76f8\u5173\u7684\u5148\u524d\u5de5\u4f5c&#xff0c;Tory\u7b49\u4eba[24]&#xff0c;\u5bf9\u80fd\u6e90\u90e8\u95e8\u7684NIDS\u6570\u636e\u96c6\u8fdb\u884c\u4e86\u5dee\u8ddd\u5206\u6790&#xff0c;\u4f7f\u7528\u4e86\u53ccLLM\u9a8c\u8bc1\u65b9\u6cd5&#xff0c;\u4f46\u672a\u5e94\u7528NIST SP 800-94\u88ab\u52a8\u7ea6\u675f\u6216\u5904\u7406\u94f6\u884c\u7279\u5b9a\u7684\u5a01\u80c1\u884c\u4e3a\u8005\u3002\u6b64\u5916&#xff0c;\u73b0\u6709\u7684\u5171\u8bc6\u548c\u9a8c\u8bc1\u6846\u67b6[8,18,24]\u7f3a\u4e4f\u94f6\u884c\u7279\u5b9a\u7684\u5a01\u80c1\u5efa\u6a21\u6765\u5efa\u7acb\u7f51\u7edc\u53ef\u89c2\u5bdf\u6280\u672f\u7684\u53ef\u590d\u73b0\u57fa\u7ebf\u3002\u672c\u6587\u901a\u8fc7\u5f15\u5165\u4e00\u4e2a\u53d7NIST\u7ea6\u675f\u7684\u53ef\u68c0\u6d4b\u6027\u6846\u67b6\u6765\u89e3\u51b3\u8fd9\u4e9b\u5dee\u8ddd&#xff0c;\u8be5\u6846\u67b6\u6839\u636e\u88ab\u52a8NIDS\u53ef\u89c2\u5bdf\u6027\u8fc7\u6ee4ATT&amp;CK\u6280\u672f\u3002\u7531\u6b64\u4ea7\u751f\u7684\u57fa\u7ebf\u4e3a\u94f6\u884cNIDS\u6570\u636e\u96c6\u7684\u884c\u4e1a\u611f\u77e5\u8bc4\u4f30\u63d0\u4f9b\u4e86\u4e00\u4e2a\u73b0\u5b9e\u7684\u4e0a\u9650\u3002<\/p>\n<p>\u88681. NIDS\u6570\u636e\u96c6\u548c\u94f6\u884c\u4e1aMITRE ATT&amp;CK\u6620\u5c04\u76f8\u5173\u5de5\u4f5c\u7684\u5b9a\u6027\u6bd4\u8f83<\/p>\n<table>\n<tr>\n<p>\u76f8\u5173\u5de5\u4f5c<\/p>\n<p>\u9886\u57df<\/p>\n<p>MITRE ATT&amp;CK\u6620\u5c04<\/p>\n<p>\u7f3a\u5c11NIST SP 800-94\u7ea6\u675f\u548c\u94f6\u884c\u4e1a\u7279\u5b9a\u4e0a\u4e0b\u6587<\/p>\n<p>\u5e94\u7528\u4e25\u683c\u7684NIST SP 800-94\u88ab\u52a8\u76d1\u63a7\u9650\u5236&#xff08;\u65e0TLS\/\u7aef\u70b9\u53ef\u89c1\u6027&#xff09;<\/p>\n<p>\u4e3a\u94f6\u884c\u73af\u5883\u5b9a\u5236<\/p>\n<\/tr>\n<tbody>\n<tr>\n<td>\n<p>Hasan &amp; Rahman Tory [19]<\/p>\n<\/td>\n<td>\n<p>\u901a\u7528<\/p>\n<\/td>\n<td>\n<p>\u57fa\u4e8eNIDS\u7684\u6570\u636e\u96c6\u8bc4\u4f30<\/p>\n<\/td>\n<td>\n<p>\u662f<\/p>\n<\/td>\n<td>\n<p>\u5426<\/p>\n<\/td>\n<td>\n<p>\u5426<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Bagui \u7b49\u4eba [3]<\/p>\n<\/td>\n<td>\n<p>\u4e91IT<\/p>\n<\/td>\n<td>\n<p>\u4e0eATT&amp;CK\u5bf9\u9f50\u7684\u7f51\u7edc\u6d41\u91cf\u6570\u636e\u96c6\u6784\u5efa<\/p>\n<\/td>\n<td>\n<p>\u662f&#xff08;\u7f3a\u4e4f\u91d1\u878d\u4ea4\u6613\u4e0a\u4e0b\u6587&#xff0c;\u5982SWIFT, RTGS&#xff09;<\/p>\n<\/td>\n<td>\n<p>\u5426<\/p>\n<\/td>\n<td>\n<p>\u5426<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Wu \u7b49\u4eba [26]<\/p>\n<\/td>\n<td>\n<p>\u94f6\u884c<\/p>\n<\/td>\n<td>\n<p>LLM\u9a71\u52a8\u7684\u94f6\u884c\u7cfb\u7edf\u81ea\u52a8\u5316\u5a01\u80c1\u5efa\u6a21<\/p>\n<\/td>\n<td>\n<p>\u662f&#xff08;\u56e0\u5ffd\u7565\u88ab\u52a8NIDS\u7ea6\u675f\u800c\u9ad8\u4f30\u8986\u76d6&#xff09;<\/p>\n<\/td>\n<td>\n<p>\u5426<\/p>\n<\/td>\n<td>\n<p>\u5426<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u6211\u4eec\u7684\u5de5\u4f5c<\/p>\n<\/td>\n<td>\n<p>\u94f6\u884c<\/p>\n<\/td>\n<td>\n<p>\u63d0\u51fa\u5171\u8bc6\u9a71\u52a8\u7684\u6280\u672f-\u6570\u636e\u96c6\u6620\u5c04\u548c\u4f18\u5148\u7ea7\u52a0\u6743\u8986\u76d6<\/p>\n<\/td>\n<td>\n<p>\u5426<\/p>\n<\/td>\n<td>\n<p>\u662f&#xff08;\u5f15\u5165\u4e0eNIST SP 800-94\u9650\u5236\u5bf9\u9f50\u76843\u7ea7NIDS\u8fc7\u6ee4&#xff09;<\/p>\n<\/td>\n<td>\n<p>\u662f&#xff08;\u5c06\u57fa\u7ebf\u6269\u5c55\u81f3210\u79cd\u94f6\u884c\u76f8\u5173\u6280\u672f&#xff0c;\u6db5\u76d6ATM\u3001SWIFT\u64cd\u4f5c&#xff09;<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>3 \u65b9\u6cd5<\/p>\n<p>\u8be5\u8bc4\u4f30\u6846\u67b6\u901a\u8fc7\u4e00\u4e2a\u4e09\u9636\u6bb5\u6d41\u7a0b\u8fd0\u4f5c&#xff1a;(1) \u94f6\u884c\u90e8\u95e8\u5a01\u80c1\u8bc6\u522b\u548c\u6280\u672f\u63d0\u53d6&#xff0c;(2) \u53d7NIST\u7ea6\u675f\u7684\u53ef\u68c0\u6d4b\u6027\u5206\u7c7b&#xff0c;\u4ee5\u53ca (3) \u9488\u5bf9\u57fa\u51c6\u6570\u636e\u96c6\u7684\u591aLLM\u5171\u8bc6\u6620\u5c04\u3002\u56fe2\u8bf4\u660e\u4e86\u8fd9\u4e00\u5de5\u4f5c\u6d41\u7a0b\u3002<\/p>\n<p>3.1 \u8303\u56f4\u754c\u5b9a\u4e0e\u5a01\u80c1\u8bc6\u522b<\/p>\n<p>\u5c3d\u7ba1MITRE ATT&amp;CK\u6846\u67b6\u5c06\u91d1\u878d\u5b9e\u4f53\u5f52\u7c7b\u4e8e\u7edf\u4e00\u7684\u201c\u91d1\u878d\u670d\u52a1\u201d\u90e8\u95e8&#xff0c;\u4f46\u672c\u7814\u7a76\u91c7\u7528\u66f4\u72ed\u4e49\u7684\u5b9a\u4e49&#xff0c;\u4ee5\u9694\u79bb\u4e13\u95e8\u9488\u5bf9\u6838\u5fc3\u94f6\u884c\u57fa\u7840\u8bbe\u65bd\u7684\u5a01\u80c1\u3002\u6b64\u5904\u5c06\u94f6\u884c\u673a\u6784\u5b9a\u4e49\u4e3a\u8fd0\u8425\u5173\u952e\u91d1\u878d\u5e02\u573a\u57fa\u7840\u8bbe\u65bd&#xff08;FMIs&#xff09;\u7684\u5b9e\u4f53&#xff0c;\u5177\u4f53\u6307\u94f6\u884c\u95f4\u652f\u4ed8\u7cfb\u7edf&#xff08;\u5982SWIFT\u548cRTGS&#xff09;\u3001\u81ea\u52a8\u67dc\u5458\u673a&#xff08;ATM&#xff09;\u7f51\u7edc\u4ee5\u53ca\u4fc3\u8fdb\u5b58\u6b3e\u548c\u7ed3\u7b97\u529f\u80fd\u7684\u6838\u5fc3\u94f6\u884c\u7cfb\u7edf[4]\u3002\u6b64\u5b9a\u4e49\u6392\u9664\u4e86\u66f4\u5e7f\u6cdb\u7684\u91d1\u878d\u5b9e\u4f53&#xff0c;\u5982\u4fdd\u9669\u516c\u53f8\u3001\u6295\u8d44\u516c\u53f8\u548c\u52a0\u5bc6\u8d27\u5e01\u4ea4\u6613\u6240&#xff0c;\u5b83\u4eec\u4e0d\u8fd0\u8425\u540c\u6837\u5177\u6709\u7cfb\u7edf\u91cd\u8981\u6027\u7684\u652f\u4ed8\u57fa\u7840\u8bbe\u65bd[7]\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260902233331-6a98b24b53187.png\" \/><\/p>\n<p>\u56fe2&#xff0c;\u63cf\u8ff0\u591aLLM\u5171\u8bc6\u6846\u67b6\u6d41\u7a0b<\/p>\n<p>\u5229\u7528MITRE ATT&amp;CK\u6846\u67b6&#xff08;v18&#xff09;[15]&#xff0c;\u6211\u4eec\u4f7f\u7528\u7c7b\u4f3c\u4e8e[19]\u7684\u57fa\u4e8e\u5173\u952e\u8bcd\u7684\u8fc7\u6ee4\u65b9\u6cd5&#xff0c;\u6765\u8bc6\u522b\u6f5c\u5728\u7684\u94f6\u884c\u90e8\u95e8\u5bf9\u624b\u3002\u5019\u9009\u8005\u7ecf\u8fc7\u624b\u52a8\u9a8c\u8bc1&#xff0c;\u4ee5\u786e\u4fdd\u5176\u76ee\u6807\u7b26\u5408\u6211\u4eec\u7684\u94f6\u884c\u5b9a\u4e49&#xff0c;\u6392\u9664\u4e86\u4ec5\u5173\u6ce8\u5916\u56f4\u91d1\u878d\u670d\u52a1\u7684\u7ec4\u7ec7\u3002\u8fd9\u4ea7\u751f\u4e8612\u4e2a\u8f6f\u4ef6\u5bb6\u65cf&#xff08;Dridex\u3001TrickBot\u3001QakBot\u3001Dyre\u3001Carbanak\u3001Carberp\u3001Ursnif\u3001IcedID\u3001Bankshot\u3001Zeus Panda\u3001Wiper\u548cTrickMo&#xff09;\u548c12\u4e2a\u5a01\u80c1\u7ec4\u7ec7&#xff08;Indrik Spider\u3001APT38\u3001Lazarus Group\u3001Cobalt Group\u3001Andariel\u3001GCMAN\u3001Malteiro\u3001Silence\u3001TA505\u3001DarkVishnya\u3001RTM\u548cCarbanak&#xff09;\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f&#xff0c;Carbanak\u65e2\u4f5c\u4e3a\u6076\u610f\u8f6f\u4ef6\u6761\u76ee&#xff08;S0030&#xff09;\u53c8\u4f5c\u4e3a\u5a01\u80c1\u7ec4\u7ec7&#xff08;G0008&#xff09;\u51fa\u73b0&#xff0c;\u56e0\u4e3a\u5b83\u4eec\u5728MITRE ATT&amp;CK\u4e2d\u662f\u4e0d\u540c\u7684\u5b9e\u4f53\u3002\u6280\u672f\u63d0\u53d6\u901a\u8fc7Python\u9488\u5bf9MITRE ATT&amp;CK\u4f01\u4e1a\u7248STIX\/JSON\u5b58\u50a8\u5e93\u57282025\u5e7411\u6708\u4ee5\u7f16\u7a0b\u65b9\u5f0f\u6267\u884c&#xff0c;\u4f7f\u7528\u4e86\u7248\u672c18.1&#xff08;2025\u5e7410\u670828\u65e5\u53d1\u5e03&#xff09;[15]&#xff0c;\u4ea7\u751f\u4e86210\u79cd\u72ec\u7279\u6280\u672f\u3002<\/p>\n<p>\u88682. \u6839\u636eNIST SP 800-94\u7684\u88ab\u52a8NIDS\u4f20\u611f\u5668\u7ea6\u675f<\/p>\n<table>\n<tr>\n<p>\u7ea6\u675f<\/p>\n<p>\u63cf\u8ff0<\/p>\n<p>\u53c2\u8003<\/p>\n<\/tr>\n<tbody>\n<tr>\n<td>\n<p>\u65e0TLS\u89e3\u5bc6<\/p>\n<\/td>\n<td>\n<p>\u52a0\u5bc6\u8d1f\u8f7d&#xff08;HTTPS\u3001SSH\u3001VPN&#xff09;\u5bf9\u4f20\u611f\u5668\u662f\u4e0d\u900f\u660e\u7684&#xff1b;\u4ec5\u5143\u6570\u636e&#xff08;\u5982SNI\u3001\u8bc1\u4e66&#xff09;\u4fdd\u6301\u53ef\u89c1\u3002<\/p>\n<\/td>\n<td>\n<p>[21] \u7b2c4.3.3.4\u8282<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u4ec5\u88ab\u52a8\u76d1\u63a7<\/p>\n<\/td>\n<td>\n<p>\u4f20\u611f\u5668\u901a\u8fc7SPAN\u7aef\u53e3\u6216TAP\u89c2\u5bdf\u6d41\u91cf\u526f\u672c&#xff1b;\u5b83\u7f3a\u4e4f\u5185\u8054\u9884\u9632\u6216\u4e3b\u52a8\u54cd\u5e94\u80fd\u529b\u3002<\/p>\n<\/td>\n<td>\n<p>[21] \u7b2c4.2\u8282<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u65e0\u7aef\u70b9\u53ef\u89c1\u6027<\/p>\n<\/td>\n<td>\n<p>\u5185\u90e8\u8fdb\u7a0b\u6267\u884c\u3001\u6587\u4ef6\u7cfb\u7edf\u66f4\u6539\u3001\u5185\u5b58\u72b6\u6001\u548c\u672c\u5730\u8ba4\u8bc1\u4e0d\u5728\u4f20\u611f\u5668\u8303\u56f4\u5185\u3002<\/p>\n<\/td>\n<td>\n<p>[21] \u7b2c4.5\u30017.1\u8282<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>3.2 \u53ef\u68c0\u6d4b\u6027\u5206\u7c7b\u6846\u67b6<\/p>\n<p>\u4e3a\u6309\u88ab\u52a8NIDS\u53ef\u68c0\u6d4b\u6027\u5bf9\u6280\u672f\u8fdb\u884c\u5206\u7c7b&#xff0c;\u6211\u4eec\u5f00\u53d1\u4e86\u4e00\u4e2a\u5206\u7c7b\u6846\u67b6&#xff0c;\u5c06NIST SP 800-94\u80fd\u529b\u64cd\u4f5c\u5316[21]\u3002\u8be5\u6a21\u578b\u5047\u8bbe\u901a\u8fc7\u7f51\u7edc\u5206\u8def\u5668\u8fdb\u884c\u88ab\u52a8\u4f20\u611f\u5668\u90e8\u7f72&#xff0c;\u53d7\u88682\u603b\u7ed3\u7684\u4e09\u4e2a\u660e\u786e\u7ea6\u675f\u9650\u5236\u3002<\/p>\n<p>\u56db\u79cdLLM&#xff08;Claude Opus 4.5\u3001GPT-5.2\u3001Grok 4.1\u548cGemini 3 Pro&#xff09;\u72ec\u7acb\u8bc4\u4f30\u4e86210\u79cd\u6280\u672f\u4e2d\u7684\u6bcf\u4e00\u79cd\u3002\u4e3a\u786e\u4fdd\u8de8\u6a21\u578b\u4e00\u81f4\u6027&#xff0c;\u63d0\u793a\u7b56\u7565\u5e94\u7528\u4e86\u88683\u603b\u7ed3\u7684\u516d\u79cd\u63d0\u793a\u5de5\u7a0b\u539f\u5219&#xff1b;\u901a\u7528\u5b8c\u6574\u63d0\u793a\u6a21\u677f\u89c1\u9644\u5f55A\u3002<\/p>\n<p>\u88683. \u4e3a\u8de8\u6a21\u578b\u4e00\u81f4\u6027\u5e94\u7528\u7684\u63d0\u793a\u5de5\u7a0b\u6280\u672f<\/p>\n<table>\n<tr>\n<p>\u6280\u672f<\/p>\n<p>\u63cf\u8ff0<\/p>\n<p>\u7406\u7531<\/p>\n<\/tr>\n<tbody>\n<tr>\n<td>\n<p>\u7ed3\u6784\u6807\u7b7e<\/p>\n<\/td>\n<td>\n<p>XML\u98ce\u683c\u5206\u9694\u7b26&#xff08;&lt;task&gt;\u3001&lt;constraints&gt;&#xff09;<\/p>\n<\/td>\n<td>\n<p>\u521b\u5efa\u660e\u786e\u8fb9\u754c&#xff1b;\u9632\u6b62\u6a21\u578b\u6df7\u6dc6\u6307\u4ee4\u4e0e\u793a\u4f8b[2]\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u7ea6\u675f\u6846\u67b6<\/p>\n<\/td>\n<td>\n<p>\u56fa\u5b9a\u58f0\u660e\u6027\u53c2\u6570&#xff1a;\u201c\u4f20\u611f\u5668\u4e0d\u80fd&#8230;\u201d vs \u201c\u901a\u5e38\u4e0d\u4f1a&#8230;\u201d<\/p>\n<\/td>\n<td>\n<p>\u6d88\u9664\u89e3\u91ca\u4f59\u5730&#xff1b;\u51cf\u5c11\u6a21\u7cca\u8fb9\u7f18\u60c5\u51b5\u4e0b\u7684\u5dee\u5f02\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u663e\u5f0f\u8f93\u51fa\u9650\u5236<\/p>\n<\/td>\n<td>\n<p>\u63a8\u7406\u5217\u6307\u5b9a\u201c\u6700\u591a15\u4e2a\u8bcd\u201d<\/p>\n<\/td>\n<td>\n<p>\u91cf\u5316\u9650\u5236\u786e\u4fdd\u7edf\u4e00\u8f93\u51fa&#xff1b;\u5b9a\u6027\u6307\u4ee4\u56e0\u6a21\u578b\u800c\u5f02\u592a\u5927\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u89d2\u8272\u5206\u914d<\/p>\n<\/td>\n<td>\n<p>\u201c\u7f51\u7edc\u5b89\u5168\u5206\u6790\u5e08\u201d&#xff08;\u9636\u6bb51&#xff09;&#xff1b;\u201c\u9ad8\u7ea7CTI\u5206\u6790\u5e08\u201d&#xff08;\u9636\u6bb52&#xff09;<\/p>\n<\/td>\n<td>\n<p>\u951a\u5b9a\u9886\u57df\u7279\u5b9a\u8bcd\u6c47\u548c\u8de8\u6a21\u578b\u4e00\u81f4\u7684\u63a8\u7406\u6a21\u5f0f\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6bcf\u4e2aLLM\u5206\u914d\u4e86\u88684\u4e2d\u5b9a\u4e49\u7684\u4e09\u4e2a\u5206\u7c7b\u6807\u7b7e\u4e4b\u4e00&#xff0c;\u5c06NIST SP 800-94\u68c0\u6d4b\u68af\u5ea6\u64cd\u4f5c\u5316\u3002<\/p>\n<p>\u88684. NIDS\u53ef\u68c0\u6d4b\u6027\u5206\u7c7b\u65b9\u6848<\/p>\n<table>\n<tr>\n<p>\u6807\u7b7e<\/p>\n<p>\u63cf\u8ff0<\/p>\n<p>\u4e8b\u4ef6\u7c7b\u578b\u53c2\u8003<\/p>\n<\/tr>\n<tbody>\n<tr>\n<td>\n<p>YES<\/p>\n<\/td>\n<td>\n<p>\u6838\u5fc3\u884c\u4e3a\u4ea7\u751f\u53ef\u89c2\u5bdf\u7684\u7f51\u7edc\u5de5\u4ef6&#xff0c;\u5305\u62ec\u7b7e\u540d\u3001\u5f02\u5e38\u6216\u534f\u8bae\u8fdd\u89c4\u3002<\/p>\n<\/td>\n<td>\n<p>[21] \u7b2c4.3.3.1\u8282<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>PARTIAL<\/p>\n<\/td>\n<td>\n<p>\u68c0\u6d4b\u53d6\u51b3\u4e8e\u52a0\u5bc6\u72b6\u6001&#xff0c;\u4f9d\u8d56\u5143\u6570\u636e\u63a8\u65ad&#xff0c;\u6216\u56e0\u5b9e\u73b0\u800c\u5f02\u3002<\/p>\n<\/td>\n<td>\n<p>\u6d41\u5206\u6790 per [21] \u7b2c6.2\u8282<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>NO<\/p>\n<\/td>\n<td>\n<p>\u5728\u672c\u5730\u6267\u884c\u65e0\u7f51\u7edc\u8db3\u8ff9&#xff0c;\u6216\u6d41\u91cf\u4e0e\u5408\u6cd5\u6d3b\u52a8\u65e0\u6cd5\u533a\u5206\u3002<\/p>\n<\/td>\n<td>\n<p>\u57fa\u4e8e\u4e3b\u673a\u7684IDPS\u8981\u6c42 per [21] \u7b2c7.1\u8282<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5171\u8bc6\u8981\u6c42\u81f3\u5c11\u56db\u79cdLLM\u4e2d\u7684\u4e09\u79cd\u8fbe\u6210\u4e00\u81f4&#xff08;75%&#xff09;\u3002\u6b64\u9608\u503c\u5e73\u8861\u4e86\u5305\u5bb9\u6027\u548c\u4e25\u8c28\u6027&#xff1a;\u867d\u7136\u4e00\u81f4\u5171\u8bc6&#xff08;100%&#xff09;\u6d88\u9664\u4e86\u5047\u9633\u6027&#xff0c;\u4f46\u56e0\u5355\u6a21\u578b\u504f\u5dee\u53ef\u80fd\u6392\u9664\u6709\u6548\u6280\u672f&#xff1b;\u76f8\u53cd&#xff0c;\u7b80\u5355\u591a\u6570&#xff08;50%&#xff09;\u5141\u8bb8\u5355\u4e2a\u6a21\u578b\u9519\u8bef\u4e3b\u5bfc\u5206\u7c7b\u300275%\u7684\u9608\u503c\u786e\u4fdd\u4e86\u7a33\u5065\u7684\u4e00\u81f4&#xff0c;\u540c\u65f6\u9002\u5e94\u4e86\u5173\u4e8e\u7f51\u7edc\u5de5\u4ef6\u53ef\u89c2\u5bdf\u6027\u7684\u5408\u7406\u89e3\u91ca\u5dee\u5f02[18]\u3002<\/p>\n<p>\u5728210\u79cd\u6280\u672f\u4e2d&#xff0c;\u670921\u79cd&#xff08;10.0%&#xff09;\u672a\u80fd\u8fbe\u6210\u5171\u8bc6&#xff0c;\u9700\u8981\u624b\u52a8\u88c1\u51b3&#xff0c;\u5305\u62ec19\u4f8b2-2\u5206\u88c2\u548c2\u4f8b\u4e09\u65b9\u5206\u6b67&#xff08;2-1-1\u6a21\u5f0f&#xff09;\u3002\u6709\u4e89\u8bae\u7684\u5206\u7c7b\u901a\u8fc7\u7ed3\u6784\u5316\u4e13\u5bb6\u8bc4\u5ba1\u89e3\u51b3\u3002\u4f18\u5148\u8003\u8651\u4fdd\u5b88\u5206\u7c7b&#xff1b;\u5177\u6709\u6a21\u7cca\u7f51\u7edc\u53ef\u89c2\u5bdf\u6027\u7684\u6280\u672f\u88ab\u5206\u7c7b\u4e3aPARTIAL\u800c\u975eYES&#xff0c;\u4ee5\u907f\u514d\u5938\u5927\u53ef\u68c0\u6d4b\u6027\u4f30\u8ba1\u3002\u6b64\u8fc7\u7a0b\u8bc6\u522b\u51fa68\u79cdNIDS\u53ef\u68c0\u6d4b\u6280\u672f&#xff0c;\u5f62\u6210\u4e86\u6570\u636e\u96c6\u6620\u5c04\u7684\u8303\u56f4\u3002<\/p>\n<p>3.3 \u6570\u636e\u96c6\u6620\u5c04\u4e0e\u6548\u7528\u5ea6\u91cf<\/p>\n<p>\u88685. \u6570\u636e\u96c6\u6620\u5c04\u5206\u7c7b<\/p>\n<table>\n<tr>\n<p>\u6807\u7b7e<\/p>\n<p>\u63cf\u8ff0<\/p>\n<\/tr>\n<tbody>\n<tr>\n<td>\n<p>Direct<\/p>\n<\/td>\n<td>\n<p>\u6570\u636e\u96c6\u660e\u786e\u5305\u542b\u76f4\u63a5\u5b9e\u73b0\u8be5\u6280\u672f\u6838\u5fc3\u884c\u4e3a\u5e76\u5177\u6709\u53ef\u89c2\u5bdf\u7f51\u7edc\u5de5\u4ef6\u7684\u653b\u51fb\u6d41\u91cf\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Indirect<\/p>\n<\/td>\n<td>\n<p>\u6570\u636e\u96c6\u4e0d\u76f4\u63a5\u5305\u542b\u8be5\u6280\u672f\u7684\u660e\u786e\u5b9e\u4f8b&#xff0c;\u4f46\u5305\u542b\u76f8\u5173\u7684\u4fa6\u5bdf\u3001\u5229\u7528\u524d\u6d3b\u52a8\u6216\u53cd\u6620\u8be5\u6280\u672f\u90e8\u5206\u65b9\u9762\u7684\u7c7b\u4f3c\u653b\u51fb\u6a21\u5f0f\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>None<\/p>\n<\/td>\n<td>\n<p>\u6ca1\u6709\u6570\u636e\u96c6\u6807\u7b7e\u5bf9\u5e94\u4e8e\u8be5\u6280\u672f&#xff0c;\u8868\u660e\u653b\u51fb\u5411\u91cf\u4e0d\u5728\u6570\u636e\u96c6\u8303\u56f4\u5185\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e3a\u8bc4\u4f30\u8986\u76d6\u8303\u56f4&#xff0c;\u6211\u4eec\u5f00\u53d1\u4e86\u7ed3\u6784\u5316\u6570\u636e\u96c6\u6863\u6848&#xff0c;\u63cf\u8ff0\u6bcf\u4e2a\u57fa\u51c6\u7684\u653b\u51fb\u5206\u7c7b\u6cd5\u3001\u7f51\u7edc\u5de5\u4ef6\u548c\u5df2\u77e5\u5c40\u9650\u6027\u3002\u5206\u6790\u4e86\u4e94\u4e2aNIDS\u6570\u636e\u96c6&#xff1a;CICIDS2017[6]\u3001CIC-DDoS2019[22]\u3001UNSW-NB15[17]\u3001UWF-ZeekData22[25]\u548cCTU-13[9]\u3002<\/p>\n<p>\u6570\u636e\u96c6\u5efa\u6863&#xff1a;\u00a0\u6bcf\u4e2a\u6863\u6848\u8bb0\u5f55\u4e86&#xff1a;(1) \u653b\u51fb\u7c7b\u522b\u53ca\u5176\u5206\u5e03&#xff0c;(2) \u53ef\u89c2\u5bdf\u7684\u7f51\u7edc\u5de5\u4ef6&#xff0c;\u5305\u62ec\u7aef\u53e3\u3001\u534f\u8bae\u3001\u6807\u5fd7\u548c\u8d1f\u8f7d\u7279\u5f81&#xff0c;(3) \u4e0e\u68c0\u6d4b\u76f8\u5173\u7684\u6570\u636e\u96c6\u7279\u5b9a\u7279\u5f81&#xff0c;\u4ee5\u53ca (4) \u5f71\u54cd\u6280\u672f\u8986\u76d6\u7684\u5df2\u77e5\u5c40\u9650\u6027&#xff0c;\u5982\u6570\u636e\u683c\u5f0f\u7ea6\u675f\u3001\u7c7b\u522b\u4e0d\u5e73\u8861\u6216\u65f6\u95f4\u8fc7\u65f6\u6027\u3002<\/p>\n<p>\u88686. 2-2\u6620\u5c04\u5206\u88c2\u7684\u4e89\u8bae\u89e3\u51b3\u89c4\u5219<\/p>\n<table>\n<tr>\n<p>\u4e89\u8bae\u6a21\u5f0f<\/p>\n<p>\u89e3\u51b3\u65b9\u5f0f<\/p>\n<p>\u7406\u7531<\/p>\n<\/tr>\n<tbody>\n<tr>\n<td>\n<p>Direct vs. Indirect<\/p>\n<\/td>\n<td>\n<p>Indirect<\/p>\n<\/td>\n<td>\n<p>\u4fdd\u5b88\u65b9\u6cd5&#xff1b;\u627f\u8ba4\u90e8\u5206\u8986\u76d6\u800c\u4e0d\u5938\u5927\u884c\u4e3a\u5bf9\u9f50\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Direct vs. None<\/p>\n<\/td>\n<td>\n<p>Indirect<\/p>\n<\/td>\n<td>\n<p>\u627f\u8ba4\u6f5c\u5728\u8986\u76d6&#xff0c;\u540c\u65f6\u8003\u8651\u663e\u8457\u7684\u5206\u7c7b\u4e0d\u786e\u5b9a\u6027\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Indirect vs. None<\/p>\n<\/td>\n<td>\n<p>\u6392\u9664<\/p>\n<\/td>\n<td>\n<p>\u5171\u8bc6\u4e0d\u8db3\u4ee5\u4fdd\u8bc1\u8986\u76d6&#xff1b;\u79fb\u9664\u4ee5\u9632\u6b62\u63a8\u6d4b\u6027\u5bf9\u9f50\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8bed\u4e49\u6620\u5c04\u8fc7\u7a0b&#xff1a;\u00a0\u76f8\u540c\u7684\u56db\u79cdLLM\u72ec\u7acb\u5730\u6839\u636e\u6570\u636e\u96c6\u6863\u6848\u8bc4\u4f30\u6bcf\u79cd\u6280\u672f\u3002\u6bcf\u4e2a\u6a21\u578b\u6536\u523068\u79cd\u6280\u672f\u7684\u4e3b\u5217\u8868\u3001\u7ed3\u6784\u5316\u6570\u636e\u96c6\u6863\u6848\u548c\u6f14\u793a\u6620\u5c04\u903b\u8f91\u7684\u63a8\u7406\u6307\u4ee4\u3002\u6bcf\u4e2a\u6620\u5c04\u88ab\u5206\u914d\u4e86\u88685\u4e2d\u5b9a\u4e49\u7684\u4e09\u4e2a\u5206\u7c7b\u6807\u7b7e\u4e4b\u4e00\u3002<\/p>\n<p>\u6620\u5c04\u5171\u8bc6\u8981\u6c4275%\u7684\u4e00\u81f4&#xff0c;\u4e0e\u9636\u6bb51\u4e00\u81f4\u3002\u4e00\u81f4&#xff08;4\/4&#xff09;\u548c\u5171\u8bc6&#xff08;3\/4&#xff09;\u5206\u7c7b\u88ab\u76f4\u63a5\u63a5\u53d7\u3002\u6709\u4e89\u8bae\u7684\u6848\u4f8b&#xff08;2-2\u5206\u88c2&#xff09;\u901a\u8fc7\u88686\u603b\u7ed3\u7684\u9884\u5b9a\u4e49\u4fdd\u5b88\u89c4\u5219\u89e3\u51b3&#xff0c;\u786e\u4fdd\u4e86\u53ef\u590d\u73b0\u6027\u5e76\u6d88\u9664\u4e86\u4e3b\u89c2\u504f\u5dee\u3002<\/p>\n<p>\u5728\u6240\u6709\u6570\u636e\u96c6\u4e2d&#xff0c;\u670912\u79cd\u6280\u672f&#xff08;\u536068\u79cd\u6280\u672f\u57fa\u7ebf\u768417.6%&#xff09;\u56e0Indirect-None\u4e89\u8bae\u88ab\u6392\u9664&#xff0c;\u786e\u4fdd\u62a5\u544a\u7684\u8986\u76d6\u6307\u6807\u4ec5\u4ee3\u8868\u9ad8\u7f6e\u4fe1\u5ea6\u6620\u5c04\u3002<\/p>\n<p>\u4f18\u5148\u7ea7\u8bc4\u5206&#xff1a;\u00a0\u6bcf\u79cd\u6280\u672f\u90fd\u6536\u5230\u4e00\u4e2a\u7efc\u5408\u4f18\u5148\u7ea7\u5f97\u5206&#xff08;0-100&#xff09;\u3002\u4e3a\u5bf9\u6bcf\u79cd\u6280\u672f\u7684\u5173\u952e\u6027\u8fdb\u884c\u6392\u540d&#xff0c;\u6309\u5982\u4e0b\u8ba1\u7b97\u7efc\u5408\u4f18\u5148\u7ea7\u5f97\u5206&#xff08;PS&#xff09;&#xff1a; <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260902233331-6a98b24b83630.png\" \/> \u5176\u4e2d&#xff1a;<\/p>\n<ul>\n<li>\n<p>Ue \u2208 [0, 40] \u4ee3\u8868\u5b9e\u4f53\u4f7f\u7528&#xff08;\u5728\u94f6\u884c\u90e8\u95e8\u653b\u51fb\u4e2d\u7684\u4f7f\u7528\u9891\u7387&#xff09;\u3002<\/p>\n<\/li>\n<li>\n<p>It \u2208 [0, 40] \u4ee3\u8868\u6218\u672f\u91cd\u8981\u6027&#xff08;\u76f8\u5173MITRE\u6218\u672f\u7684\u5173\u952e\u6027&#xff09;\u3002<\/p>\n<\/li>\n<li>\n<p>Dg \u2208 [0, 20] \u4ee3\u8868\u7ec4\u7ec7\u591a\u6837\u6027&#xff08;\u4f7f\u7528\u8be5\u6280\u672f\u7684\u4e0d\u540c\u5a01\u80c1\u884c\u4e3a\u8005\u6570\u91cf&#xff09;\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5b9e\u4f53\u4f7f\u7528\u53cd\u6620\u4e86\u5a01\u80c1\u884c\u4e3a\u8005\u548c\u6076\u610f\u8f6f\u4ef6\u91c7\u7528\u5e7f\u5ea6\u3002\u6218\u672f\u91cd\u8981\u6027\u6765\u6e90\u4e8e\u94f6\u884c\u5a01\u80c1\u8bed\u6599\u5e93\u7684\u7ecf\u9a8c\u6218\u672f\u5206\u5e03\u3002\u7ec4\u7ec7\u591a\u6837\u6027\u5956\u52b1\u88ab\u591a\u4e2a\u4e0d\u540c\u5a01\u80c1\u7ec4\u7ec7\u4f7f\u7528\u7684\u6280\u672f\u300240\/40\/20\u7684\u6743\u91cd\u4f18\u5148\u8003\u8651\u76f4\u63a5\u5a01\u80c1\u91c7\u7528\u548c\u8fd0\u8425\u5f71\u54cd\u3002\u6280\u672f\u88ab\u5206\u7c7b\u4e3a\u9ad8\u4f18\u5148\u7ea7&#xff08;\u22656\u4e2a\u5b9e\u4f53&#xff09;\u3001\u5e38\u89c1&#xff08;4-5\u4e2a&#xff09;\u3001\u4e2d\u7b49&#xff08;2-3\u4e2a&#xff09;\u6216\u7a00\u6709&#xff08;1\u4e2a&#xff09;\u3002<\/p>\n<p>\u8986\u76d6\u5ea6\u91cf&#xff1a;\u00a0\u6570\u636e\u96c6\u6548\u7528\u901a\u8fc7\u52a0\u6743\u8986\u76d6\u91cf\u5316&#xff1a; \u8986\u76d6&#xff08;\u52a0\u6743&#xff09;&#061;<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260902233331-6a98b24b8c725.png\" \/> \u5176\u4e2d w\u1d62 \u662f\u6280\u672f\u7684\u4f18\u5148\u7ea7\u5f97\u5206&#xff0c;c\u1d62 \u662f\u4e8c\u5143\u7684&#xff08;\u5982\u679c\u4e3aDirect\/Indirect\u5219\u4e3a1&#xff0c;\u5982\u679c\u4e3aNone\u5219\u4e3a0&#xff09;&#xff0c;\u786e\u4fdd\u9ad8\u4f18\u5148\u7ea7\u6280\u672f\u5bf9\u8bc4\u4f30\u6210\u6bd4\u4f8b\u8d21\u732e\u3002<\/p>\n<p>3.4 \u53ef\u590d\u73b0\u6027\u4e0e\u5de5\u4ef6\u53ef\u7528\u6027<\/p>\n<p>\u6240\u6709\u4e3b\u8981\u5de5\u4ef6\u90fd\u516c\u5f00\u5b58\u6863\u4e8e\u00a0GitHub &#8211; adritatori\/BankSectorNIDSdatasetCoverage \u00b7 GitHub&#xff0c;\u6309\u4e09\u4e2a\u65b9\u6cd5\u9636\u6bb5\u7ec4\u7ec7\u6210\u4e09\u4e2a\u76ee\u5f55\u3002\u5171\u8bc6\u5f15\u64ce\u5305\u62ecGPT-5.2&#xff08;OpenAI&#xff09;\u3001Claude Opus 4.5&#xff08;Anthropic&#xff09;\u3001Gemini 3 Pro&#xff08;Google&#xff09;\u548cGrok 4.1&#xff08;xAI&#xff09;&#xff0c;\u901a\u8fc7\u6807\u51c6\u6d88\u8d39\u8005\u804a\u5929\u754c\u9762\u57282025\u5e7411\u6708\u81f32026\u5e741\u6708\u671f\u95f4\u8bbf\u95ee\u3002\u7531\u4e8e\u63a8\u7406\u53c2\u6570\u5982\u6e29\u5ea6\u548ctop_p\u901a\u8fc7\u6d88\u8d39\u8005\u754c\u9762\u4e0d\u53ef\u7528\u6237\u914d\u7f6e&#xff0c;\u8f93\u51fa\u5728\u7ed3\u6784\u4e0a\u662f\u53ef\u590d\u73b0\u7684&#xff0c;\u4f46\u53ef\u80fd\u56e0\u975e\u786e\u5b9a\u6027\u91c7\u6837\u800c\u8868\u73b0\u51fa\u5fae\u5c0f\u53d8\u5316[18,24]\u3002\u6574\u4e2a\u8fc7\u7a0b\u4e2d\u4f7f\u7528\u7684ATT&amp;CK\u6846\u67b6\u7248\u672c\u4e3av18&#xff0c;\u4e8e2025\u5e7411\u6708\u901a\u8fc7\u00a0MITRE ATT&amp;CK\u00ae\u00a0\u8bbf\u95ee\u3002\u63d0\u793a\u6a21\u677f\u548c\u5c11\u6837\u672c\u6821\u51c6\u793a\u4f8b\u89c1\u9644\u5f55A\u3002<\/p>\n<p>4 \u7ed3\u679c<\/p>\n<p>\u8bc4\u4f30\u4fa7\u91cd\u4e8e\u9488\u5bf9\u6838\u5fc3\u94f6\u884c\u57fa\u7840\u8bbe\u65bd\u7684\u5bf9\u624b\u76f8\u5173\u7684NIDS\u53ef\u68c0\u6d4bMITRE ATT&amp;CK\u6280\u672f\u7684\u8868\u793a\u3002<\/p>\n<p>4.1 \u94f6\u884c\u90e8\u95e8\u6280\u672f\u7684NIDS\u53ef\u68c0\u6d4b\u6027\u5206\u7c7b<\/p>\n<p>\u4ece\u6700\u521d\u7684210\u79cd\u94f6\u884c\u90e8\u95e8\u6280\u672f\u4e2d&#xff0c;\u670968\u79cd&#xff08;32.4%&#xff09;\u5728\u4e25\u683c\u7684\u88ab\u52a8NIDS\u7ea6\u675f\u4e0b\u88ab\u5206\u7c7b\u4e3aNIDS\u53ef\u68c0\u6d4b&#xff08;YES\u6216PARTIAL&#xff09;\u3002\u5176\u4f59142\u79cd&#xff08;67.6%&#xff09;\u88ab\u5206\u7c7b\u4e3aNO&#xff0c;\u4e3b\u8981\u7531\u4e8e\u4e3b\u673a\u9a7b\u7559\u6267\u884c\u6216\u4e0e\u5408\u6cd5\u6d3b\u52a8\u65e0\u6cd5\u533a\u5206\u7684\u52a0\u5bc6\u6d41\u91cf\u3002\u56fe3\u8bf4\u660e\u4e86\u6240\u6709210\u79cd\u6280\u672f\u7684\u4e09\u5411\u5206\u7c7b\u5206\u5e03&#xff0c;\u5176\u4e2d21\u79cd&#xff08;10.0%&#xff09;\u83b7\u5f97YES&#xff0c;47\u79cd&#xff08;22.4%&#xff09;\u83b7\u5f97PARTIAL\u6807\u7b7e\u3002\u5408\u5e76\u768468\u79cdYES\u548cPARTIAL\u6280\u672f&#xff08;32.4%&#xff09;\u6784\u6210\u4e86NIDS\u53ef\u68c0\u6d4b\u57fa\u7ebf&#xff0c;\u4e3a\u94f6\u884c\u5a01\u80c1\u6a21\u578b\u5185\u88ab\u52a8NIDS\u8bc4\u4f30\u5efa\u7acb\u4e86\u73b0\u5b9e\u7684\u4e0a\u9650\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260902233331-6a98b24b96d48.png\" \/><\/p>\n<p>\u56fe3&#xff0c;\u663e\u793aNIDS\u53ef\u68c0\u6d4b\u6027\u5206\u7c7b\u7684\u997c\u56fe<\/p>\n<p>4.2 \u6570\u636e\u96c6\u6620\u5c04\u7684\u6a21\u578b\u95f4\u4e00\u81f4<\/p>\n<p>\u5c0668\u79cd\u53ef\u68c0\u6d4b\u6280\u672f\u6620\u5c04\u5230\u57fa\u51c6\u6570\u636e\u96c6\u7684\u5171\u8bc6\u7ed3\u679c\u603b\u7ed3\u5728\u88687\u4e2d\u3002CIC-DDoS2019\u8868\u73b0\u51fa\u6700\u5f3a\u7684\u4e00\u81f4&#xff08;92.6%\u4e3a\u4e00\u81f4\u6216\u5171\u8bc6\u5206\u7c7b&#xff09;&#xff0c;\u8fd9\u5f52\u56e0\u4e8e\u5176\u72ed\u7a84\u3001\u5b9a\u4e49\u660e\u786e\u7684\u653b\u51fb\u8303\u56f4\u3002\u76f8\u53cd&#xff0c;CTU-13\u8868\u73b0\u51fa\u6700\u9ad8\u7684\u6a21\u7cca\u6027&#xff0c;\u670950.0%\u7684\u6280\u672f\u5bfc\u81f4\u4e89\u8bae&#xff08;2-2&#xff09;\u5206\u7c7b&#xff0c;\u4e14\u65e0\u5f31\u4e00\u81f4\u5b9e\u4f8b\u3002\u8fd9\u53cd\u6620\u4e86CTU-13\u7c97\u7c92\u5ea6\u3001\u4ee5\u6d3b\u52a8\u4e3a\u5bfc\u5411\u7684\u6807\u7b7e\u7ed3\u6784&#xff0c;\u4e0e\u5177\u6709\u660e\u786e\u653b\u51fb\u6807\u7b7e\u7684\u6570\u636e\u96c6\u76f8\u6bd4&#xff0c;\u4f7f\u5f97\u7ec6\u7c92\u5ea6\u6280\u672f\u5f52\u5c5e\u590d\u6742\u5316\u3002<\/p>\n<p>CIC-DDoS2019\u4e3b\u8981\u5173\u6ce8DDoS\u653b\u51fb&#xff0c;\u8fd9\u4e9b\u653b\u51fb\u4ea7\u751f\u6e05\u6670\u4e14\u91cd\u590d\u7684\u6d41\u91cf\u6a21\u5f0f\u3002\u8fd9\u4f7f\u5f97\u68c0\u6d4b\u66f4\u5bb9\u6613&#xff0c;\u5e76\u5bfc\u81f4\u6280\u672f\u95f4\u66f4\u9ad8\u7684\u4e00\u81f4[22]\u3002\u76f8\u6bd4\u4e4b\u4e0b&#xff0c;\u591a\u653b\u51fb\u6570\u636e\u96c6\u5305\u542b\u591a\u6837\u4e14\u590d\u6742\u7684\u653b\u51fb\u884c\u4e3a&#xff0c;\u5bfc\u81f4\u4e00\u81f4\u6027\u8f83\u4f4e\u3002\u56e0\u6b64&#xff0c;CIC-DDoS2019\u7684\u9ad8\u6027\u80fd\u53cd\u6620\u4e86DDoS\u7279\u5b9a\u7684\u68c0\u6d4b\u80fd\u529b&#xff0c;\u800c\u975e\u901a\u7528\u5165\u4fb5\u68c0\u6d4b\u6027\u80fd\u3002\u6b64\u5c40\u9650\u6027\u5df2\u88ab\u627f\u8ba4&#xff0c;\u4ee5\u786e\u4fdd\u516c\u5e73\u6bd4\u8f83\u548c\u6b63\u786e\u89e3\u91ca\u7ed3\u679c\u3002<\/p>\n<p>\u88687. \u6a21\u578b\u95f4\u4e00\u81f4\u6458\u8981<\/p>\n<table>\n<tr>\n<p>\u6570\u636e\u96c6<\/p>\n<p>\u603b\u6280\u672f\u6570<\/p>\n<p>\u4e00\u81f4 (4\/4)<\/p>\n<p>\u5171\u8bc6 (3\/4)<\/p>\n<p>\u5f31 (2\/4)<\/p>\n<p>\u4e89\u8bae (2-2)<\/p>\n<\/tr>\n<tbody>\n<tr>\n<td>\n<p>CICIDS2017<\/p>\n<\/td>\n<td>\n<p>68<\/p>\n<\/td>\n<td>\n<p>16 (23.5%)<\/p>\n<\/td>\n<td>\n<p>32 (47.1%)<\/p>\n<\/td>\n<td>\n<p>8 (11.8%)<\/p>\n<\/td>\n<td>\n<p>12 (17.6%)<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>CIC-DDoS2019<\/p>\n<\/td>\n<td>\n<p>68<\/p>\n<\/td>\n<td>\n<p>44 (64.7%)<\/p>\n<\/td>\n<td>\n<p>19 (27.9%)<\/p>\n<\/td>\n<td>\n<p>3 (4.4%)<\/p>\n<\/td>\n<td>\n<p>2 (2.9%)<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>UNSW-NB15<\/p>\n<\/td>\n<td>\n<p>68<\/p>\n<\/td>\n<td>\n<p>25 (36.8%)<\/p>\n<\/td>\n<td>\n<p>23 (33.8%)<\/p>\n<\/td>\n<td>\n<p>9 (13.2%)<\/p>\n<\/td>\n<td>\n<p>11 (16.2%)<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>UWF-ZeekData22<\/p>\n<\/td>\n<td>\n<p>68<\/p>\n<\/td>\n<td>\n<p>24 (35.3%)<\/p>\n<\/td>\n<td>\n<p>18 (26.5%)<\/p>\n<\/td>\n<td>\n<p>17 (25.0%)<\/p>\n<\/td>\n<td>\n<p>9 (13.2%)<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>CTU-13<\/p>\n<\/td>\n<td>\n<p>68<\/p>\n<\/td>\n<td>\n<p>18 (26.4%)<\/p>\n<\/td>\n<td>\n<p>16 (23.5%)<\/p>\n<\/td>\n<td>\n<p>0 (0.0%)<\/p>\n<\/td>\n<td>\n<p>34 (50.0%)<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>4.3 \u6570\u636e\u96c6\u8986\u76d6\u5206\u6790<\/p>\n<p>\u5c0668\u79cdNIDS\u53ef\u68c0\u6d4b\u6280\u672f\u6620\u5c04\u5230\u4e94\u4e2a\u57fa\u51c6\u6570\u636e\u96c6&#xff0c;\u4ee5\u8bc4\u4f30\u94f6\u884c\u90e8\u95e8\u5a01\u80c1\u7684\u8868\u793a\u3002\u56fe4\u603b\u7ed3\u4e86\u6240\u8bc4\u4f30\u6570\u636e\u96c6\u7684\u52a0\u6743\u8986\u76d6\u5f97\u5206\u3002UNSW-NB15\u63d0\u4f9b\u4e86\u6700\u5168\u9762\u7684\u94f6\u884c\u4e1a\u52a1\u76f8\u5173\u884c\u4e3a\u8868\u793a&#xff0c;\u5c3d\u7ba1\u76f4\u63a5\u5bf9\u9f50\u6709\u9650&#xff08;18.4%&#xff09;&#xff0c;\u4f46\u603b\u8986\u76d6\u7387\u8fbe\u523082.2%\u3002\u76f8\u53cd&#xff0c;CTU-13\u8868\u73b0\u51fa\u660e\u663e\u7684\u4e0d\u5e73\u8861&#xff0c;\u95f4\u63a5\u8868\u793a\u6bd4\u4f8b\u5f88\u5927&#xff08;40.4%&#xff09;&#xff0c;\u4f46\u76f4\u63a5\u8986\u76d6\u6781\u5c11&#xff08;9.0%&#xff09;\u3002<\/p>\n<p>\u6700\u540e&#xff0c;CIC-DDoS2019\u768489.9%\u8986\u76d6\u7f3a\u53e3\u53cd\u6620\u4e86\u5176\u5bf9\u4f53\u79ef\u6027\u62d2\u7edd\u670d\u52a1\u653b\u51fb\u7684\u4e13\u4e1a\u5316\u5173\u6ce8&#xff0c;\u4f7f\u5176\u4e0d\u9002\u5408\u5168\u9762\u7684\u94f6\u884c\u90e8\u95e8\u5b89\u5168\u8bc4\u4f30\u3002\u5173\u952e\u6280\u672f\u5728\u6240\u8bc4\u4f30\u7684\u6240\u6709\u6570\u636e\u96c6\u4e2d\u8986\u76d6\u4e0d\u5747\u3002\u867d\u7136\u6e17\u51fa\u65b9\u6cd5&#xff08;T1041, T1048&#xff09;\u51fa\u73b0\u5728\u591a\u4e2a\u57fa\u51c6\u4e2d&#xff0c;\u4f46\u51ed\u8bc1\u8bbf\u95ee&#xff08;T1078&#xff09;\u548c\u6301\u4e45\u6027\u673a\u5236&#xff08;T1053&#xff09;\u4ecd\u7136\u663e\u8457\u4ee3\u8868\u6027\u4e0d\u8db3\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f&#xff0c;\u6ca1\u6709\u6570\u636e\u96c6\u63d0\u4f9b\u5bf9T1071&#xff08;\u5e94\u7528\u5c42\u534f\u8bae&#xff09;\u7684\u76f4\u63a5\u8986\u76d6&#xff0c;\u5c3d\u7ba1\u5b83\u5bf9\u4e8e\u547d\u4ee4\u4e0e\u63a7\u5236&#xff08;C2&#xff09;\u68c0\u6d4b\u81f3\u5173\u91cd\u8981\u3002\u56fe5\u8bf4\u660e\u4e86\u8fd9\u4e9b\u6218\u672f\u7ea7\u522b\u7684\u8986\u76d6\u6a21\u5f0f\u3002\u76f4\u63a5\u8986\u76d6\u5728\u6240\u6709\u6570\u636e\u96c6\u4e2d\u4ecd\u4f4e\u4e8e18.9%&#xff0c;\u8868\u660e\u660e\u786e\u7684\u94f6\u884c\u7279\u5b9a\u653b\u51fb\u5b9e\u73b0\u5f88\u5c11\u89c1\u3002\u53d1\u73b0\u548c\u6e17\u51fa\u662f\u8986\u76d6\u6700\u597d\u7684\u6218\u672f&#xff0c;\u800c\u521d\u59cb\u8bbf\u95ee\u548c\u5f71\u54cd\u5728\u5f53\u524dNIDS\u57fa\u51c6\u4e2d\u7cfb\u7edf\u6027\u4ee3\u8868\u6027\u4e0d\u8db3\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260902233331-6a98b24ba77f1.png\" \/><\/p>\n<p>\u56fe4&#xff0c;\u6570\u636e\u96c6\u8986\u76d6\u5206\u6790\u7684\u67f1\u72b6\u56fe<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260902233331-6a98b24bb805a.png\" \/> \u56fe5&#xff0c;\u8de8\u57fa\u51c6\u6570\u636e\u96c6\u7684\u6218\u672f\u7ea7ATT&amp;CK\u8986\u76d6\u7684\u70ed\u56fe<\/p>\n<p>4.4 \u6620\u5c04\u4e89\u8bae\u5206\u6790<\/p>\n<p>\u6709\u4e89\u8bae\u7684\u6570\u636e\u96c6\u6620\u5c04\u63ed\u793a\u4e86ATT&amp;CK\u6280\u672f\u8fb9\u754c\u7684\u7cfb\u7edf\u6a21\u7cca\u6027\u3002\u5bf9CTU-13\u4e2d34\u4e2a\u6709\u4e89\u8bae&#xff08;2-2\u5206\u88c2&#xff09;\u6848\u4f8b\u7684\u5206\u6790\u663e\u793a&#xff0c;\u5206\u6b67\u4e3b\u8981\u6e90\u4e8e\u7c97\u7c92\u5ea6\u7684\u3001\u6d3b\u52a8\u7ea7\u522b\u7684\u6807\u7b7e\u3002\u5bf9\u4e8eCICIDS2017\u4e2d\u768412\u4e2a\u4e89\u8bae\u6848\u4f8b\u548cUNSW-NB15\u4e2d\u768411\u4e2a\u6848\u4f8b&#xff0c;\u5206\u6b67\u901a\u5e38\u6d89\u53ca\u5177\u6709\u91cd\u53e0\u7f51\u7edc\u6307\u6807\u7684\u6280\u672f&#xff08;\u4f8b\u5982&#xff0c;\u5f53\u4e24\u8005\u90fd\u5229\u7528HTTP\u65f6\u533a\u5206T1071\u548cT1041&#xff09;\u3002\u5728\u8fd9\u4e9b\u60c5\u51b5\u4e0b&#xff0c;\u4fdd\u5b88\u5730\u9ed8\u8ba4\u4f7f\u7528Indirect\u5206\u7c7b&#xff0c;\u9632\u6b62\u4e86\u865a\u5047\u7684\u7cbe\u786e\u5ea6&#xff0c;\u540c\u65f6\u627f\u8ba4\u4e86\u6f5c\u5728\u7684\u8986\u76d6\u3002\u7531\u4e8e\u4e0d\u53ef\u8c03\u548c\u7684Indirect\u4e0eNone\u4e89\u8bae\u800c\u6392\u966412\u79cd\u6280\u672f&#xff08;\u5360\u57fa\u7ebf\u768417.6%&#xff09;\u4e3b\u8981\u5f71\u54cd\u4e86\u653b\u51fb\u591a\u6837\u6027\u6709\u9650\u7684\u6570\u636e\u96c6&#xff0c;\u5982CIC-DDoS2019\u548cUWF-ZeekData22\u3002\u8fd9\u4e9b\u6392\u9664\u786e\u4fdd\u62a5\u544a\u7684\u8986\u76d6\u6307\u6807\u4ee3\u8868\u9ad8\u7f6e\u4fe1\u5ea6\u6620\u5c04&#xff0c;\u800c\u975e\u63a8\u6d4b\u6027\u5bf9\u9f50\u3002<\/p>\n<p>5 \u8ba8\u8bba<\/p>\n<p>\u7814\u7a76\u7ed3\u679c\u8868\u660e&#xff0c;\u5b9e\u9a8c\u6027\u7f51\u7edc\u5165\u4fb5\u68c0\u6d4b\u7cfb\u7edf&#xff08;NIDS&#xff09;\u4e0e\u8fd0\u8425\u94f6\u884c\u9700\u6c42\u4e4b\u95f4\u5b58\u5728\u5b9e\u8d28\u6027\u7684\u9a8c\u8bc1\u5dee\u8ddd\u3002\u5c3d\u7ba1UNSW-NB15\u6570\u636e\u96c6\u8986\u76d6\u4e8682.2%\u7684\u94f6\u884c\u4e1a\u76f8\u5173\u6280\u672f&#xff0c;\u4f46\u5176\u4e25\u91cd\u4f9d\u8d56\u95f4\u63a5\u5de5\u4ef6&#xff08;63.8%&#xff09;\u8868\u660e\u5b83\u66f4\u9002\u5408\u5f02\u5e38\u68c0\u6d4b\u800c\u975e\u7cbe\u786e\u6280\u672f\u5206\u7c7b\u3002\u5728\u8fd9\u4e9b\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684\u7cfb\u7edf\u53ef\u80fd\u8bc6\u522b\u53ef\u7591\u6d3b\u52a8&#xff0c;\u800c\u65e0\u6cd5\u8bc6\u522b\u7279\u5b9a\u7684 adversary \u6218\u672f&#xff0c;\u5982ATM\u52ab\u6301\u6216SWIFT\u64cd\u7eb5\u3002CIC-DDoS2019\u7684\u5dee\u52b2\u8868\u73b0\u4ec5\u63d0\u4f9b10.1%\u7684\u8986\u76d6&#xff0c;\u7a81\u663e\u4e86\u4f9d\u8d56\u5355\u4e00\u5411\u91cf\u6570\u636e\u96c6\u7684\u98ce\u9669\u3002\u4f9d\u8d56\u6b64\u7c7b\u57fa\u51c6\u7684\u91d1\u878d\u673a\u6784\u4ecd\u5bf9\u5df2\u5efa\u7acb\u6280\u672f\u57fa\u7ebf\u768489.9%\u4fdd\u6301\u8106\u5f31&#xff0c;\u5728NIDS\u91c7\u8d2d\u4e2d\u9020\u6210\u201c\u9519\u8bef\u4fe1\u5fc3\u201d\u3002\u5bf9\u521d\u59cb\u8bbf\u95ee\u548c\u5f71\u54cd\u6218\u672f\u7684\u6709\u9650\u53ef\u89c1\u6027\u8bc1\u5b9e&#xff0c;NIDS\u5fc5\u987b\u4e0e\u57fa\u4e8e\u4e3b\u673a\u7684\u68c0\u6d4b\u548cTLS\u68c0\u67e5\u96c6\u6210\u4ee5\u786e\u4fdd\u5168\u9762\u5b89\u5168\u3002<\/p>\n<p>\u591aLLM\u5171\u8bc6\u65b9\u6cd5\u51cf\u8f7b\u4e86\u5355\u4e2a\u6a21\u578b\u7684\u504f\u5dee\u3002\u9009\u62e975%\u7684\u5171\u8bc6\u9608\u503c\u662f\u4e3a\u4e86\u5e73\u8861\u7cbe\u786e\u5ea6\u548c\u53ec\u56de\u7387&#xff1a;\u8f83\u4f4e\u768450%\u9608\u503c\u5c06\u4ee5\u5206\u7c7b\u7f6e\u4fe1\u5ea6\u4e3a\u4ee3\u4ef7\u5c06\u68c0\u6d4b\u5230\u7684\u6280\u672f\u6269\u5c5512%&#xff0c;\u800c\u4e00\u81f4\u8981\u6c42\u5c06\u6392\u966435%\u7684\u57fa\u7ebf\u3002\u65f6\u95f4\u6709\u6548\u6027\u662f\u53e6\u4e00\u4e2a\u95ee\u9898&#xff0c;\u56e0\u4e3a\u50cfCICIDS2017\u548cUNSW-NB15\u8fd9\u6837\u7684\u6570\u636e\u96c6\u65e9\u4e8e\u73b0\u4ee3\u4e91\u539f\u751f\u94f6\u884c\u548cTLS 1.3\u52a0\u5bc6\u3002\u6392\u966412\u79cd\u6280\u672f&#xff08;17.6%&#xff09;\u53ef\u80fd\u4f4e\u4f30\u5b9e\u9645\u8986\u76d6&#xff0c;\u56e0\u4e3a\u4e89\u8bae\u6280\u672f\u901a\u5e38\u6d89\u53ca\u4f7f\u7528\u6709\u6548\u51ed\u8bc1&#xff0c;\u8fd9\u4e9b\u51ed\u8bc1\u5728\u6ca1\u6709\u4e3b\u673a\u7ea7\u9065\u6d4b\u7684\u60c5\u51b5\u4e0b\u4e0e\u826f\u6027\u6d41\u91cf\u65e0\u6cd5\u533a\u5206\u3002\u867d\u7136\u672c\u7814\u7a76\u4fa7\u91cd\u4e8e\u94f6\u884c\u4e1a&#xff0c;\u4f46\u7ed3\u679c\u53ef\u80fd\u65e0\u6cd5\u5b8c\u5168\u63a8\u5e7f\u5230\u52a0\u5bc6\u8d27\u5e01\u6216\u4fdd\u9669\u884c\u4e1a&#xff0c;\u8fd9\u4e9b\u884c\u4e1a\u9762\u4e34\u4e0d\u540c\u7684\u5a01\u80c1\u683c\u5c40\u3002<\/p>\n<p>\u5e94\u4f18\u5148\u8003\u8651\u5f00\u53d1\u94f6\u884c\u7279\u5b9a\u7684\u57fa\u51c6&#xff0c;\u5305\u62ec\u5177\u6709\u660e\u786eATT&amp;CK\u6807\u7b7e\u7684SWIFT\u6d88\u606f\u6d41\u548cATM\u534f\u8bae&#xff0c;\u4f7f\u76d1\u7763\u5b66\u4e60\u6a21\u578b\u80fd\u591f\u8bc6\u522b\u7279\u5b9a\u7684 adversary \u884c\u4e3a&#xff0c;\u800c\u4e0d\u4ec5\u4ec5\u662f\u68c0\u6d4b\u5f02\u5e38\u3002\u5f53\u524d\u768468\u79cd\u6280\u672f\u57fa\u7ebf\u9700\u8981\u6301\u7eed\u66f4\u65b0&#xff0c;\u4ee5\u4e0e\u4e0d\u65ad\u6f14\u53d8\u7684MITRE ATT&amp;CK\u7248\u672c\u548c\u65b0\u5174\u7684\u91d1\u878d\u5a01\u80c1\u60c5\u62a5\u4fdd\u6301\u4e00\u81f4\u3002\u672a\u6765\u7684\u7814\u7a76\u8fd8\u5e94\u63a2\u7d22\u52a0\u5bc6\u6d41\u91cf\u5206\u6790&#xff0c;\u4ee5\u5728\u4e0d\u9700\u5b8c\u6574TLS\u89e3\u5bc6\u7684\u60c5\u51b5\u4e0b\u91cd\u65b0\u83b7\u5f97\u5bf9\u9632\u5fa1\u89c4\u907f\u6218\u672f\u7684\u53ef\u89c1\u6027\u3002\u5c06\u6b64\u65b9\u6cd5\u6269\u5c55\u5230\u57fa\u4e8e\u4e3b\u673a\u7684\u7cfb\u7edf\u5c06\u6709\u52a9\u4e8e\u5bf9\u5176\u4ed6\u5173\u952e\u90e8\u95e8&#xff08;\u5982\u533b\u7597\u4fdd\u5065\u548c\u80fd\u6e90&#xff09;\u7684\u591a\u5c42\u5b89\u5168\u67b6\u6784\u8fdb\u884c\u66f4\u5168\u9762\u7684\u8bc4\u4f30\u3002<\/p>\n<p>6 \u7ed3\u8bba<\/p>\n<p>\u73b0\u4ee3\u94f6\u884c\u7f51\u7edc\u9700\u8981\u53cd\u6620\u8fd0\u8425\u73b0\u5b9e adversary \u884c\u4e3a\u800c\u975e\u901a\u7528\u57fa\u51c6\u6027\u80fd\u7684NIDS\u8bc4\u4f30\u3002\u672c\u6587\u901a\u8fc7\u5f15\u5165\u4e00\u4e2a\u884c\u4e1a\u611f\u77e5\u6846\u67b6\u6765\u5f25\u5408\u5a01\u80c1\u60c5\u62a5\u4e0e\u73b0\u5b9e\u4f20\u611f\u5668\u80fd\u529b\u4e4b\u95f4\u7684\u5dee\u8ddd&#xff0c;\u89e3\u51b3\u4e86\u94f6\u884c\u90e8\u95e8NIDS\u7814\u7a76\u4e2d\u7684\u9a8c\u8bc1\u5dee\u8ddd\u3002\u901a\u8fc7\u5c06NIST SP 800-94\u7ea6\u675f\u5e94\u7528\u4e8eMITRE ATT&amp;CK\u77e9\u9635&#xff0c;\u8be5\u65b9\u6cd5\u5c06210\u79cd\u94f6\u884c\u76f8\u5173\u6280\u672f\u8fc7\u6ee4\u6210\u4e00\u4e2a\u5305\u542b68\u79cd\u7f51\u7edc\u53ef\u89c2\u5bdf\u884c\u4e3a\u7684\u53ef\u590d\u73b0\u57fa\u7ebf\u3002\u5bf9\u4e94\u4e2a\u57fa\u51c6\u6570\u636e\u96c6\u7684\u5b9e\u8bc1\u8bc4\u4f30\u8868\u660e&#xff0c;\u867d\u7136UNSW-NB15\u4ee582.2%\u7684\u8986\u76d6\u63d0\u4f9b\u4e86\u6700\u9ad8\u7684\u6548\u7528&#xff0c;\u4f46\u5176\u4ed6\u6570\u636e\u96c6&#xff08;\u5982CIC-DDoS2019&#xff09;\u5bf9\u6838\u5fc3\u94f6\u884c\u884c\u4e3a\u7559\u4e0b\u4e8689.9%\u7684\u76f2\u533a\u3002\u8fd9\u4e9b\u7531\u53ef\u6269\u5c55\u7684\u591aLLM\u5171\u8bc6\u65b9\u6cd5\u5b9e\u73b0\u7684\u53d1\u73b0&#xff0c;\u5f3a\u8c03\u4e86\u4f7f\u6570\u636e\u96c6\u9009\u62e9\u4e0e\u884c\u4e1a\u7279\u5b9a\u5a01\u80c1\u6a21\u578b\u5bf9\u9f50\u4ee5\u907f\u514d\u8fd0\u8425\u5931\u8d25\u7684\u5fc5\u8981\u6027\u3002\u8be5\u6846\u67b6\u4e3a\u672a\u6765\u4ee5\u94f6\u884c\u4e3a\u4e2d\u5fc3\u7684\u57fa\u51c6&#xff08;\u7eb3\u5165SWIFT\u548cATM\u534f\u8bae&#xff09;\u5960\u5b9a\u4e86\u57fa\u7840&#xff0c;\u5e76\u5efa\u7acb\u4e86\u4e00\u79cd\u9002\u7528\u4e8e\u6240\u6709\u5173\u952e\u57fa\u7840\u8bbe\u65bd\u9886\u57df\u5b89\u5168\u9a8c\u8bc1\u7684\u65b9\u6cd5\u3002\u5c40\u9650\u6027\u5305\u62ec\u4ec5\u88ab\u52a8\u53ef\u89c1\u6027\u5047\u8bbe\u548c\u5bf9\u6a21\u578b\u5171\u8bc6\u7684\u4f9d\u8d56&#xff0c;\u8fd9\u63a8\u52a8\u4e86\u672a\u6765\u5728\u66f4\u65b0\u57fa\u7ebf\u3001\u52a0\u5bc6\u6d41\u91cf\u63a8\u65ad\u4ee5\u53ca\u5f00\u53d1\u5305\u542bSWIFT\/ATM\u884c\u4e3a\u5e76\u5e26\u6709\u660e\u786eATT&amp;CK\u6807\u7b7e\u7684\u94f6\u884c\u539f\u751f\u6570\u636e\u96c6\u65b9\u9762\u7684\u5de5\u4f5c\u3002<\/p>\n<p>\u00a0<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5927\u5bb6\u8bfb\u5b8c\u89c9\u5f97\u6709\u5e2e\u52a9\u8bb0\u5f97\u5173\u6ce8\u548c\u70b9\u8d5e&#xff01;&#xff01;&#xff01;<br \/>\n\u6458\u8981&#xff1a;\u00a0\u5168\u7403\u94f6\u884c\u7f51\u7edc\u7684\u7cfb\u7edf\u6027\u5173\u952e\u6027\u4f7f\u5176\u6210\u4e3a\u9ad8\u7ea7\u6301\u7eed\u6027\u5a01\u80c1\u7684\u9ad8\u4f18\u5148\u7ea7\u76ee\u6807&#xff0c;\u8fd9\u5c31\u9700\u8981\u7f51\u7edc\u5165\u4fb5\u68c0\u6d4b\u7cfb\u7edf&#xff08;NIDS&#xff09;\u7684\u8fd0\u8425\u6709\u6548\u6027\u5fc5\u987b\u8d85\u8d8a\u7edf\u8ba1\u51c6\u786e\u6027\u3002\u7136\u800c&#xff0c;\u5728\u5b9e\u9a8c\u6027NIDS\u6027\u80fd\u4e0e\u5b9e\u9645\u6709\u6548\u6027\u4e4b\u95f4&#xff0c;\u4ecd\u7136\u5b58\u5728\u663e\u8457\u7684\u9a8c\u8bc1\u5dee\u8ddd&#xff1a;\u5728\u6807\u51c6\u57fa\u51c6\u4e0a\u8fbe\u5230\u9ad8\u51c6\u786e\u7387\u7684NIDS\u6a21\u578b&#xff0c;\u5f80\u5f80\u5728\u8fd0\u8425\u94f6\u884c\u73af\u5883\u4e2d\u5931\u6548&amp;#xff0<\/p>\n","protected":false},"author":2,"featured_media":99712,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[275,50,61,78],"topic":[],"class_list":["post-99719","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-web","tag-50","tag-61","tag-78"],"yoast_head":"<!-- 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