{"id":10813,"date":"2023-03-13T16:59:59","date_gmt":"2023-03-13T08:59:59","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=10813"},"modified":"2023-03-13T16:59:59","modified_gmt":"2023-03-13T08:59:59","slug":"%e7%bd%91%e7%bb%9c%e5%ae%89%e5%85%a8%e4%bf%9d%e5%8d%ab%e8%80%85%e6%ad%a3%e5%9c%a8%e6%89%a9%e5%b1%95%e4%bb%96%e4%bb%ac%e7%9a%84ai%e5%b7%a5%e5%85%b7%e7%ae%b1","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2023\/03\/13\/10813\/","title":{"rendered":"\u7f51\u7edc\u5b89\u5168\u4fdd\u536b\u8005\u6b63\u5728\u6269\u5c55\u4ed6\u4eec\u7684AI\u5de5\u5177\u7bb1"},"content":{"rendered":"

\u79d1\u5b66\u5bb6\u6b63\u5229\u7528\u4e00\u79cd\u79f0\u4e3a\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\uff08DRL\uff1aDeep Reinforcement Learning\uff09\u7684\u4eba\u5de5\u667a\u80fd\u6280\u672f\u6765\u4fdd\u62a4\u8ba1\u7b97\u673a\u7f51\u7edc\uff0c\u5e76\u8fc8\u51fa\u4e86\u5173\u952e\u4e00\u6b65\u3002<\/p>\n

\"\"<\/p>\n

\u5f53\u5728\u4e25\u683c\u7684\u6a21\u62df\u73af\u5883\u4e2d\u9762\u5bf9\u590d\u6742\u7684\u7f51\u7edc\u653b\u51fb\u65f6\uff0c\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u572895%\u7684\u65f6\u95f4\u5185\u6709\u6548\u963b\u6b62\u5bf9\u624b\u8fbe\u5230\u76ee\u6807\u3002\u6d4b\u8bd5\u7ed3\u679c\u4e3a\u81ea\u4e3b\u4eba\u5de5\u667a\u80fd\u5728\u4e3b\u52a8\u7f51\u7edc\u9632\u5fa1\u4e2d\u53d1\u6325\u4f5c\u7528\u63d0\u4f9b\u4e86\u5e0c\u671b\u3002<\/p>\n

\u7f8e\u56fd\u80fd\u6e90\u90e8\u592a\u5e73\u6d0b\u897f\u5317\u56fd\u5bb6\u5b9e\u9a8c\u5ba4\uff08PNNL\uff09\u7684\u79d1\u5b66\u5bb6\u5728\u4e00\u4efd\u7814\u7a76\u8bba\u6587\u4e2d\u8bb0\u5f55\u4e86\u4ed6\u4eec\u7684\u53d1\u73b0\uff0c\u5e76\u4e8e2\u670814\u65e5\u5728\u534e\u76db\u987f\u7279\u533a\u4eba\u5de5\u667a\u80fd\u4fc3\u8fdb\u534f\u4f1a\u5e74\u4f1a\u671f\u95f4\uff0c\u5728\u7f51\u7edc\u5b89\u5168\u4eba\u5de5\u667a\u80fd\u7814\u8ba8\u4f1a\u4e0a\u4ecb\u7ecd\u4e86\u4ed6\u4eec\u7684\u5de5\u4f5c\u3002<\/p>\n

\u9879\u76ee\u8d77\u70b9\u662f\u5f00\u53d1\u4e00\u4e2a\u6a21\u62df\u73af\u5883\uff0c\u4ee5\u6d4b\u8bd5\u6d89\u53ca\u4e0d\u540c\u7c7b\u578b\u5bf9\u624b\u7684\u591a\u9636\u6bb5\u653b\u51fb\u573a\u666f\u3002\u4e3a\u5b9e\u9a8c\u521b\u5efa\u8fd9\u6837\u4e00\u4e2a\u52a8\u6001\u653b\u9632\u6a21\u62df\u73af\u5883\u672c\u8eab\u5c31\u662f\u4e00\u4e2a\u6210\u679c\u3002\u8be5\u73af\u5883\u4e3a\u7814\u7a76\u4eba\u5458\u63d0\u4f9b\u4e86\u4e00\u79cd\u5728\u53d7\u63a7\u6d4b\u8bd5\u73af\u5883\u4e0b\u6bd4\u8f83\u4e0d\u540c\u57fa\u4e8eAI\u9632\u5fa1\u6709\u6548\u6027\u7684\u65b9\u6cd5\u3002<\/p>\n

\u8fd9\u4e9b\u5de5\u5177\u5bf9\u4e8e\u8bc4\u4f30\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u7684\u6027\u80fd\u81f3\u5173\u91cd\u8981\u3002\u8fd9\u79cd\u65b9\u6cd5\u6b63\u5728\u6210\u4e3a\u7f51\u7edc\u5b89\u5168\u4e13\u5bb6\u7684\u5f3a\u5927\u51b3\u7b56\u652f\u6301\u5de5\u5177\uff0cDRL\u662f\u4e00\u4e2a\u5177\u6709\u5b66\u4e60\u80fd\u529b\u3001\u9002\u5e94\u5feb\u901f\u53d8\u5316\u7684\u73af\u5883\u548c\u81ea\u4e3b\u51b3\u7b56\u80fd\u529b\u7684\u9632\u5fa1\u6a21\u5f0f\u3002\u4ee5\u5f80\u5176\u4ed6\u5f62\u5f0f\u7684\u4eba\u5de5\u667a\u80fd\u662f\u68c0\u6d4b\u5165\u4fb5\u6216\u8fc7\u6ee4\u5783\u573e\u90ae\u4ef6\u7684\u6807\u51c6\uff0c\u4f46\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u6269\u5c55\u4e86\u9632\u5fa1\u8005\u5728\u4e0e\u5bf9\u624b\u7684\u65e5\u5e38\u5bf9\u5cd9\u4e2d\u534f\u8c03\u987a\u5e8f\u51b3\u7b56\u8ba1\u5212\u7684\u80fd\u529b\u3002<\/p>\n

\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u63d0\u4f9b\u4e86\u66f4\u667a\u80fd\u7684\u7f51\u7edc\u5b89\u5168\u3001\u66f4\u65e9\u53d1\u73b0\u7f51\u7edc\u73af\u5883\u53d8\u5316\u7684\u80fd\u529b\uff0c\u4ee5\u53ca\u91c7\u53d6\u5148\u53d1\u5236\u4eba\u63aa\u65bd\u632b\u8d25\u7f51\u7edc\u653b\u51fb\u7684\u673a\u4f1a\u3002<\/p>\n

\u4ecb\u7ecd\u8be5\u56e2\u961f\u5de5\u4f5c\u7684\u6570\u636e\u79d1\u5b66\u5bb6Samrat Chatterjee\u8868\u793a\uff1a\u201c\u4e00\u4e2a\u6709\u6548\u7684\u7f51\u7edc\u5b89\u5168\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u9700\u8981\u6839\u636e\u5b83\u6240\u80fd\u6536\u96c6\u7684\u4fe1\u606f\u4ee5\u53ca\u5b83\u6240\u505a\u51fa\u7684\u51b3\u7b56\u7ed3\u679c\u6765\u611f\u77e5\u3001\u5206\u6790\u3001\u884c\u52a8\u548c\u9002\u5e94\u3002\u201d\u201c\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u5728\u8fd9\u4e2a\u9886\u57df\u5177\u6709\u5de8\u5927\u7684\u6f5c\u529b\uff0c\u56e0\u4e3a\u7cfb\u7edf\u72b6\u6001\u548c\u53ef\u9009\u62e9\u884c\u52a8\u7684\u6570\u91cf\u53ef\u80fd\u5f88\u5927\u3002\u201d<\/p>\n

DRL\u7ed3\u5408\u4e86\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u548c\u6df1\u5ea6\u5b66\u4e60\uff08DL\uff09\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u9700\u8981\u5728\u590d\u6742\u73af\u5883\u4e2d\u505a\u51fa\u4e00\u7cfb\u5217\u51b3\u7b56\u7684\u60c5\u51b5\u3002\u5c31\u50cf\u521a\u5f00\u59cb\u8d70\u8def\u7684\u5b69\u5b50\u4ece\u78d5\u78d5\u78b0\u78b0\u548c\u64e6\u4f24\u4e2d\u5b66\u4e60\u4e00\u6837\uff0c\u57fa\u4e8e\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\uff08DRL\uff09\u7684\u7b97\u6cd5\u662f\u901a\u8fc7\u5bf9\u597d\u51b3\u7b56\u7684\u5956\u52b1\u548c\u5bf9\u574f\u51b3\u7b56\u7684\u60e9\u7f5a\u6765\u8bad\u7ec3\u7684\uff1a\u5bfc\u81f4\u7406\u60f3\u7ed3\u679c\u7684\u826f\u597d\u51b3\u7b56\u5f97\u5230\u79ef\u6781\u5956\u52b1\uff08\u4ee5\u6570\u503c\u8868\u793a\uff09\u7684\u652f\u6301\uff1b\u901a\u8fc7\u6263\u9664\u5956\u52b1\u6765\u963b\u6b62\u5bfc\u81f4\u4e0d\u826f\u7ed3\u679c\u7684\u4e0d\u826f\u9009\u62e9\u3002<\/p>\n

\u8be5\u56e2\u961f\u4f7f\u7528\u5f00\u6e90\u8f6f\u4ef6\u5de5\u5177\u5305OpenAI Gym\u4f5c\u4e3a\u57fa\u7840\uff0c\u521b\u5efa\u4e86\u4e00\u4e2a\u81ea\u5b9a\u4e49\u7684\u53d7\u63a7\u6a21\u62df\u73af\u5883\uff0c\u4ee5\u8bc4\u4f30\u56db\u79cd\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u7684\u4f18\u7f3a\u70b9\u3002<\/p>\n

\u540c\u65f6\u4f7f\u7528\u4e86MITRE\u516c\u53f8\u5f00\u53d1\u7684MITRE ATT&CK\u6846\u67b6\uff0c\u5e76\u7ed3\u5408\u4e86\u4e09\u4e2a\u4e0d\u540c\u5bf9\u624b\u90e8\u7f72\u76847\u79cd\u6218\u672f\u548c15\u79cd\u6280\u672f\u3002\u9632\u5fa1\u8005\u914d\u5907\u4e8623\u4e2a\u7f13\u89e3\u63aa\u65bd\uff0c\u8bd5\u56fe\u963b\u6b62\u6216\u963b\u6321\u653b\u51fb\u7684\u8fdb\u5c55\u3002<\/p>\n

\u653b\u51fb\u7684\u9636\u6bb5\u5305\u62ec\u4fa6\u5bdf\u3001\u6267\u884c\u3001\u6301\u4e45\u6027\u3001\u9632\u5fa1\u89c4\u907f\u3001\u6307\u6325\u548c\u63a7\u5236\u3001\u6536\u96c6\u548c\u8fc7\u6ee4\uff08\u5f53\u6570\u636e\u4ece\u7cfb\u7edf\u4e2d\u4f20\u8f93\u51fa\u53bb\u65f6\uff09\u7b49\u6218\u672f\u3002\u5982\u679c\u5bf9\u624b\u6210\u529f\u8fdb\u5165\u6700\u540e\u7684\u8fc7\u6ee4\u9636\u6bb5\uff0c\u5219\u653b\u51fb\u88ab\u8bb0\u5f55\u4e3a\u83b7\u80dc\u3002<\/p>\n

Chatterjee\u8868\u793a\uff1a\u201c\u6211\u4eec\u7684\u7b97\u6cd5\u5728\u7ade\u4e89\u73af\u5883\u4e2d\u8fd0\u884c\uff0c\u8fd9\u662f\u4e00\u573a\u4e0e\u610f\u56fe\u7834\u574f\u7cfb\u7edf\u7684\u5bf9\u624b\u7684\u7ade\u4e89\u3002\u662f\u4e00\u79cd\u591a\u9636\u6bb5\u653b\u51fb\uff0c\u5728\u8fd9\u79cd\u653b\u51fb\u4e2d\uff0c\u5bf9\u624b\u53ef\u4ee5\u8ffd\u6c42\u591a\u79cd\u653b\u51fb\u8def\u5f84\uff0c\u8fd9\u4e9b\u8def\u5f84\u53ef\u80fd\u4f1a\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u800c\u6539\u53d8\uff0c\u56e0\u4e3a\u4ed6\u4eec\u8bd5\u56fe\u4ece\u4fa6\u5bdf\u8f6c\u5411\u5229\u7528\u3002\u6211\u4eec\u7684\u6311\u6218\u662f\u5c55\u793a\u57fa\u4e8e\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7684\u9632\u5fa1\u5982\u4f55\u963b\u6b62\u8fd9\u79cd\u653b\u51fb\u3002\u201d<\/p>\n

DQN\u4f18\u4e8e\u5176\u4ed6\u65b9\u6cd5<\/h4>\n

\u8be5\u56e2\u961f\u57fa\u4e8e\u56db\u79cd\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff1aDQN\uff08\u6df1\u5ea6Q-Network\uff09\u548c\u5176\u4ed6\u4e09\u79cd\u53d8\u4f53\u6765\u8bad\u7ec3\u9632\u5fa1\u6027\u4ee3\u7406\uff0c\u63a5\u53d7\u4e86\u6709\u5173\u7f51\u7edc\u653b\u51fb\u7684\u6a21\u62df\u6570\u636e\u8bad\u7ec3\uff0c\u7136\u540e\u6d4b\u8bd5\u4e86\u4ed6\u4eec\u5728\u8bad\u7ec3\u4e2d\u6ca1\u6709\u89c2\u5bdf\u5230\u7684\u653b\u51fb\u3002<\/p>\n

DQN\u8868\u73b0\u6700\u597d\uff1a<\/p>\n

\u4f4e\u7b49\u590d\u6742\u7684\u653b\u51fb\uff1aDQN\u5728\u653b\u51fb\u9636\u6bb5\u4e2d\u9014\u963b\u6b62\u4e8679%\u7684\u653b\u51fb\uff0c\u5728\u6700\u540e\u9636\u6bb5\u963b\u6b62\u505c\u6b62\u4e8693%\u7684\u653b\u51fb\u3002<\/p>\n

\u4e2d\u7b49\u590d\u6742\u7684\u653b\u51fb\uff1aDQN\u5728\u4e2d\u9014\u963b\u6b62\u4e8682%\u7684\u653b\u51fb\uff0c\u5728\u6700\u540e\u9636\u6bb5\u963b\u6b62\u4e8695%\u7684\u653b\u51fb\u3002<\/p>\n

\u6700\u590d\u6742\u7684\u653b\u51fb\uff1aDQN\u5728\u4e2d\u9014\u963b\u6b62\u4e8657%\u7684\u653b\u51fb\uff0c\u5728\u6700\u540e\u9636\u6bb5\u963b\u6b62\u4e8684%\u7684\u653b\u51fb\uff0c\u8fdc\u8fdc\u9ad8\u4e8e\u5176\u4ed6\u4e09\u79cd\u7b97\u6cd5\u3002<\/p>\n

Chatterjee\u8bf4\uff1a\u201c\u6211\u4eec\u7684\u76ee\u6807\u662f\u521b\u5efa\u4e00\u4e2a\u81ea\u4e3b\u7684\u9632\u5fa1\u4ee3\u7406\uff0c\u5b83\u53ef\u4ee5\u4e86\u89e3\u5bf9\u624b\u6700\u6709\u53ef\u80fd\u7684\u4e0b\u4e00\u6b65\u884c\u52a8\uff0c\u5e76\u5bf9\u5176\u8fdb\u884c\u89c4\u5212\uff0c\u7136\u540e\u4ee5\u6700\u4f73\u65b9\u5f0f\u505a\u51fa\u53cd\u5e94\uff0c\u4ee5\u4fdd\u62a4\u7cfb\u7edf\u3002\u201d<\/p>\n

\u5c3d\u7ba1\u53d6\u5f97\u4e86\u8fdb\u5c55\uff0c\u4f46\u6ca1\u6709\u4eba\u613f\u610f\u5c06\u7f51\u7edc\u9632\u5fa1\u5b8c\u5168\u4ea4\u7ed9\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u3002\u76f8\u53cd\uff0c\u57fa\u4e8eDRL\u7684\u7f51\u7edc\u5b89\u5168\u7cfb\u7edf\u9700\u8981\u4e0e\u4eba\u7c7b\u534f\u540c\u5de5\u4f5c\uff0c\u524dPNNL\u7684\u5408\u8457\u8005Arnab Bhattacharya\u8bf4\u3002\u201c\u4eba\u5de5\u667a\u80fd\u53ef\u4ee5\u5f88\u597d\u5730\u9632\u5fa1\u7279\u5b9a\u7684\u6218\u7565\uff0c\u4f46\u4e0d\u80fd\u5f88\u597d\u5730\u7406\u89e3\u5bf9\u624b\u53ef\u80fd\u91c7\u53d6\u7684\u6240\u6709\u65b9\u6cd5\u3002\u6211\u4eec\u79bb\u4eba\u5de5\u667a\u80fd\u53d6\u4ee3\u4eba\u7c7b\u7f51\u7edc\u5206\u6790\u5e08\u7684\u9636\u6bb5\u8fd8\u5f88\u8fdc\u3002\u4eba\u7c7b\u7684\u53cd\u9988\u548c\u6307\u5bfc\u5f88\u91cd\u8981\u3002\u201d<\/p>\n

\u9664\u4e86Chatterjee\u548cBhattacharya\uff0c\u7814\u8ba8\u4f1a\u8bba\u6587\u7684\u4f5c\u8005\u8fd8\u5305\u62ecPNNL\u7684Mahantesh Halappanavar\u548c\u524dPNNL\u79d1\u5b66\u5bb6Ashutosh Dutta\u3002\u8fd9\u9879\u5de5\u4f5c\u7531\u80fd\u6e90\u90e8\u79d1\u5b66\u529e\u516c\u5ba4\u8d44\u52a9\uff0c\u63a8\u52a8\u8fd9\u9879\u5177\u4f53\u7814\u7a76\u7684\u4e00\u4e9b\u65e9\u671f\u5de5\u4f5c\u662f\u7531PNNL\u7684\u201c\u79d1\u5b66\u4e2d\u7684\u4eba\u5de5\u63a8\u7406\u6570\u5b66\u201d\u8ba1\u5212\u901a\u8fc7\u5b9e\u9a8c\u5ba4\u6307\u5bfc\u7814\u7a76\u4e0e\u5f00\u53d1\u8ba1\u5212\u8d44\u52a9\u7684\u3002<\/p>\n

\uff08\u6587\u7ae0\u6765\u6e90\uff1aAi\u65f6\u4ee3\u524d\u6cbf\uff09<\/p>\n

<\/div>\n

<\/g><\/svg><\/i> \"Loading\"<\/p>\n

<\/div>\n","protected":false},"excerpt":{"rendered":"

\u79d1\u5b66\u5bb6\u6b63\u5229\u7528\u4e00\u79cd\u79f0\u4e3a\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\uff08DRL\uff1aDeep Reinforcement Learning\uff09\u7684\u4eba\u5de5\u667a\u80fd\u6280 […]<\/p>\n

<\/div>\n

<\/g><\/svg><\/i> \"Loading\"<\/p>\n

<\/div>\n","protected":false},"author":3,"featured_media":10815,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[23,315],"tags":[],"class_list":["post-10813","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-23","category-315"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/10813","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=10813"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/10813\/revisions"}],"predecessor-version":[{"id":10816,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/10813\/revisions\/10816"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/10815"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=10813"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=10813"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=10813"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}