{"id":1533,"date":"2025-08-11T10:20:48","date_gmt":"2025-08-11T02:20:48","guid":{"rendered":"https:\/\/www.im-zu.cn\/?p=1533"},"modified":"2025-08-11T10:20:51","modified_gmt":"2025-08-11T02:20:51","slug":"%e5%a6%82%e4%bd%95%e8%a7%a3%e8%af%bb%e6%99%ba%e8%83%bd%e7%ae%97%e6%b3%95%e7%9a%84%e5%87%a0%e4%b8%aa%e9%87%8d%e8%a6%81%e5%8f%82%e6%95%b0","status":"publish","type":"post","link":"https:\/\/www.im-zu.cn\/?p=1533","title":{"rendered":"\u5982\u4f55\u89e3\u8bfb\u667a\u80fd\u7b97\u6cd5\u7684\u51e0\u4e2a\u91cd\u8981\u53c2\u6570"},"content":{"rendered":"\n<h1 class=\"wp-block-heading\">epsilon-greedy\u7b56\u7565<\/h1>\n\n\n\n<p>Epsilon-greedy\u662f\u4e00\u79cd\u5e73\u8861\u63a2\u7d22\uff08exploration\uff09\u548c\u5229\u7528\uff08exploitation\uff09\u7684\u7b56\u7565\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u63a2\u7d22\uff08Exploration\uff09<\/strong>\uff1a\u4ee5\u03b5\u7684\u6982\u7387\u968f\u673a\u9009\u62e9\u52a8\u4f5c\uff0c\u4ee5\u4fbf\u53d1\u73b0\u53ef\u80fd\u66f4\u597d\u7684\u7b56\u7565<\/li>\n\n\n\n<li><strong>\u5229\u7528\uff08Exploitation\uff09<\/strong>\uff1a\u4ee5(1-\u03b5)\u7684\u6982\u7387\u9009\u62e9\u5f53\u524d\u8ba4\u4e3a\u6700\u4f18\u7684\u52a8\u4f5c<\/li>\n<\/ul>\n\n\n\n<p>\u4f8b\u5982\uff0cepsilon=0.2\uff0c\u610f\u5473\u774020%\u7684\u6982\u7387\u968f\u673a\u9009\u62e9\u52a8\u4f5c\uff08\u63a2\u7d22\uff09\uff0c80%\u7684\u6982\u7387\u6839\u636e\u5f53\u524dQ\u7f51\u7edc\u9009\u62e9\u6700\u4f18\u52a8\u4f5c\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u8bf4epsilon\u7684\u503c\u5728\u8bad\u7ec3\u521d\u671f\u6bd4\u8f83\u9ad8\uff0c\u610f\u5473\u7740\u8fd9\u91cc\u9762\u4fa7\u91cd\u4e8e\u63a2\u7d22\u3002\u800cepsilon\u7684\u503c\u5728\u8bad\u7ec3\u521d\u671f\u6bd4\u8f83\u4f4e\uff0c\u90a3\u4e48\u8fd9\u91cc\u9762\u4fa7\u91cd\u4e8e\u5229\u7528\u5df2\u5b66\u5230\u7684\u7b56\u7565\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u8bbe\u7f6e\u65b9\u5f0f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u52a8\u6001\u8fd8\u662f\u9759\u6001\uff1f<\/h3>\n\n\n\n<p>\u5728\u5b9e\u8df5\u4e2d\uff0cepsilon-greedy \u7b56\u7565\u901a\u8fc7\u5728\u6bcf\u4e2a\u51b3\u7b56\u6b65\u9aa4\u4e2d\u751f\u6210\u4e00\u4e2a\u968f\u673a\u6570\u6765\u5de5\u4f5c\u3002\u5982\u679c\u8be5\u6570\u5b57\u5c0f\u4e8e \u03b5\uff0c\u5219\u667a\u80fd\u4f53\u9009\u62e9\u4e00\u4e2a\u968f\u673a\u52a8\u4f5c\uff1b\u5426\u5219\uff0c\u5b83\u4f1a\u6839\u636e\u5176\u5f53\u524d\u77e5\u8bc6\u9075\u5faa\u6700\u4f73\u52a8\u4f5c\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\uff0c\u60f3\u8c61\u4e00\u4e2a\u673a\u5668\u4eba\u5728\u8ff7\u5bab\u4e2d\u5bfc\u822a\uff1a\u6700\u521d\uff0c\u5b83\u53ef\u80fd\u4f1a\u63a2\u7d22\u4e0d\u540c\u7684\u8def\u5f84\uff08\u9ad8 \u03b5\uff09\uff0c\u4f46\u9010\u6e10\u8f6c\u5411\u4f7f\u7528\u5df2\u77e5\u7684\u6700\u77ed\u8def\u5f84\uff08\u4f4e 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\u65b9\u6cd5\u7531\u4e8e\u5176\u6e05\u6670\u6027\u548c\u9002\u5e94\u6027\uff0c\u4ecd\u7136\u662f\u5f3a\u5316\u5b66\u4e60\u4e2d\u7684\u4e00\u79cd\u57fa\u672c\u65b9\u6cd5\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Reward\u6ce2\u52a8<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6ce2\u52a8\u8f83\u5927\u7684\u539f\u56e0<\/h3>\n\n\n\n<p>\u4e00\u822c\uff0caverage reward\uff0c\u5373episode\/average reward\u7684\u503c\u6ce2\u52a8\u5982\u679c\u8f83\u5927\uff0c\u539f\u56e0\u6709\u4e24\u70b9\uff0c\u4e00\u70b9\u662f\u73af\u5883\u590d\u6742\u5ea6\u8f83\u9ad8\uff0c\u7b2c\u4e8c\u662f\u8d85\u53c2\u6570\u8bbe\u7f6e\u4e0d\u591f\u7406\u60f3\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u89e3\u51b3\u65b9\u6848<\/h2>\n\n\n\n<p>\u5c1d\u8bd5\u51cf\u5c0fepsilon\u7684\u8870\u51cf\u901f\u5ea6\uff0c\u8ba9\u667a\u80fd\u4f53\u66f4\u65e9\u5730\u91c7\u7528\u5b66\u5230\u7684\u7b56\u7565\u3002<\/p>\n\n\n\n<p>\u8c03\u6574gamma\uff08\u6298\u6263\u56e0\u5b50\uff09\uff0c\u770b\u770b\u662f\u5426\u80fd\u591f\u6539\u5584\u957f\u671f\u5956\u52b1\u7684\u7d2f\u79ef\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">Reward\u540e\u671f\u505c\u6ede<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\">\u505c\u6ede\u7684\u539f\u56e0<\/h2>\n\n\n\n<p>\u53ef\u80fd\u9677\u5165\u4e86\u5c40\u90e8\u6700\u4f18\u89e3\uff0c\u6216\u8005\u63a2\u7d22\u4e0d\u8db3\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6539\u5584\u65b9\u6cd5<\/h2>\n\n\n\n<p>1\u3001\u589e\u52a0replay_buffer\u7684\u5bb9\u91cf\uff0c\u63d0\u4f9b\u66f4\u591a\u6837\u5316\u7684\u7ecf\u9a8c\u4f9b\u5b66\u4e60\u3002<\/p>\n\n\n\n<p>2\u3001\u5c1d\u8bd5\u4f7f\u7528\u4e0d\u540c\u7684\u63a2\u7d22\u7b56\u7565\uff0c\u6bd4\u5982\u589e\u52a0\u566a\u58f0\uff0c\u6216\u8005\u4f7f\u7528\u66f4\u590d\u6742\u7684HER\u76ee\u6807\u751f\u6210\u65b9\u6cd5\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">Loss\u6ce2\u52a8<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\">\u539f\u56e0<\/h2>\n\n\n\n<p>\u53ef\u80fd\u662f\u6570\u636e\u5206\u5e03\u4e0d\u7a33\u5b9a\uff0c\u6216\u8005\u7f51\u7edc\u7ed3\u6784\u4e0d\u591f\u6df1\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5efa\u8bae<\/h2>\n\n\n\n<p>\u68c0\u67e5\u8f93\u5165\u6570\u636e\u7684\u9884\u5904\u7406\u6b65\u9aa4\uff0c\u786e\u4fdd\u6570\u636e\u6807\u51c6\u5316\u548c\u5f52\u4e00\u5316\u6b63\u786e\u3002<\/p>\n\n\n\n<p>\u5c1d\u8bd5\u589e\u52a0\u7f51\u7edc\u5c42\u6570\u6216\u8c03\u6574\u9690\u85cf\u5c42\u5927\u5c0f\uff0c\u770b\u770b\u662f\u5426\u80fd\u63d0\u9ad8\u62df\u5408\u80fd\u529b<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">\u600e\u4e48\u5b9e\u9a8c<\/h1>\n\n\n\n<p>\u8bbe\u8ba1\u4e00\u4e9b\u5bf9\u6bd4\u5b9e\u9a8c\uff0c\u6765\u9a8c\u8bc1\u4e0d\u540c\u8d85\u53c2\u6570\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e0d\u540c\u00a0<code>epsilon<\/code>\u00a0\u8870\u51cf\u901f\u5ea6<\/strong>\uff1a\u6bd4\u5982\u00a0<code>epsilon_decay=0.99<\/code>\u00a0vs\u00a0<code>epsilon_decay=0.999<\/code>\u3002<\/li>\n\n\n\n<li><strong>\u4e0d\u540c\u00a0<code>gamma<\/code>\u00a0\u503c<\/strong>\uff1a\u6bd4\u5982\u00a0<code>gamma=0.9<\/code>\u00a0vs\u00a0<code>gamma=0.99<\/code>\u3002<\/li>\n\n\n\n<li><strong>\u4e0d\u540c\u00a0<code>replay_buffer<\/code>\u00a0\u5bb9\u91cf<\/strong>\uff1a\u6bd4\u5982\u00a0<code>buffer_size=10000<\/code>\u00a0vs\u00a0<code>buffer_size=50000<\/code>\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2.&nbsp;<strong>\u8bb0\u5f55\u65e5\u5fd7<\/strong><\/h3>\n\n\n\n<p>\u6bcf\u6b21\u5b9e\u9a8c\u540e\uff0c\u8bb0\u5f97\u8bb0\u5f55\u4e0b\u4f7f\u7528\u7684\u8d85\u53c2\u6570\u548c\u5bf9\u5e94\u7684\u8bad\u7ec3\u7ed3\u679c\uff0c\u65b9\u4fbf\u540e\u7eed\u5206\u6790\u548c\u590d\u73b0\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u667a\u80fd\u7b97\u6cd5\u4e2d\u7684\u8d2a\u5a6a\u7b56\u7565\u4ee5\u53ca\u5982\u4f55\u8c03\u53c2\u7684\u7ecf\u9a8c\u3002<\/p>\n","protected":false},"author":2,"featured_media":1534,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11,191],"tags":[229,120],"class_list":["post-1533","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-geek","category-programming","tag-229","tag-120","entry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - 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