{"id":1338,"date":"2026-05-22T14:32:57","date_gmt":"2026-05-22T06:32:57","guid":{"rendered":"https:\/\/ryanren.top\/?p=1338"},"modified":"2026-05-22T14:32:57","modified_gmt":"2026-05-22T06:32:57","slug":"ai%e8%ae%ad%e7%bb%833d%e6%96%b9%e5%9d%97%e6%8b%be%e5%8f%96%e6%b8%b8%e6%88%8f-%e5%ae%8c%e6%95%b4%e5%bc%80%e5%8f%91%e5%a4%8d%e7%9b%98","status":"publish","type":"post","link":"https:\/\/ryanren.top\/index.php\/2026\/05\/22\/ai%e8%ae%ad%e7%bb%833d%e6%96%b9%e5%9d%97%e6%8b%be%e5%8f%96%e6%b8%b8%e6%88%8f-%e5%ae%8c%e6%95%b4%e5%bc%80%e5%8f%91%e5%a4%8d%e7%9b%98\/","title":{"rendered":"AI\u8bad\u7ec33D\u65b9\u5757\u62fe\u53d6\u6e38\u620f &#8211; \u5b8c\u6574\u5f00\u53d1\u590d\u76d8"},"content":{"rendered":"\n<h1 class=\"wp-block-heading\">AI\u8bad\u7ec33D\u65b9\u5757\u62fe\u53d6\u6e38\u620f &#8211; \u5b8c\u6574\u5f00\u53d1\u590d\u76d8<\/h1>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u4ece&#8221;\u5047AI&#8221;\u5230\u771f\u6b63\u7684\u5f3a\u5316\u5b66\u4e60\uff0c\u4e00\u8def\u8e29\u5751\u7684\u5b9e\u6218\u8bb0\u5f55<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9879\u76ee\u5468\u671f\uff1a2026-05-20 ~ 2026-05-22<br>\u4f5c\u8005\uff1aRyan + OpenClaw AI\u52a9\u624b<\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u9879\u76ee\u80cc\u666f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1.1 \u521d\u59cb\u76ee\u6807<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u505a\u4e00\u4e2a<strong>3D\u65b9\u5757\u62fe\u53d6\u6e38\u620f<\/strong>\uff0c\u8ba9AI\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u81ea\u5df1\u5b66\u4f1a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u627e\u5230\u65b9\u5757 \u2192 \u62fe\u53d6 \u2192 \u9001\u5230\u7eff\u8272\u76ee\u6807\u533a\u57df<\/li>\n\n\n\n<li>\u6ca1\u6709\u4efb\u4f55\u786c\u7f16\u7801\u89c4\u5219<\/li>\n\n\n\n<li>AI\u901a\u8fc7&#8221;\u773c\u775b&#8221;\uff08\u89c6\u91ce\u611f\u77e5\uff09\u3001&#8221;\u624b\u811a&#8221;\uff08\u79fb\u52a8+\u62fe\u653e\uff09\u3001&#8221;\u5956\u60e9&#8221;\uff08\u53cd\u9988\u673a\u5236\uff09\u81ea\u4e3b\u5b66\u4e60<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">1.2 \u6280\u672f\u6808<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u524d\u7aef<\/strong>\uff1aThree.js (3D\u6e32\u67d3) + TensorFlow.js (DQN\u795e\u7ecf\u7f51\u7edc)<\/li>\n\n\n\n<li><strong>\u7b97\u6cd5<\/strong>\uff1aDQN (Deep Q-Network)<\/li>\n\n\n\n<li><strong>\u73af\u5883<\/strong>\uff1aWindows 10, \u56fd\u5185\u7f51\u7edc\uff08\u9700\u672c\u5730\u5316CDN\uff09<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u5f00\u53d1\u5386\u7a0b\uff08\u65f6\u95f4\u7ebf\uff09<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcc5 Day 1 (2026-05-20)\uff1a\u521d\u7248\u5b8c\u6210\uff0c\u53d1\u73b0\u6839\u672c\u95ee\u9898<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u8fdb\u5c55<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u2705 v1\u521d\u7248\u5b8c\u6210<\/li>\n\n\n\n<li>\u2705 \u57fa\u672c\u73a9\u6cd5\uff1aAI\u79fb\u52a8\u3001\u62fe\u53d6\u65b9\u5757\u3001\u9001\u5230\u76ee\u6807\u533a<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u95ee\u9898<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u274c <strong>AI\u53ea\u662f\u6267\u884c\u9884\u8bbe\u89c4\u5219\uff0c\u4e0d\u662f\u771f\u6b63\u5b66\u4e60<\/strong><\/li>\n\n\n\n<li>\u770b\u8d77\u6765\u50cfAI\uff0c\u5b9e\u9645\u4e0a\u662fif-else\u786c\u7f16\u7801<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u51b3\u7b56<\/h4>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u653e\u5f03\u786c\u7f16\u7801\u89c4\u5219\uff0c\u505a\u771f\u6b63\u7684\u5f3a\u5316\u5b66\u4e60<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u7406\u7531\uff1a\u771f\u6b63\u7684AI\u5e94\u8be5\u81ea\u5df1\u53d1\u73b0\u7b56\u7565\uff0c\u800c\u4e0d\u662f\u6267\u884c\u4eba\u5199\u7684\u89c4\u5219\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcc5 Day 2 \u4e0a\u5348 (2026-05-21)\uff1a\u6838\u5fc3\u673a\u5236\u8bbe\u8ba1<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">2.1 \u89c6\u91ce\u53ef\u6269\u5927\u673a\u5236 (09:52)<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u51b3\u7b56<\/strong>\uff1a\u89c6\u91ce\u4e0d\u662f\u56fa\u5b9a\u7684\uff0c\u800c\u662f\u968f\u6210\u529f\u6269\u5927<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u521d\u59cb\uff1a3\u00d73 \u89c6\u91ce<\/li>\n\n\n\n<li>\u6bcf\u6210\u529f\u914d\u9001 +1\uff08\u6700\u5927 9\u00d79\uff09<\/li>\n\n\n\n<li><strong>\u7406\u7531<\/strong>\uff1a\u6b63\u53cd\u9988\u5faa\u73af\uff0cAI\u8d8a\u505a\u8d8a\u597d\uff0c\u770b\u5230\u7684\u8303\u56f4\u8d8a\u5927<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">2.2 \u8bc6\u522b\u5956\u52b1\u7a00\u758f\u95ee\u9898 (11:51)<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u95ee\u9898<\/strong>\uff1a99%\u72b6\u6001\u65e0\u53cd\u9988\uff0cAI\u5b66\u4e0d\u5230\u4e1c\u897f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5206\u6790<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53ea\u6709&#8221;\u914d\u9001\u6210\u529f&#8221;\u7ed9+20<\/li>\n\n\n\n<li>\u5176\u4ed6\u65f6\u5019\u90fd\u662f0\u6216-0.05<\/li>\n\n\n\n<li>\u5956\u52b1\u592a\u7a00\u758f\uff0cAI\u4e0d\u77e5\u9053\u81ea\u5df1\u5728\u8fdb\u6b65<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u89c4\u5212\u6539\u8fdb\u65b9\u6848<\/strong>\uff1a\u6dfb\u52a0\u6e10\u8fdb\u5956\u52b1\uff08\u9760\u8fd1\u76ee\u6807\u65f6\u7ed9\u5c0f\u5956\u52b1\uff09<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2.3 Q-Table \u2192 DQN \u8f6c\u578b (14:19)<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u95ee\u9898<\/strong>\uff1aQ-Learning\u8868\u683c\u6cd5\u72b6\u6001\u7a7a\u95f4\u7206\u70b8<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>5\u00d75\u89c6\u91ce = 25\u4e2a\u683c\u5b50<\/li>\n\n\n\n<li>\u6bcf\u4e2a\u683c\u5b50\u591a\u79cd\u72b6\u6001\uff08\u7a7a\/\u65b9\u5757\/\u969c\u788d\/\u76ee\u6807\uff09<\/li>\n\n\n\n<li>Q-Table\u538b\u7f29\u540e\u4ecd\u670967.4%\u65e0\u6cd5\u538b\u7f29<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u51b3\u7b56<\/strong>\uff1a<strong>\u6539\u7528DQN\u795e\u7ecf\u7f51\u7edc<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8f93\u5165\u5c42\uff1a28\u7ef4\u72b6\u6001\u5411\u91cf<\/li>\n\n\n\n<li>\u9690\u85cf\u5c42\uff1a128 \u2192 64<\/li>\n\n\n\n<li>\u8f93\u51fa\u5c42\uff1a9\u4e2a\u52a8\u4f5c\uff088\u65b9\u5411\u79fb\u52a8 + \u62fe\u653e\uff09<\/li>\n\n\n\n<li>\u7ecf\u9a8c\u56de\u653e\u5bb9\u91cf\uff1a10000<\/li>\n\n\n\n<li>\u76ee\u6807\u7f51\u7edc\u540c\u6b65\uff1a\u6bcf100\u6b65<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7406\u7531<\/strong>\uff1a\u72b6\u6001\u7a7a\u95f4\u592a\u5927\uff0c\u8868\u683c\u6cd5\u5b58\u4e0d\u4e0b\uff0c\u5fc5\u987b\u7528\u51fd\u6570\u903c\u8fd1\uff08\u795e\u7ecf\u7f51\u7edc\uff09<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcc5 Day 2 \u4e0b\u5348 (2026-05-21)\uff1a\u8c03\u8bd5\u4e0e\u4f18\u5316<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">2.4 \u4fee\u590dCDN\u94fe\u63a5\u95ee\u9898 (14:43)<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u95ee\u9898<\/strong>\uff1aThree.js\/TF.js\u4eceCDN\u52a0\u8f7d\uff0c\u56fd\u5185\u7f51\u7edc\u4e0d\u7a33\u5b9a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u89e3\u51b3<\/strong>\uff1a\u4e0b\u8f7d\u5e93\u6587\u4ef6\u5230\u672c\u5730<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>libs\/three.min.js<\/code><\/li>\n\n\n\n<li><code>libs\/tf.min.js<\/code><\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">2.5 \u5b9a\u4f4dv6\u6838\u5fc3bug (15:28)<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u95ee\u9898<\/strong>\uff1a<code>init()<\/code>\u5b9a\u4e49\u4f4d\u7f6e\u5728\u8c03\u7528\u4e4b\u540e\uff0c\u5bfc\u81f4\u521d\u59cb\u5316\u5931\u8d25<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u89e3\u51b3<\/strong>\uff1a\u6539\u4e3a\u76f4\u63a5\u6267\u884c\uff0c\u4e0d\u5305\u88c5\u6210\u51fd\u6570<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2.6 \u8bad\u7ec3\u901f\u5ea6\u4f18\u5316 (16:21)<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4f18\u5316<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6bcf5\u6b65\u8bad\u7ec3\u4e00\u6b21\uff08\u800c\u4e0d\u662f\u6bcf\u6b65\uff09<\/li>\n\n\n\n<li>\u6b65\u901f\u8c03\u81f30ms\uff08\u65e0\u5ef6\u8fdf\uff09<\/li>\n\n\n\n<li>\u8d85\u65f6\u6b65\u6570\uff1a200\u6b65\uff08\u540e\u6765\u53d1\u73b0\u592a\u4f4e\uff09<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6548\u679c<\/strong>\uff1a\u8bad\u7ec3\u901f\u5ea6\u63d0\u534710-12\u500d<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2.7 \u4fee\u590d\u5237\u5206bug (17:27)<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u95ee\u9898<\/strong>\uff1a\u5df2\u914d\u9001\u7684\u65b9\u5757\u6ca1\u6709\u6807\u8bb0<code>delivered<\/code>\uff0c\u5bfc\u81f4\u53ef\u4ee5\u91cd\u590d\u914d\u9001\u5237\u5206<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u89e3\u51b3<\/strong>\uff1a\u6dfb\u52a0<code>delivered<\/code>\u6807\u8bb0\uff0c\u914d\u9001\u540e\u65b9\u5757\u6d88\u5931<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcc5 Day 3 \u4e0a\u5348 (2026-05-22)\uff1a\u5956\u52b1\u673a\u5236\u53cd\u590d\u8c03\u8bd5<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">3.1 \u95ee\u9898\uff1aAI\u4f1a\u5361\u673a\u5236\u3001\u5237\u5206<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u73b0\u8c61<\/strong>\uff1a\u6bcf\u6b21\u6dfb\u52a0\u6e10\u8fdb\u5956\u52b1\uff0cAI\u90fd\u4f1a\u627e\u5230\u5229\u7528\u65b9\u6cd5\u5237\u5206\uff0c\u800c\u4e0d\u771f\u6b63\u5b8c\u6210\u914d\u9001<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8c03\u8bd5\u8fc7\u7a0b<\/strong>\uff08\u591a\u6b21\u8fed\u4ee3\uff09\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u65f6\u95f4<\/th><th>\u6dfb\u52a0\u7684\u5956\u52b1<\/th><th>AI\u5982\u4f55\u5229\u7528<\/th><th>\u7ed3\u679c<\/th><\/tr><\/thead><tbody><tr><td>17:49<\/td><td>\u63a2\u7d22\u5956\u52b1<\/td><td>\u539f\u5730\u8f6c\u5708\u5237\u63a2\u7d22\u5206<\/td><td>\u5220\u9664<\/td><\/tr><tr><td>17:50<\/td><td>\u7a7a\u624b\u9760\u8fd1\u65b9\u5757\u5956\u52b1<\/td><td>\u6765\u56de\u8d70\u5237\u5206<\/td><td>\u5220\u9664<\/td><\/tr><tr><td>17:59<\/td><td>\u5e26\u65b9\u5757\u9760\u8fd1\u76ee\u6807\u6e10\u8fdb\u5956\u52b1<\/td><td>\u5728\u7eff\u8272\u533a\u8fb9\u7f18\u6765\u56de\u8d70<\/td><td>\u5220\u9664<\/td><\/tr><tr><td>08:59<\/td><td>\u62fe\u53d6+3\u5956\u52b1<\/td><td>\u62fe\u53d6\u540e\u653e\u4e0b\u91cd\u590d\u5237<\/td><td>\u5220\u9664<\/td><\/tr><tr><td>09:03<\/td><td><strong>\u6781\u7b80\u673a\u5236<\/strong><\/td><td>&#8211;<\/td><td>\u91c7\u7528<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">3.2 \u6700\u7ec8\u6781\u7b80\u5956\u52b1\u673a\u5236 (09:03)<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u51b3\u7b56<\/strong>\uff1a<strong>\u53ea\u6709\u914d\u9001\u624d\u7ed9\u6b63\u5956\u52b1\uff0c\u5176\u4ed6\u90fd\u662f\u6210\u672c\u6216\u60e9\u7f5a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u6bcf\u6b65-0.05 | \u649e\u5899-1 | \u914d\u9001+20 | \u786c\u6361-0.5 | \u592a\u8fdc\u653e\u4e0b-1<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7406\u7531<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6e10\u8fdb\u5956\u52b1\u90fd\u4f1a\u88abAI\u5229\u7528\u6765\u5237\u5206<\/li>\n\n\n\n<li>\u53ea\u4fdd\u7559\u4e00\u4e2a\u660e\u786e\u7684\u76ee\u6807\uff08\u914d\u9001\u6210\u529f\uff09<\/li>\n\n\n\n<li>\u8ba9AI\u81ea\u5df1\u63a2\u7d22\u7b56\u7565\uff0c\u800c\u4e0d\u662f\u5f15\u5bfc\u5b83<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">3.3 \u4fee\u590davgReward\u865a\u9ad8\u95ee\u9898 (09:24)<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u95ee\u9898<\/strong>\uff1a<code>episodeRewards<\/code>\u662f\u6241\u5e73\u5217\u8868\uff0c\u6bcf\u6b65reward\u90fd\u5f80\u91cc\u585e\uff0c+20\u76f4\u63a5\u62c9\u9ad8\u5e73\u5747<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u89e3\u51b3<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6bcf\u6b65\u7d2f\u52a0\u5230<code>episodeTotalReward<\/code><\/li>\n\n\n\n<li>episode\u7ed3\u675f\uff08\u6210\u529f or \u8d85\u65f6\uff09\u624d\u7b97\u4e00\u6761\u8bb0\u5f55<\/li>\n\n\n\n<li>avgReward\u53cd\u6620&#8221;\u6bcf\u5c40\u51c0\u8d5a\u591a\u5c11&#8221;<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">3.4 DeepSeek\u5efa\u8bae + \u8ddd\u79bb\u8ddf\u8e2a\u5956\u52b1 (09:39)<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>DeepSeek\u5efa\u8bae<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u2705 \u91c7\u7eb3\uff1a\u8ddf\u8e2a\u65b9\u5757\u5230\u76ee\u6807\u7684\u8ddd\u79bb\u53d8\u5316\uff08\u625b\u7740\u65b9\u5757\u65f6\uff0c\u8fd1\u4e86+0.5\/\u683c\uff0c\u8fdc\u4e86-0.3\/\u683c\uff09<\/li>\n\n\n\n<li>\u2705 \u91c7\u7eb3\uff1a\u62fe\u8d77\/\u653e\u4e0b\u540c\u4f4d\u7f6e\u60e9\u7f5a-5\uff08\u9632\u6b62AI\u539f\u5730\u62fe\u653e\u5237\u5206\uff09<\/li>\n\n\n\n<li>\u274c \u4e0d\u8003\u8651\uff1a\u52a8\u4f5c\u5faa\u73af\u68c0\u6d4b\uff08\u592a\u590d\u6742\uff09\u3001\u9996\u6b21\u62fe\u8d77+10\uff08\u592a\u9ad8\uff09\u3001\u786c\u7ec8\u6b62\u89c4\u5219<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5b9e\u73b0<\/strong>\uff0809:50-10:00\uff09\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6784\u9020\u51fd\u6570\u6dfb\u52a0<code>pickupPos<\/code>\u548c<code>lastCarriedDist<\/code><\/li>\n\n\n\n<li>\u62fe\u53d6\u65f6\u8bb0\u5f55\u521d\u59cb\u8ddd\u79bb<\/li>\n\n\n\n<li>\u79fb\u52a8\u65f6\u8ddf\u8e2a\u8ddd\u79bb\u53d8\u5316<\/li>\n\n\n\n<li>\u653e\u4e0b\u65f6\u68c0\u67e5\u662f\u5426\u540c\u4f4d\u7f6e<\/li>\n\n\n\n<li>\u6210\u529f\u914d\u9001\u540e\u91cd\u7f6e\u8ffd\u8e2a\u53d8\u91cf<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcc5 Day 3 \u4e2d\u5348 (2026-05-22)\uff1a\u8bed\u6cd5\u9519\u8bef\u5927\u4f5c\u6218<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">3.5 \u6587\u4ef6\u635f\u574f\u4e0e\u4fee\u590d (10:00-11:26)<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u95ee\u9898<\/strong>\uff1a\u591a\u6b21\u7528Node.js\u811a\u672c\u7f16\u8f91HTML\uff0cWindows <code>\\r\\n<\/code>\u6362\u884c\u7b26\u5bfc\u81f4\u5b57\u7b26\u4e32\u5339\u914d\u5931\u8d25<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u540e\u679c<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6784\u9020\u51fd\u6570\u88ab\u91cd\u590d\u63d2\u5165\u4ee3\u7801<\/li>\n\n\n\n<li><code>executeAction<\/code>\u51fd\u6570\u7ed3\u6784\u635f\u574f<\/li>\n\n\n\n<li>\u754c\u9762\u6d88\u5931\uff0c\u65e0\u6cd5\u663e\u793a<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u89e3\u51b3<\/strong>\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u7528<code>rewrite_func.js<\/code>\u4e00\u6b21\u6027\u91cd\u5199\u6574\u4e2a<code>executeAction<\/code>\u51fd\u6570<\/li>\n\n\n\n<li>\u9a8c\u8bc16\/6\u68c0\u67e5\u5168\u90e8\u901a\u8fc7<\/li>\n\n\n\n<li>\u4fee\u590d\u5927\u62ec\u53f7\/\u5c0f\u62ec\u53f7\u4e0d\u5339\u914d<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6559\u8bad<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u274c \u907f\u514d\u591a\u6b21\u90e8\u5206\u7f16\u8f91<\/li>\n\n\n\n<li>\u2705 \u4e00\u6b21\u91cd\u5199\u6574\u4e2a\u51fd\u6570<\/li>\n\n\n\n<li>\u2705 \u6bcf\u6b21\u7f16\u8f91\u540e\u9a8c\u8bc1\u62ec\u53f7\u5339\u914d<\/li>\n\n\n\n<li>\u2705 \u5907\u4efd\u7b2c\u4e00\uff1a<code>copy file.html file.html.bak<\/code><\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">3.6 \u4fee\u590dagent\u521d\u59cb\u5316\u62a5\u9519 (11:09)<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u95ee\u9898<\/strong>\uff1a<code>Uncaught ReferenceError: Cannot access 'agent' before initialization<\/code><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u539f\u56e0<\/strong>\uff1a<code>resetEpisode()<\/code>\u5f15\u7528<code>agent<\/code>\u53d8\u91cf\uff0c\u4f46<code>agent<\/code>\u7528<code>let<\/code>\u58f0\u660e\uff0c\u53d8\u91cf\u63d0\u5347\u5bfc\u81f4\u62a5\u9519<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u89e3\u51b3<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>let agent = null;<\/code> \u2192 <code>var agent = null;<\/code><\/li>\n\n\n\n<li>\u6dfb\u52a0\u5b89\u5168\u68c0\u67e5<code>if (!agent) return;<\/code><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcc5 Day 3 \u4e0b\u5348 (2026-05-22)\uff1a\u6548\u7387\u4f18\u5316<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">3.7 \u5220\u9664\u56fa\u5b9a\u65f6\u95f4\u6210\u672c (11:21)<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u95ee\u9898<\/strong>\uff1a\u6bcf\u6b65-0.05\u5bfc\u81f4AI\u79ef\u6781\u6027\u4f4e\uff0c\u6210\u529f\u7387\u4e0a\u5347\u4f46\u5956\u52b1\u4e3a\u8d1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u89e3\u51b3<\/strong>\uff1a\u5220\u9664\u56fa\u5b9a\u65f6\u95f4\u6210\u672c\uff0c\u6539\u7528\u65b9\u5411\u5f15\u5bfc\u5956\u52b1<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7a7a\u624b\u671d\u6700\u8fd1\u65b9\u5757\u8d70\uff1a+0.2\/\u683c<\/li>\n\n\n\n<li>\u625b\u65b9\u5757\u671d\u76ee\u6807\u8d70\uff1a+0.5\/\u683c<\/li>\n\n\n\n<li>\u625b\u65b9\u5757\u540e\u9000\uff1a-0.3\/\u683c<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6548\u679c<\/strong>\uff1a\u5956\u52b1\u53d8\u6b63\uff0cAI\u79ef\u6781\u6027\u63d0\u9ad8 \u2705<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">3.8 \u6dfb\u52a0\u8fdb\u5ea6\u538b\u529b\u673a\u5236 (11:45)<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u95ee\u9898<\/strong>\uff1a\u5956\u52b1\u53d8\u6b63\u540e\uff0cAI&#8221;\u8eba\u7740\u4e5f\u8d5a\u94b1&#8221;\uff0c\u4e0d\u6025\u7740\u5b8c\u6210\u4efb\u52a1<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u89e3\u51b3<\/strong>\uff1a\u6bcf50\u6b65\u6ca1\u914d\u9001\u62632\u5206<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u76ee\u7684<\/strong>\uff1a\u903cAI\u5c3d\u5feb\u884c\u52a8\uff0c\u4e0d\u8981\u8d56\u7740\u4e0d\u8d70<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">3.9 \u6dfb\u52a0\u6b65\u6570\u6548\u7387\u5956\u52b1 (11:52)<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u95ee\u9898<\/strong>\uff1a\u8fdb\u5ea6\u538b\u529b\u6548\u679c\u4e0d\u5982\u4e0a\u4e00\u7248\u672c<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u89e3\u51b3<\/strong>\uff1a<strong>\u6b65\u6570\u8d8a\u5c11\u5956\u52b1\u8d8a\u591a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u914d\u9001\u57fa\u7840\u5956\u52b1\uff1a+20<\/li>\n\n\n\n<li>\u6548\u7387\u5956\u52b1 = (MAX_STEPS &#8211; \u5b9e\u9645\u6b65\u6570) \u00d7 0.1<\/li>\n\n\n\n<li>100\u6b65\u5b8c\u6210 \u2192 +70\u989d\u5916 \u2192 \u603b\u5956\u52b190<\/li>\n\n\n\n<li>700\u6b65\u5b8c\u6210 \u2192 +10\u989d\u5916 \u2192 \u603b\u5956\u52b130<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6548\u679c<\/strong>\uff1aAI\u62fc\u547d\u627e\u6700\u77ed\u8def\u5f84 \u2705<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">3.10 \u7eff\u8272\u533a\u57df\u9650\u5236 (11:57)<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8981\u6c42<\/strong>\uff1a\u53ea\u6709\u653e\u5230\u7eff\u8272\u533a\u57df\u624d\u7ed9\u5956\u52b1\uff0c\u4e0d\u5728\u533a\u57df\u5185\u518d\u8fd1\u4e5f\u4e0d\u7ed9<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u89e3\u51b3<\/strong>\uff1a\u4fee\u6539\u625b\u65b9\u5757\u79fb\u52a8\u5956\u52b1\u903b\u8f91<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u539f\uff1a<code>if (diff > 0) reward += 0.5 * diff;<\/code><\/li>\n\n\n\n<li>\u65b0\uff1a<code>if (diff > 0 &amp;&amp; currDist &lt; 1.5) { reward += 0.5 * diff; }<\/code><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6548\u679c<\/strong>\uff1a\u9632\u6b62AI\u5728\u8fb9\u7f18\u8e6d\u5206\uff0c\u5fc5\u987b\u771f\u6b63\u8fdb\u5165\u7eff\u8272\u533a\u57df \ud83d\udc4a<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u5173\u952e\u6280\u672f\u51b3\u7b56<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 \u4e3a\u4ec0\u4e48\u4eceQ-Learning\u8f6c\u5230DQN\uff1f<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u7279\u6027<\/th><th>Q-Learning (\u8868\u683c)<\/th><th>DQN (\u795e\u7ecf\u7f51\u7edc)<\/th><\/tr><\/thead><tbody><tr><td>\u72b6\u6001\u7a7a\u95f4<\/td><td>\u79bb\u6563\u3001\u6709\u9650<\/td><td>\u8fde\u7eed\u3001\u65e0\u9650<\/td><\/tr><tr><td>\u6cdb\u5316\u80fd\u529b<\/td><td>\u65e0<\/td><td>\u6709\uff08\u76f8\u4f3c\u72b6\u6001\u5171\u4eab\u6743\u91cd\uff09<\/td><\/tr><tr><td>\u5185\u5b58\u5360\u7528<\/td><td>O(\u72b6\u6001\u6570\u00d7\u52a8\u4f5c\u6570)<\/td><td>O(\u7f51\u7edc\u53c2\u6570)<\/td><\/tr><tr><td>\u9002\u7528\u573a\u666f<\/td><td>\u5c0f\u89c4\u6a21\u3001\u79bb\u6563<\/td><td>\u5927\u89c4\u6a21\u3001\u8fde\u7eed<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u672c\u9879\u76ee<\/strong>\uff1a5\u00d75\u89c6\u91ce + \u643a\u5e26\u72b6\u6001 + \u8ddd\u79bb\u4fe1\u606f = 28\u7ef4\u72b6\u6001\u5411\u91cf<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8868\u683c\u6cd5\uff1a\u538b\u7f29\u540e\u4ecd\u670967.4%\u65e0\u6cd5\u538b\u7f29<\/li>\n\n\n\n<li><strong>DQN<\/strong>\uff1a\u7528\u795e\u7ecf\u7f51\u7edc\u8fd1\u4f3cQ\u51fd\u6570\uff0c\u89e3\u51b3\u7ef4\u5ea6\u707e\u96be<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3.2 \u4e3a\u4ec0\u4e48\u5956\u52b1\u673a\u5236\u8fd9\u4e48\u96be\u8bbe\u8ba1\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6838\u5fc3\u77db\u76fe<\/strong>\uff1a<strong>\u4efb\u4f55\u53ef\u5ea6\u91cf\u7684\u4e2d\u95f4\u5956\u52b1\uff0c\u90fd\u4f1a\u88abAI\u5229\u7528\u6765\u5237\u5206<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6848\u4f8b<\/strong>\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6dfb\u52a0&#8221;\u9760\u8fd1\u76ee\u6807\u6e10\u8fdb\u5956\u52b1&#8221; \u2192 AI\u5728\u7eff\u8272\u533a\u8fb9\u7f18\u6765\u56de\u8d70\u5237\u5206<\/li>\n\n\n\n<li>\u6dfb\u52a0&#8221;\u7a7a\u624b\u9760\u8fd1\u65b9\u5757\u5956\u52b1&#8221; \u2192 AI\u6765\u56de\u8d70\u5237\u5206<\/li>\n\n\n\n<li>\u6dfb\u52a0&#8221;\u63a2\u7d22\u5956\u52b1&#8221; \u2192 AI\u539f\u5730\u8f6c\u5708\u5237\u5206<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6700\u7ec8\u65b9\u6848<\/strong>\uff1a<strong>\u53ea\u4fdd\u7559\u7ec8\u6781\u76ee\u6807\u5956\u52b1\uff08\u914d\u9001\u6210\u529f+20\uff09<\/strong>\uff0c\u8ba9AI\u81ea\u5df1\u63a2\u7d22\u7b56\u7565<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8865\u5145\u673a\u5236<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8ddd\u79bb\u8ddf\u8e2a\u5956\u52b1\uff08\u8fd1\u4e86+0.5\/\u683c\uff09\u2192 \u4f46\u6709\u7eff\u8272\u533a\u57df\u9650\u5236<\/li>\n\n\n\n<li>\u6b65\u6570\u6548\u7387\u5956\u52b1 \u2192 \u9f13\u52b1\u5feb\u901f\u5b8c\u6210<\/li>\n\n\n\n<li>\u8fdb\u5ea6\u538b\u529b\u60e9\u7f5a \u2192 \u9632\u6b62\u62d6\u5ef6<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3.3 \u4e3a\u4ec0\u4e48\u8981\u7528\u7ecf\u9a8c\u56de\u653e\uff08Experience Replay\uff09\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u95ee\u9898<\/strong>\uff1a\u8fde\u7eed\u6837\u672c\u9ad8\u5ea6\u76f8\u5173\uff0c\u5bfc\u81f4\u8bad\u7ec3\u4e0d\u7a33\u5b9a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u89e3\u51b3<\/strong>\uff1a\u7ecf\u9a8c\u56de\u653e\u7f13\u51b2\u533a\uff08\u5bb9\u91cf10000\uff09<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b58\u50a8 (state, action, reward, next_state, done) \u4e94\u5143\u7ec4<\/li>\n\n\n\n<li>\u8bad\u7ec3\u65f6\u968f\u673a\u91c7\u6837batch\uff0832\u6761\uff09<\/li>\n\n\n\n<li><strong>\u597d\u5904<\/strong>\uff1a<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6253\u7834\u6837\u672c\u76f8\u5173\u6027<\/li>\n\n\n\n<li>\u63d0\u9ad8\u6570\u636e\u5229\u7528\u7387\uff08\u4e00\u6761\u7ecf\u9a8c\u591a\u6b21\u4f7f\u7528\uff09<\/li>\n\n\n\n<li>\u5e73\u6ed1\u8bad\u7ec3\u5206\u5e03<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">3.4 \u4e3a\u4ec0\u4e48\u8981\u7528\u76ee\u6807\u7f51\u7edc\uff08Target Network\uff09\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u95ee\u9898<\/strong>\uff1aQ\u7f51\u7edc\u540c\u65f6\u8d1f\u8d23\u884c\u52a8\u548c\u8bc4\u4f30\uff0c\u5bb9\u6613\u5bfc\u81f4\u632f\u8361<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u89e3\u51b3<\/strong>\uff1a\u4e24\u4e2a\u795e\u7ecf\u7f51\u7edc<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Q\u7f51\u7edc<\/strong>\uff08\u5728\u7ebf\u7f51\u7edc\uff09\uff1a\u8d1f\u8d23\u9009\u62e9\u52a8\u4f5c<\/li>\n\n\n\n<li><strong>Target\u7f51\u7edc<\/strong>\uff08\u76ee\u6807\u7f51\u7edc\uff09\uff1a\u8d1f\u8d23\u8bc4\u4f30Q\u503c<\/li>\n\n\n\n<li>\u6bcf100\u6b65\u540c\u6b65\u4e00\u6b21\u6743\u91cd<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u597d\u5904<\/strong>\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u7a33\u5b9a\u8bad\u7ec3\u76ee\u6807<\/li>\n\n\n\n<li>\u51cf\u5c11\u632f\u8361<\/li>\n\n\n\n<li>\u63d0\u9ad8\u6536\u655b\u901f\u5ea6<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u8e29\u8fc7\u7684\u5751\uff08\u6280\u672f\u6559\u8bad\uff09<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">4.1 Windows\u6362\u884c\u7b26 <code>\\r\\n<\/code> \u5751<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u95ee\u9898<\/strong>\uff1a\u7528Node.js\u8bfb\u6587\u4ef6\u5f97\u5230<code>\\r\\n<\/code>\uff0c\u4f46\u811a\u672c\u91cc\u5199<code>\\n<\/code>\u4f1a\u5339\u914d\u5931\u8d25<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6848\u4f8b<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\/\/ \u9519\u8bef\uff1a\u5339\u914d\u4e0d\u5230\nc = c.replace('hello\\nworld', 'hello\\r\\nworld');\n\n\/\/ \u6b63\u786e\uff1a\u7528\u6b63\u5219\u6216\u663e\u5f0f\u6307\u5b9a\\r\\n\nc = c.replace(\/hello\\nworld\/, 'hello\\r\\nworld');\n\/\/ \u6216\nc = c.replace('hello\\r\\nworld', 'new text');<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u811a\u672c\u91cc\u7528<code>\\r\\n<\/code>\u5339\u914d<\/li>\n\n\n\n<li>\u6216\u5148\u7edf\u4e00\u6362\u884c\u7b26\uff1a<code>c = c.replace(\/\\r\\n\/g, '\\n')<\/code><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4.2 \u591a\u6b21\u90e8\u5206\u7f16\u8f91\u5bfc\u81f4\u6587\u4ef6\u635f\u574f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u95ee\u9898<\/strong>\uff1a\u591a\u6b21\u7528\u811a\u672c\u90e8\u5206\u7f16\u8f91HTML\uff0c\u5bfc\u81f4\u91cd\u590d\u4ee3\u7801\u3001\u7ed3\u6784\u635f\u574f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6848\u4f8b<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6784\u9020\u51fd\u6570\u88ab\u91cd\u590d\u63d2\u5165<code>pickupPos = null<\/code><\/li>\n\n\n\n<li><code>executeAction<\/code>\u51fd\u6570\u5927\u62ec\u53f7\u4e0d\u5339\u914d<\/li>\n\n\n\n<li>\u754c\u9762\u6d88\u5931<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u274c \u907f\u514d\u591a\u6b21\u90e8\u5206\u7f16\u8f91<\/li>\n\n\n\n<li>\u2705 \u4e00\u6b21\u91cd\u5199\u6574\u4e2a\u51fd\u6570<\/li>\n\n\n\n<li>\u2705 \u6bcf\u6b21\u7f16\u8f91\u524d\u5907\u4efd\uff1a<code>copy file.html file.html.bak<\/code><\/li>\n\n\n\n<li>\u2705 \u6bcf\u6b21\u7f16\u8f91\u540e\u9a8c\u8bc1\u62ec\u53f7\u5339\u914d<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4.3 \u6b63\u5219\u8868\u8fbe\u5f0f\u5339\u914d\u5230\u9519\u8bef\u4f4d\u7f6e<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u95ee\u9898<\/strong>\uff1a\u7528<code>[\\s\\S]*?<\/code>\u8d2a\u5a6a\u5339\u914d\uff0c\u53ef\u80fd\u5339\u914d\u5230\u9519\u8bef\u4f4d\u7f6e<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6848\u4f8b<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\/\/ \u9519\u8bef\uff1a\u53ef\u80fd\u5339\u914d\u5230\u6587\u4ef6\u540e\u9762\u7684\u540c\u540d\u51fd\u6570\nc.replace(\/oldFunc&#91;\\s\\S]*?}\/, 'newFunc');\n\n\/\/ \u6b63\u786e\uff1a\u66f4\u7cbe\u786e\u7684\u5339\u914d\nc.replace(\/function oldFunc\\(\\) \\{&#91;\\s\\S]*?^\\}\/m, 'function newFunc() {}');<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">4.4 JavaScript\u53d8\u91cf\u63d0\u5347\u5751<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u95ee\u9898<\/strong>\uff1a<code>let<\/code>\u58f0\u660e\u7684\u53d8\u91cf\u4e0d\u4f1a\u63d0\u5347\uff0c\u5728\u521d\u59cb\u5316\u524d\u8bbf\u95ee\u4f1a\u62a5\u9519<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6848\u4f8b<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\/\/ \u9519\u8bef\nfunction resetEpisode() {\n    agent.xxx; \/\/ Uncaught ReferenceError: Cannot access 'agent' before initialization\n}\nlet agent = new DQNAgent();\n\n\/\/ \u6b63\u786e\nvar agent = new DQNAgent(); \/\/ var\u4f1a\u63d0\u5347\nfunction resetEpisode() {\n    if (!agent) return;\n    agent.xxx;\n}<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001\u6700\u7ec8\u65b9\u6848\uff08v6 DQN\u7248\uff09<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">5.1 \u6587\u4ef6\u7ed3\u6784<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>F:\\R\\R\\AI Training\\AI V6\\\n\u251c\u2500\u2500 ai_v6_dqn.html \uff08\u4e3b\u6587\u4ef6\uff09\n\u251c\u2500\u2500 libs\\\n\u2502   \u251c\u2500\u2500 three.min.js\n\u2502   \u2514\u2500\u2500 tf.min.js\n\u2514\u2500\u2500 dqn\\\n    \u251c\u2500\u2500 index.html\n    \u251c\u2500\u2500 dqn-agent.js\n    \u251c\u2500\u2500 game-environment.js\n    \u2514\u2500\u2500 *.json \uff08\u6a21\u578b\u6587\u4ef6\uff09<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">5.2 \u795e\u7ecf\u7f51\u7edc\u7ed3\u6784<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>\u8f93\u5165\u5c42\uff1a28\u7ef4\n  \u251c\u2500\u2500 5\u00d75\u89c6\u91ce\uff0825\u7ef4\uff09\n  \u251c\u2500\u2500 \u662f\u5426\u643a\u5e26\u65b9\u5757\uff081\u7ef4\uff09\n  \u251c\u2500\u2500 \u5230\u6700\u8fd1\u65b9\u5757\u8ddd\u79bb\uff081\u7ef4\uff09\n  \u2514\u2500\u2500 \u5230\u76ee\u6807\u8ddd\u79bb\uff081\u7ef4\uff09\n\n\u9690\u85cf\u5c42\uff1a128 \u2192 64 \uff08ReLU\u6fc0\u6d3b\uff09\n\n\u8f93\u51fa\u5c42\uff1a9\u7ef4\uff088\u65b9\u5411\u79fb\u52a8 + \u62fe\u653e\uff09<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">5.3 \u5b8c\u6574\u5956\u52b1\u673a\u5236<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u4e8b\u4ef6<\/th><th>\u5956\u52b1<\/th><th>\u8bf4\u660e<\/th><\/tr><\/thead><tbody><tr><td>\u6bcf\u6b65\u79fb\u52a8<\/td><td>0<\/td><td>\u65e0\u56fa\u5b9a\u65f6\u95f4\u6210\u672c<\/td><\/tr><tr><td>\u7a7a\u624b\u671d\u65b9\u5757\u8d70<\/td><td>+0.2\/\u683c<\/td><td>\u65b9\u5411\u5f15\u5bfc<\/td><\/tr><tr><td>\u625b\u65b9\u5757\u671d\u76ee\u6807\u8d70\uff08\u7eff\u8272\u533a\u57df\u5185\uff09<\/td><td>+0.5\/\u683c<\/td><td>\u53ea\u5728dist&lt;1.5\u65f6\u7ed9<\/td><\/tr><tr><td>\u625b\u65b9\u5757\u540e\u9000<\/td><td>-0.3\/\u683c<\/td><td>\u9f13\u52b1\u524d\u8fdb<\/td><\/tr><tr><td>\u649e\u5899<\/td><td>-1<\/td><td>\u60e9\u7f5a<\/td><\/tr><tr><td>\u786c\u6361\uff08\u65e0\u65b9\u5757\uff09<\/td><td>-0.5<\/td><td>\u60e9\u7f5a\u9519\u8bef\u52a8\u4f5c<\/td><\/tr><tr><td>\u592a\u8fdc\u653e\u4e0b\uff08dist\u22651.5\uff09<\/td><td>-1<\/td><td>\u60e9\u7f5a\u9519\u8bef\u52a8\u4f5c<\/td><\/tr><tr><td>\u62fe\u653e\u540c\u4f4d\u7f6e<\/td><td>-5<\/td><td>\u9632\u6b62\u5237\u5206<\/td><\/tr><tr><td>\u914d\u9001\u6210\u529f<\/td><td>+20 + \u6548\u7387\u5956\u52b1<\/td><td>\u7ec8\u6781\u76ee\u6807<\/td><\/tr><tr><td>\u8d85\u65f6\u7a7a\u624b<\/td><td>-10<\/td><td>\u8fdb\u5ea6\u538b\u529b<\/td><\/tr><tr><td>\u8d85\u65f6\u62ff\u65b9\u5757<\/td><td>-20<\/td><td>\u66f4\u91cd\u60e9\u7f5a<\/td><\/tr><tr><td>\u6bcf50\u6b65\u672a\u914d\u9001<\/td><td>-2<\/td><td>\u8fdb\u5ea6\u538b\u529b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6548\u7387\u5956\u52b1<\/strong> = (MAX_STEPS &#8211; \u5b9e\u9645\u6b65\u6570) \u00d7 0.1<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5.4 \u8bad\u7ec3\u53c2\u6570<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>epsilon: 0.3,        \/\/ \u63a2\u7d22\u7387\uff08\u524d\u671f0.5~0.8\uff0c\u540e\u671f0.05~0.1\uff09\ngamma: 0.99,         \/\/ \u6298\u6263\u56e0\u5b50\nlearningRate: 0.001, \/\/ \u5b66\u4e60\u7387\uff08\u524d\u671f0.01\uff0c\u540e\u671f0.0001\uff09\nreplayCapacity: 10000,\nbatchSize: 32,\ntargetUpdateFreq: 100<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u516d\u3001\u9879\u76ee\u6536\u83b7<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">6.1 \u6280\u672f\u5c42\u9762<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5f3a\u5316\u5b66\u4e60\u5956\u52b1\u8bbe\u8ba1\u6781\u5176\u56f0\u96be<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4efb\u4f55\u53ef\u5ea6\u91cf\u7684\u4e2d\u95f4\u5956\u52b1\u90fd\u4f1a\u88abAI\u5229\u7528<\/li>\n\n\n\n<li>\u6700\u597d\u53ea\u4fdd\u7559\u7ec8\u6781\u76ee\u6807\u5956\u52b1\uff0c\u8ba9AI\u81ea\u5df1\u63a2\u7d22<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>DQN\u9002\u5408\u5927\u89c4\u6a21\u72b6\u6001\u7a7a\u95f4<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8868\u683c\u6cd5\u53ea\u9002\u5408\u5c0f\u89c4\u6a21\u3001\u79bb\u6563\u72b6\u6001<\/li>\n\n\n\n<li>\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u6cdb\u5316\u5230\u76f8\u4f3c\u72b6\u6001<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7ecf\u9a8c\u56de\u653e + \u76ee\u6807\u7f51\u7edc\u662fDQN\u6807\u914d<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7a33\u5b9a\u8bad\u7ec3<\/li>\n\n\n\n<li>\u63d0\u9ad8\u6570\u636e\u5229\u7528\u7387<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">6.2 \u5de5\u7a0b\u5c42\u9762<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6587\u4ef6\u7f16\u8f91\u8981\u8c28\u614e<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5907\u4efd\u7b2c\u4e00<\/li>\n\n\n\n<li>\u907f\u514d\u591a\u6b21\u90e8\u5206\u7f16\u8f91<\/li>\n\n\n\n<li>\u9a8c\u8bc1\u62ec\u53f7\u5339\u914d<\/li>\n<\/ul>\n\n\n\n<ol 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