{"id":2657,"date":"2025-09-26T07:50:00","date_gmt":"2025-09-25T23:50:00","guid":{"rendered":"https:\/\/www.laoyulaoyu.com\/?p=2657"},"modified":"2025-09-12T17:54:56","modified_gmt":"2025-09-12T09:54:56","slug":"%e6%b5%85%e8%b0%88%e5%a6%82%e4%bd%95%e7%94%a8%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0%e9%80%a0%e5%87%ba%e8%87%aa%e5%ad%a6%e5%9e%8b%e9%87%8f%e5%8c%96%e4%ba%a4%e6%98%93%e6%9c%ba%e5%99%a8%e4%ba%ba%ef%bc%88","status":"publish","type":"post","link":"https:\/\/www.laoyulaoyu.com\/index.php\/2025\/09\/26\/%e6%b5%85%e8%b0%88%e5%a6%82%e4%bd%95%e7%94%a8%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0%e9%80%a0%e5%87%ba%e8%87%aa%e5%ad%a6%e5%9e%8b%e9%87%8f%e5%8c%96%e4%ba%a4%e6%98%93%e6%9c%ba%e5%99%a8%e4%ba%ba%ef%bc%88\/","title":{"rendered":"\u6d45\u8c08\u5982\u4f55\u7528\u5f3a\u5316\u5b66\u4e60\u9020\u51fa\u81ea\u5b66\u578b\u91cf\u5316\u4ea4\u6613\u673a\u5668\u4eba\uff08\u9644\u6838\u5fc3\u4ee3\u7801\uff09"},"content":{"rendered":"\n

\u4f5c \u8005\uff1a\u8001\u4f59\u635e\u9c7c<\/a><\/p>\n\n\n\n

\u539f\u521b\u4e0d\u6613\uff0c\u8f6c\u8f7d\u8bf7\u6807\u660e\u51fa\u5904\u53ca\u539f\u4f5c\u8005\u3002<\/mark><\/strong><\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n
\n
\u5199\u5728\u524d\u9762\u7684\u8bdd\uff1a<\/strong>\u4eca\u5929\u548c\u5927\u5bb6\u5206\u4eab\u7684\u662f\u5982\u4f55\u7528\u5f3a\u5316\u5b66\u4e60\u5f00\u53d1\u4e00\u4e2a\u80fd\u81ea\u5df1\u6539\u8fdb\u7684\u4ea4\u6613\u673a\u5668\u4eba\u3002\u8ba9\u5b83\u770b\u5e02\u573a\u6570\u636e\uff0c\u5b66\u4e70\u5356\u6301\u6709\u7684\u65f6\u673a\uff0c\u907f\u514d\u53ea\u4f7f\u7528\u9759\u6001\u89c4\u5219\u7684\u5931\u8d25<\/mark>\u3002\u5176\u6838\u5fc3\u7528Stable-Baselines3\u6846\u67b6\uff0c\u8bad\u7ec3\u6bd4\u7279\u5e01\u671f\u8d27\u6570\u636e\uff0c\u5b9e\u76d81\u4e2a\u6708\u4ece1000\u7f8e\u5143\u8d5a\u52301348\u7f8e\u5143\uff0c\u6536\u76ca\u7387\u8fbe34.8%\u3002<\/pre>\n<\/blockquote>\n\n\n\n
\u4e00\u3001\u4e3a\u5565\u4f20\u7edf\u7b56\u7565\u603b\u201c\u7ffb\u8f66\u201d\uff1f<\/strong><\/h2>\n\n\n\n
\u4f60\u6709\u6ca1\u6709\u8fc7\u8fd9\u79cd\u7ecf\u5386\uff1f<\/strong>\u82b1\u5927\u5de5\u592b\u5efa\u4e86\u4e2a\u4ea4\u6613\u673a\u5668\u4eba\uff0c\u7528\u56fa\u5b9a\u89c4\u5219\u6bd4\u5982\u76f8\u5bf9\u5f3a\u5f31\u6307\u6570\u3001\u79fb\u52a8\u5e73\u5747\u7ebf\u4ea4\u53c9\uff0c\u5b83\u521a\u5f00\u59cb\u8d5a\u94b1\uff0c\u4f46\u5e02\u573a\u4e00\u53d8\uff0c\u6bd4\u5982\u6ce2\u52a8\u5927\u8d77\u6765\u6216\u7a81\u53d1\u65b0\u95fb\uff0c\u5b83\u5c31\u4e8f\u5f97\u4e00\u584c\u7cca\u6d82\u3002<\/p>\n\n\n\n
\ud83e\udd16 \u6211\u4e5f\u7ecf\u5386\u8fc7\u3002\u539f\u56e0\u7b80\u5355\uff1a\u5e02\u573a\uff0c\u6070\u6070\u662f\u6700\u5584\u53d8\u7684\u51fa\u9898\u8001\u5e08\u3002<\/p>\n\n\n\n
\u89c4\u5219\u662f\u6b7b\u7684\uff0c\u4e0d\u4f1a\u53d8\u3002\u5e02\u573a\u50cf\u6d3b\u7269\uff0c\u603b\u5728\u53d8\uff0c\u6d41\u52a8\u6027\u3001\u65b0\u95fb\u3001\u60c5\u7eea\u90fd\u80fd\u8ba9\u4f60\u5199\u7684\u89c4\u5219\u5931\u6548\u3002<\/p>\n\n\n\n
\u6240\u4ee5\u6211\u4e00\u62cd\u5927\u817f\uff1a\u4e0d\u884c\uff0c\u5f97\u505a\u4e2a\u4e0d\u4e00\u6837\u7684\u673a\u5668\u4eba\u3002\u5b83\u4e0d\u80fd\u53ea\u4f1a\u80cc\u9898\uff0c\u5b83\u5f97\u4f1a\u5b66\u4e60\u3001\u80fd\u9002\u5e94\uff0c\u751a\u81f3\u4e0d\u65ad\u8fdb\u5316\u3002<\/p>\n\n\n\n
\u4e8e\u662f\u6211\u76ef\u4e0a\u4e86\u5f3a\u5316\u5b66\u4e60\uff08Reinforcement Learning\uff09<\/strong>\u3002<\/p>\n\n\n\n
\u8bf4\u767d\u4e86\uff0c\u5b83\u4e0d\u50cf\u4f20\u7edfAI\u90a3\u6837\u9884\u6d4b\u660e\u5929\u6da8\u8fd8\u662f\u8dcc\uff0c\u800c\u662f\u50cf\u8bad\u72d7\u4e00\u6837\uff1a\u505a\u5bf9\u4e86\u7ed9\u8089\u5403\uff0c\u505a\u9519\u4e86\u6253\u624b\u5fc3\u3002\u6162\u6162\u5b83\u5c31\u5b66\u4f1a\u4e86\u600e\u4e48\u884c\u52a8\u624d\u80fd\u957f\u671f\u5229\u76ca\u6700\u5927\u5316\u3002<\/p>\n\n\n\n
\u4e8c\u3001\u5f3a\u5316\u5b66\u4e60\u4e0e\u5de5\u5177\u9009\u62e9<\/strong><\/h2>\n\n\n\n
\u5f3a\u5316\u5b66\u4e60\uff08\u540e\u9762\u6211\u5c31\u53eb\u5b83\u201c\u81ea\u4e3b\u5b66\u4e60\u201d\u5427\uff09\u5e76\u4e0d\u590d\u6742\u3002\u5b83\u5305\u542b\u4e09\u4e2a\u57fa\u672c\u8981\u7d20\uff1a<\/p>\n\n\n\n
\u8981\u7d20<\/th>\u662f\u4ec0\u4e48\u610f\u601d\uff1f<\/th>\u5728\u4ea4\u6613\u4e2d\u5bf9\u5e94\u4ec0\u4e48\uff1f<\/th><\/tr><\/thead>
\u72b6\u6001 State<\/td>\u5f53\u524d\u5e02\u573a\u957f\u4ec0\u4e48\u6837<\/td>K\u7ebf\u5f62\u6001\u3001\u6280\u672f\u6307\u6807\u3001\u8ba2\u5355\u7c3f\u6df1\u5ea6<\/td><\/tr>
\u52a8\u4f5c Action<\/td>\u673a\u5668\u4eba\u53ef\u4ee5\u505a\u4ec0\u4e48<\/td>\u4e70\u5165\u3001\u5356\u51fa\u3001\u6301\u6709<\/td><\/tr>
\u5956\u52b1 Reward<\/td>\u4f60\u7ed9\u5b83\u884c\u52a8\u7684\u53cd\u9988<\/td>\u8d5a\u94b1\u4e86\u5956\u52b1\uff0c\u4e8f\u94b1\u4e86\u60e9\u7f5a<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
\u673a\u5668\u4eba\u7684\u76ee\u6807\u53ea\u6709\u4e00\u4e2a\uff1a\u901a\u8fc7\u4e0d\u65ad\u5c1d\u8bd5\uff0c\u5b66\u4e60\u54ea\u4e9b\u52a8\u4f5c\u5728\u7279\u5b9a\u72b6\u6001\u4e0b\u80fd\u83b7\u5f97\u6700\u591a\u5956\u52b1<\/strong>\u3002<\/p>\n\n\n\n
\u5c31\u50cf\u4f60\u6559\u5c0f\u5b69\u8d70\u8def\uff0c\u6454\u4e86\u4e0d\u9f13\u52b1\uff0c\u8d70\u597d\u4e86\u5938\u4e00\u53e5\u2014\u2014\u4ed6\u6162\u6162\u5c31\u4f1a\u8d8a\u8d70\u8d8a\u7a33\u3002<\/p>\n\n\n\n
\u6211\u9009\u4e86Stable-Baselines3\u5e93\uff0c\u7528\u8fd1\u7aef\u7b56\u7565\u4f18\u5316\u7b97\u6cd5\u3002\u56e0\u4e3a\u5b83\u5e73\u8861\u8bd5\u65b0\u548c\u7528\u65e7\u7ecf\u9a8c\uff0c\u9002\u5408\u6301\u7eed\u5b66\uff0c\u8fd8\u5bb9\u6613\u5bf9\u63a5\u4ea4\u6613\u7cfb\u7edf\u3002\u9009\u5b83\u7684\u7406\u7531\u5f88\u76f4\u63a5\uff1a<\/p>\n\n\n\n
    \n
  • \u5e73\u8861\u201c\u63a2\u7d22\u201d\u548c\u5229\u7528\u201d\uff1a\u65e2\u4f1a\u5c1d\u8bd5\u65b0\u64cd\u4f5c\uff0c\u4e5f\u4f1a\u7528\u597d\u5df2\u77e5\u80fd\u8d5a\u94b1\u7684\u52a8\u4f5c\u3002<\/li>\n\n\n\n
  • \u7279\u522b\u9002\u5408\u8fde\u7eed\u5b66\u4e60\uff1a\u5e02\u573a\u53d8\uff0c\u5b83\u5c31\u8ddf\u7740\u53d8\u3002<\/li>\n\n\n\n
  • \u4ee3\u7801\u5e93\u6210\u719f\u7a33\u5b9a\uff1a\u6211\u7528\u7684\u662f Stable-Baselines3\uff0c\u5f00\u53d1\u8d77\u6765\u5feb\u3002<\/li>\n<\/ul>\n\n\n\n
    \u5bf9\u6bd4\u5176\u4ed6\u7b97\u6cd5\uff1a<\/p>\n\n\n\n
    \u6846\u67b6<\/th>\u4f18\u70b9<\/th>\u7f3a\u70b9<\/th><\/tr><\/thead>
    Stable-Baselines3 (PPO)<\/td>\u7a33\u5b9a\uff0c\u6613\u6574\u5408<\/td>\u8ba1\u7b97\u91cf\u5927<\/td><\/tr>
    DQN<\/td>\u597d\u5904\u7406\u79bb\u6563\u52a8\u4f5c<\/td>\u4e0d\u9002\u5408\u8fde\u7eed\u5e02\u573a<\/td><\/tr>
    A2C<\/td>\u5feb\u8bad\u7ec3<\/td>\u5bb9\u6613\u8fc7\u62df\u5408<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
    PPO\u5728\u91cf\u5316\u4ea4\u6613\u4e2d\u5f88\u6d41\u884c\uff0c\u4e3b\u8981\u662f\u56e0\u4e3a\u5b83\u6297\u566a\u58f0\u5f3a\u3002\u4e00\u53e5\u8bdd\u603b\u7ed3\u5c31\u662f\uff1a\u7701\u5fc3\u3001\u9760\u8c31\u3001\u9002\u5408\u6301\u7eed\u8bad\u7ec3\u3002<\/p>\n\n\n\n
    \u4e09\u3001\u624b\u628a\u624b\u6559\u5b66<\/strong>
    <\/h2>\n\n\n\n
    3.1 \u642d\u5efa\u4ea4\u6613\u73af\u5883<\/strong><\/h3>\n\n\n\n
    \u5149\u6709\u7b97\u6cd5\u4e0d\u591f\uff0c\u8fd8\u5f97\u7ed9\u5b83\u4e00\u4e2a\u7ec3\u4e60\u573a\u2014\u2014\u5c31\u50cf\u7ed9AlphaGo\u4e00\u4e2a\u56f4\u68cb\u68cb\u76d8\u3002\u6211\u57fa\u4e8e Gymnasium\uff08\u4e00\u4e2a\u5e38\u7528\u7684RL\u73af\u5883\u5e93\uff09\u81ea\u5df1\u5199\u4e86\u4e00\u4e2a\u4ea4\u6613\u6a21\u62df\u5668\uff0c\u5176\u4e2d\u5305\u62ec\u51e0\u4e2a\u6838\u5fc3\u8bbe\u5b9a\uff1a<\/p>\n\n\n\n
    \ud83d\udcca \u72b6\u6001State\uff08\u673a\u5668\u4eba\u80fd\u770b\u5230\u7684\u5e02\u573a\u4fe1\u606f\uff09\uff1a<\/strong><\/h4>\n\n\n\n
      \n
    • \u6700\u8fd120\u6839K\u7ebf\u7684\u5f00\u9ad8\u4f4e\u6536\u6210\u4ea4\u91cf\uff08OHLCV\uff09\uff1b<\/li>\n\n\n\n
    • RSI\u3001MACD\u3001\u5747\u7ebf\u6392\u5217\uff1b<\/li>\n\n\n\n
    • \u8ba2\u5355\u7c3f\u4e70\u5356\u538b\u529b\u5931\u8861\u7a0b\u5ea6\uff1b<\/li>\n\n\n\n
    • \u6700\u8fd15\u5206\u949f\u6ce2\u52a8\u7387\u3002<\/li>\n<\/ul>\n\n\n\n
      \ud83c\udfae \u52a8\u4f5cAction\uff08\u5141\u8bb8\u6267\u884c\u7684\u884c\u52a8\uff09\uff1a<\/strong><\/h4>\n\n\n\n
        \n
      • 0 = \u6301\u6709\u4e0d\u52a8<\/li>\n\n\n\n
      • 1 = \u4e70\u5165\u505a\u591a<\/li>\n\n\n\n
      • 2 = \u5356\u51fa\u505a\u7a7a<\/li>\n<\/ul>\n\n\n\n
        \ud83c\udfc6 \u5956\u52b1Reward\uff08\u8d5a\u94b1\u624d\u662f\u786c\u9053\u7406\uff09\uff1a<\/strong><\/h4>\n\n\n\n
        \u5956\u52b1\u8bbe\u8ba1\u7684\u5173\u952e\uff1a\u8d5a\u4e86\u52a0\u5206\uff0c\u4e8f\u4e86\u6263\u5206\uff0c\u6301\u4e8f\u4ed3\u7f5a\u6b3e\uff0c\u5feb\u6b62\u76c8\u52a0\u5956\u91d1\u3002\u8fd9\u6837\uff0c\u673a\u5668\u4eba\u5b66\u806a\u660e\uff0c\u4e0d\u62d6\u6ce5\u5e26\u6c34\u3002<\/p>\n\n\n\n
        \u72b6\u6001\u53d8\u91cf<\/th>\u89e3\u91ca<\/th>\u4e3a\u4ec0\u4e48\u7528<\/th><\/tr><\/thead>
        \u8721\u70db\u56feOHLCV<\/td>\u4ef7\u683c\u548c\u91cf\u53d8\u5316<\/td>\u57fa\u7840\u5e02\u573a\u8109\u640f<\/td><\/tr>
        \u76f8\u5bf9\u5f3a\u5f31<\/td>\u8d85\u4e70\u8d85\u5356\u4fe1\u53f7<\/td>\u907f\u6781\u7aef<\/td><\/tr>
        \u8ba2\u5355\u7c3f\u503e\u659c<\/td>\u4e70\u5356\u538b\u529b<\/td>\u9884\u6d4b\u8f6c\u5411<\/td><\/tr>
        \u6ce2\u52a8\u7387<\/td>\u98ce\u9669\u6c34\u5e73<\/td>\u63a7\u5236\u4ed3\u4f4d<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
        \u8fd9\u6837\uff0c\u673a\u5668\u4eba\u5c31\u4e0d\u662f\u5728\u201c\u9884\u6d4b\u8d70\u52bf\u201d\uff0c\u800c\u662f\u5728\u5b66\u4e60\u201c\u600e\u4e48\u64cd\u4f5c\u66f4\u53ef\u80fd\u8d5a\u5230\u94b1\u201d\u3002<\/p>\n\n\n\n
        3.2 \u8bad\u7ec3\u6838\u5fc3\u4ee3\u7801<\/strong><\/h3>\n\n\n\n
        \u6211\u7528\u4e86Binance Futures BTC\/USDT \u8fc7\u53bb3\u4e2a\u6708\u76841\u5206\u949fK\u7ebf\u6570\u636e\u3002\u8bad\u7ec3\u4ee3\u7801\u5176\u5b9e\u5f88\u7b80\u5355\uff1a<\/p>\n\n\n\n
        import gym
        from stable_baselines3 import PPO # \u4e00\u79cd\u5e73\u8861\u63a2\u7d22\u548c\u5229\u7528\u7684\u7b97\u6cd5
        from trading_env import TradingEnv

        env = TradingEnv()  # \u521b\u5efa\u865a\u62df\u6218\u573a
        model = PPO(\"MlpPolicy\", env, verbose=1) # \u9009\u62e9AI\u5b66\u4e60\u65b9\u6cd5
        model.learn(total_timesteps=1_000_000)  # \u8ba9AI\u73a9100\u4e07\u6b21\u6e38\u620f
        model.save(\"rl_trading_bot\")<\/pre>\n\n\n\n