{"id":98734,"date":"2024-11-01T16:14:20","date_gmt":"2024-11-01T08:14:20","guid":{"rendered":"https:\/\/www.techphant.cn\/?p=98734"},"modified":"2024-11-01T16:14:25","modified_gmt":"2024-11-01T08:14:25","slug":"fqwrjjqkzyl","status":"publish","type":"post","link":"https:\/\/www.techphant.cn\/blog\/98734.html","title":{"rendered":"\u8702\u7fa4\u65e0\u4eba\u673a\u96c6\u7fa4\u63a7\u5236\u539f\u7406"},"content":{"rendered":"\n

\u3000\u3000\u8702\u7fa4\u65e0\u4eba\u673a\u96c6\u7fa4\u63a7\u5236\u539f\u7406<\/strong>\u4e3b\u8981\u4f9d\u8d56\u4e8e\u96c6\u7fa4\u667a\u80fd\u548c\u534f\u540c\u63a7\u5236\u6280\u672f\uff0c\u901a\u8fc7\u5927\u91cf\u4f4e\u6210\u672c\u3001\u4f4e\u53ef\u63a2\u6d4b\u6027\u7684\u65e0\u4eba\u673a\u7ec4\u6210\u4e00\u4e2a\u6574\u4f53\uff0c\u5b9e\u73b0\u81ea\u4e3b\u534f\u540c\u4f5c\u6218\u3002\u8fd9\u4e9b\u65e0\u4eba\u673a\u53ef\u4ee5\u81ea\u7ec4\u7ec7\u5e76\u8fdb\u884c\u52a8\u6001\u7f16\u7ec4\uff0c\u4ee5\u9002\u5e94\u4e0d\u540c\u7684\u4efb\u52a1\u9700\u6c42\u3002<\/p>\n\n\n\n

\u3000\u3000\u5728\u8702\u7fa4\u65e0\u4eba\u673a\u96c6\u7fa4\u63a7\u5236\u4e2d\uff0c\u534f\u540c\u7b97\u6cd5\u662f\u5173\u952e\u90e8\u5206\uff0c\u5e2e\u52a9\u65e0\u4eba\u673a\u5728\u590d\u6742\u7684\u98de\u884c\u73af\u5883\u4e2d\u4fdd\u6301\u961f\u5f62\uff0c\u540c\u65f6\u907f\u514d\u78b0\u649e\uff0c\u786e\u4fdd\u6574\u4f53\u884c\u52a8\u7684\u534f\u8c03\u4e00\u81f4\u3002\u4f8b\u5982\uff0c\u57fa\u4e8eBoid\u89c4\u5219\u7b97\u6cd5\u7684\u6a21\u578b\u88ab\u7528\u4e8e\u6a21\u62df\u751f\u7269\u7fa4\u4f53\u7684\u884c\u4e3a\uff0c\u901a\u8fc7\u7b80\u5355\u7684\u884c\u4e3a\u89c4\u5219(\u5982\u805a\u96c6\u3001\u5bf9\u9f50\u548c\u5206\u79bb)\u6765\u5b9e\u73b0\u65e0\u4eba\u673a\u7684\u534f\u540c\u63a7\u5236\u3002\u6b64\u5916\uff0c\u65e0\u4eba\u673a\u8702\u7fa4\u8fd8\u5229\u7528\u673a\u5668\u5b66\u4e60\u6280\u672f\uff0c\u5982DDPG\u5b66\u4e60\u548cBi-Directional RNN\uff0c\u6765\u5b9e\u73b0\u591a\u667a\u80fd\u4f53\u7684\u534f\u540c\u52a8\u4f5c\u89c4\u5212\u3002<\/p>\n\n\n\n

\u3000\u3000\u96c6\u7fa4\u667a\u80fd\u662f\u8702\u7fa4\u65e0\u4eba\u673a\u7cfb\u7edf\u7684\u57fa\u7840\uff0c\u5b83\u4f9d\u8d56\u4e8e\u4e2a\u4f53\u4e4b\u95f4\u7684\u4ea4\u4e92\u534f\u4f5c\uff0c\u8868\u73b0\u51fa\u5b8f\u89c2\u667a\u80fd\u884c\u4e3a\u3002\u8fd9\u79cd\u5206\u5e03\u5f0f\u65e0\u4e2d\u5fc3\u7684\u63a7\u5236\u65b9\u5f0f\u4f7f\u5f97\u96c6\u7fa4\u80fd\u591f\u5feb\u901f\u54cd\u5e94\u73af\u5883\u53d8\u5316\uff0c\u5e76\u5177\u5907\u8f83\u597d\u7684\u6269\u5c55\u6027\u548c\u9c81\u68d2\u6027\u3002\u96c6\u7fa4\u667a\u80fd\u8fd8\u652f\u6301\u65e0\u4eba\u673a\u5728\u9ad8\u5bf9\u6297\u7684\u6218\u573a\u73af\u5883\u4e2d\u63d0\u9ad8\u7cfb\u7edf\u7684\u6574\u4f53\u751f\u5b58\u80fd\u529b\u3002<\/p>\n\n\n\n

\u3000\u3000\u6b64\u5916\uff0c\u65e0\u4eba\u673a\u96c6\u7fa4\u7684\u7f16\u961f\u63a7\u5236\u6280\u672f\u4e5f\u662f\u5176\u6838\u5fc3\u6280\u672f\u4e4b\u4e00\uff0c\u901a\u8fc7\u5206\u5e03\u5f0f\u7f16\u961f\u63a7\u5236\u7b56\u7565\u63d0\u9ad8\u65e0\u4eba\u673a\u7684\u81ea\u4e3b\u6027\u80fd\uff0c\u4f7f\u96c6\u7fa4\u80fd\u591f\u5b8c\u6210\u590d\u6742\u7684\u4efb\u52a1\u3002\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u65e0\u4eba\u673a\u96c6\u7fa4\u53ef\u4ee5\u91c7\u7528\u96c6\u4e2d\u5f0f\u3001\u5206\u5e03\u5f0f\u6216\u6df7\u5408\u5f0f\u63a7\u5236\u7ed3\u6784\uff0c\u4ee5\u6ee1\u8db3\u4e0d\u540c\u7684\u4efb\u52a1\u9700\u6c42\u3002<\/p>\n\n\n\n

\u3000\u3000\u8702\u7fa4\u65e0\u4eba\u673a\u96c6\u7fa4\u63a7\u5236\u539f\u7406\u6d89\u53ca\u591a\u4e2a\u65b9\u9762\uff0c\u5305\u62ec\u96c6\u7fa4\u667a\u80fd\u3001\u534f\u540c\u7b97\u6cd5\u3001\u673a\u5668\u5b66\u4e60\u3001\u7f16\u961f\u63a7\u5236\u7b49\u6280\u672f\uff0c\u8fd9\u4e9b\u6280\u672f\u5171\u540c\u4f5c\u7528\uff0c\u4f7f\u65e0\u4eba\u673a\u96c6\u7fa4\u80fd\u591f\u9ad8\u6548\u5730\u6267\u884c\u5404\u79cd\u4efb\u52a1\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u3000\u3000\u4e00\u3001 \u8702\u7fa4\u65e0\u4eba\u673a\u96c6\u7fa4\u63a7\u5236\u4e2d\u7684\u534f\u540c\u7b97\u6cd5\u6709\u54ea\u4e9b?<\/h2>\n\n\n\n

\u3000\u3000\u8702\u7fa4\u65e0\u4eba\u673a\u96c6\u7fa4\u63a7\u5236\u4e2d\u7684\u534f\u540c\u7b97\u6cd5\u4e3b\u8981\u5305\u62ec\u57fa\u4e8e\u7fa4\u4f53\u667a\u80fd\u7b97\u6cd5\u7684\u62d3\u6251\u6784\u578b\u65b9\u6cd5\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u901a\u8fc7\u4f18\u5316\u65e0\u4eba\u673a\u8702\u7fa4\u7684\u5168\u5c40\u80fd\u8017\u6765\u5b9e\u73b0\u9ad8\u6548\u7fa4\u4f53\u534f\u540c\u673a\u5236\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u8fd9\u4e9b\u7b97\u6cd5\u5305\u62ec\u7070\u72fc\u4f18\u5316\u7b97\u6cd5(GWO)\u3001\u5747\u8861\u4f18\u5316\u7b97\u6cd5(EO)\u548c\u7a77\u5bcc\u4f18\u5316\u7b97\u6cd5(PRO)\uff0c\u5b83\u4eec\u88ab\u7528\u4e8e\u89e3\u51b3\u4ece\u521d\u59cb\u62d3\u6251\u5230\u76ee\u6807\u62d3\u6251\u7684\u6700\u4f73\u6620\u5c04\u548c\u6700\u4f18\u62d3\u6251\u6784\u578b\u4f4d\u7f6e\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n

\u3000\u3000\u8fd9\u4e9b\u7b97\u6cd5\u7684\u5de5\u4f5c\u539f\u7406\u662f\u901a\u8fc7\u6a21\u62df\u81ea\u7136\u754c\u4e2d\u8702\u7fa4\u7684\u884c\u4e3a\uff0c\u5982\u871c\u8702\u7684\u91c7\u871c\u673a\u5236\uff0c\u5c06\u65e0\u4eba\u673a\u8702\u7fa4\u5206\u4e3a\u4e0d\u540c\u7684\u89d2\u8272\uff0c\u4f8b\u5982\u91c7\u871c\u8702\u3001\u89c2\u5bdf\u8702\u548c\u4fa6\u5bdf\u8702\uff0c\u4ee5\u5b9e\u73b0\u7fa4\u4f53\u667a\u80fd\u884c\u4e3a\u3002\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u65e0\u4eba\u673a\u96c6\u7fa4\u901a\u8fc7\u673a\u95f4\u94fe\u8def\u4e92\u76f8\u901a\u4fe1\uff0c\u8fc5\u901f\u51c6\u786e\u5730\u6267\u884c\u8def\u5f84\u89c4\u5212\u3001\u534f\u540c\u4fa6\u5bdf\u3001\u534f\u540c\u611f\u77e5\u548c\u534f\u540c\u653b\u51fb\u7b49\u590d\u6742\u4efb\u52a1\u3002<\/p>\n\n\n\n

\u3000\u3000\u6b64\u5916\uff0c\u8fd9\u4e9b\u7b97\u6cd5\u8fd8\u8003\u8651\u4e86\u5168\u5c40\u80fd\u8017\u6700\u5c0f\u5316\u7684\u76ee\u6807\uff0c\u901a\u8fc7\u5efa\u7acb\u8054\u5408\u4f18\u5316\u6a21\u578b\u548c\u901a\u7528\u6c42\u89e3\u6846\u67b6\uff0c\u53ef\u4ee5\u7075\u6d3b\u8c03\u7528\u4e0d\u540c\u7684\u7fa4\u4f53\u667a\u80fd\u7b97\u6cd5\u6765\u4f18\u5316\u6a21\u578b\u3002\u4eff\u771f\u7ed3\u679c\u8868\u660e\uff0c\u8fd9\u4e9b\u7b97\u6cd5\u80fd\u591f\u6709\u6548\u5730\u63d0\u9ad8\u6536\u655b\u901f\u5ea6\uff0c\u5e76\u5728\u5178\u578b\u62d3\u6251\u6784\u578b\u573a\u666f\u4e0b\u5b9e\u73b0\u5feb\u901f\u7b97\u6cd5\u6536\u655b\u3002<\/p>\n\n\n\n

\u3000\u3000\u8702\u7fa4\u65e0\u4eba\u673a\u96c6\u7fa4\u63a7\u5236\u4e2d\u7684\u534f\u540c\u7b97\u6cd5\u4e3b\u8981\u57fa\u4e8e\u7fa4\u4f53\u667a\u80fd\u7b97\u6cd5\uff0c\u901a\u8fc7\u4f18\u5316\u5168\u5c40\u80fd\u8017\u548c\u6784\u5efa\u7279\u5b9a\u7684\u62d3\u6251\u5f62\u72b6\u6765\u5b9e\u73b0\u9ad8\u6548\u7fa4\u4f53\u534f\u540c\u673a\u5236\u3002<\/p>\n\n\n\n

\u3000\u3000\u4e8c\u3001 \u5982\u4f55\u5229\u7528\u673a\u5668\u5b66\u4e60\u6280\u672f\uff0c\u6765\u5b9e\u73b0\u65e0\u4eba\u673a\u96c6\u7fa4\u7684\u534f\u540c\u52a8\u4f5c\u89c4\u5212?<\/h2>\n\n\n\n

\u3000\u3000\u8981\u5229\u7528\u673a\u5668\u5b66\u4e60\u6280\u672f\uff0c\u7279\u522b\u662f\u6df1\u5ea6\u786e\u5b9a\u6027\u7b56\u7565\u68af\u5ea6(DDPG)\u5b66\u4e60\u548c\u53cc\u5411\u5faa\u73af\u795e\u7ecf\u7f51\u7edc(Bi-Directional RNN)\uff0c\u6765\u5b9e\u73b0\u65e0\u4eba\u673a\u96c6\u7fa4\u7684\u534f\u540c\u52a8\u4f5c\u89c4\u5212\uff0c\u53ef\u4ee5\u53c2\u8003\u4ee5\u4e0b\u6b65\u9aa4\uff1a<\/p>\n\n\n\n

    \n
  • \u3000\u3000\u6784\u5efa\u4efb\u52a1\u573a\u666f<\/strong>\uff1a\u9996\u5148\u9700\u8981\u6784\u5efa\u4e00\u4e2a\u5178\u578b\u7684\u65e0\u4eba\u673a\u96c6\u7fa4\u534f\u540c\u6267\u884c\u4efb\u52a1\u7684\u573a\u666f\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u8bbe\u8ba1\u4e00\u4e2a\u65e0\u4eba\u673a\u96c6\u7fa4\u8ffd\u51fb\u654c\u65b9\u6765\u88ad\u76ee\u6807\u7684\u4efb\u52a1\u573a\u666f\u3002<\/li>\n\n\n\n
  • \u3000\u3000\u9009\u62e9\u7b97\u6cd5<\/strong>\uff1a\u4f7f\u7528\u6df1\u5ea6\u786e\u5b9a\u6027\u7b56\u7565\u68af\u5ea6(DDPG)\u7b97\u6cd5\u4f5c\u4e3a\u4e3b\u8981\u7684\u5b66\u4e60\u65b9\u6cd5\u3002DDPG\u662f\u4e00\u79cd\u9002\u7528\u4e8e\u8fde\u7eed\u52a8\u4f5c\u7a7a\u95f4\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u80fd\u591f\u5904\u7406\u590d\u6742\u7684\u51b3\u7b56\u95ee\u9898\u3002<\/li>\n\n\n\n
  • \u3000\u3000\u8bbe\u8ba1\u56de\u62a5\u51fd\u6570<\/strong>\uff1a\u4e3a\u4e86\u63d0\u9ad8\u8bad\u7ec3\u6548\u7387\u548c\u7b97\u6cd5\u6027\u80fd\uff0c\u53ef\u4ee5\u5f15\u5165\u5f15\u5bfc\u578b\u56de\u62a5\u51fd\u6570\u6216\u975e\u7a00\u758f\u5956\u52b1\u51fd\u6570\u3002\u8fd9\u4e9b\u51fd\u6570\u53ef\u4ee5\u5e2e\u52a9\u65e0\u4eba\u673a\u5728\u957f\u5468\u671f\u4efb\u52a1\u4e2d\u66f4\u597d\u5730\u5b66\u4e60\u548c\u9002\u5e94\u73af\u5883\u3002<\/li>\n\n\n\n
  • \u3000\u3000\u5f15\u5165Bi-Directional RNN<\/strong>\uff1a\u4e3a\u4e86\u589e\u5f3a\u667a\u80fd\u4f53\u95f4\u7684\u901a\u4fe1\u548c\u534f\u4f5c\u80fd\u529b\uff0c\u53ef\u4ee5\u5229\u7528\u53cc\u5411\u5faa\u73af\u795e\u7ecf\u7f51\u7edc(Bi-Directional RNN)\u4f5c\u4e3a\u667a\u80fd\u4f53\u95f4\u7684\u8054\u7ed3\u65b9\u5f0f\u3002Bi-Directional RNN\u80fd\u591f\u5904\u7406\u90e8\u5206\u53ef\u89c2\u6d4b\u73af\u5883\uff0c\u5e76\u901a\u8fc7\u53cc\u5411\u4fe1\u606f\u6d41\u63d0\u9ad8\u51b3\u7b56\u7684\u51c6\u786e\u6027\u548c\u9c81\u68d2\u6027\u3002<\/li>\n\n\n\n
  • \u3000\u3000\u8f6f\u66f4\u65b0\u7b56\u7565<\/strong>\uff1a\u4e3a\u4e86\u51cf\u5c11\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u53c2\u6570\u9707\u8361\u5e76\u63d0\u9ad8\u7b97\u6cd5\u7684\u6536\u655b\u901f\u5ea6\uff0c\u53ef\u4ee5\u5f15\u5165\u57fa\u4e8e\u6ed1\u52a8\u5e73\u5747\u503c\u7684\u8f6f\u66f4\u65b0\u7b56\u7565\u3002\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u7a33\u5b9a\u7f51\u7edc\u53c2\u6570\u7684\u66f4\u65b0\u8fc7\u7a0b\uff0c\u4ece\u800c\u63d0\u5347\u6574\u4f53\u6027\u80fd\u3002<\/li>\n\n\n\n
  • \u3000\u3000\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff08MADDPG\uff09<\/strong> \uff1a\u5982\u679c\u9700\u8981\u5904\u7406\u66f4\u590d\u6742\u7684\u591a\u65e0\u4eba\u673a\u96c6\u7fa4\u5bf9\u6297\u95ee\u9898\uff0c\u53ef\u4ee5\u8003\u8651\u4f7f\u7528\u591a\u667a\u80fd\u4f53\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\uff0c\u5982MADDPG\u7b97\u6cd5\u3002\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u5728\u8003\u8651\u65e0\u4eba\u673a\u98de\u884c\u7ea6\u675f\u548c\u771f\u5b9e\u98de\u884c\u73af\u5883\u7684\u4eff\u771f\u5e73\u53f0\u4e0a\u8fdb\u884c\u5bf9\u6bd4\u4eff\u771f\uff0c\u4ee5\u9a8c\u8bc1\u5176\u6548\u679c\u3002<\/li>\n<\/ul>\n\n\n\n

    \u3000\u3000\u4e09\u3001 \u96c6\u7fa4\u667a\u80fd\u5728\u8702\u7fa4\u65e0\u4eba\u673a\u7cfb\u7edf\u4e2d\u662f\u5982\u4f55\u5b9e\u73b0\u7684<\/h2>\n\n\n\n

    \u3000\u3000\u96c6\u7fa4\u667a\u80fd\u5728\u8702\u7fa4\u65e0\u4eba\u673a\u7cfb\u7edf\u4e2d\u7684\u5b9e\u73b0\u4e3b\u8981\u4f9d\u8d56\u4e8e\u591a\u4e2a\u5206\u6563\u7684\u4e2a\u4f53\u901a\u8fc7\u76f8\u4e92\u534f\u4f5c\u6765\u5c55\u73b0\u5b8f\u89c2\u667a\u80fd\u884c\u4e3a\u3002\u8fd9\u79cd\u667a\u80fd\u662f\u901a\u8fc7\u7b80\u5355\u4e2a\u4f53\u4e4b\u95f4\u7684\u4ea4\u4e92\u8fc7\u7a0b\u7a81\u73b0\u51fa\u6765\u7684\uff0c\u4f7f\u5f97\u8702\u7fa4\u80fd\u591f\u5b9e\u73b0\u5355\u4e2a\u667a\u80fd\u4e2a\u4f53\u65e0\u6cd5\u5b8c\u6210\u7684\u529f\u80fd\u3002<\/p>\n\n\n\n

    \u3000\u3000\u96c6\u7fa4\u667a\u80fd\u63d0\u9ad8\u4e86\u7cfb\u7edf\u7684\u6574\u4f53\u751f\u5b58\u80fd\u529b\uff0c\u4e3b\u8981\u4f53\u73b0\u5728\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a<\/p>\n\n\n\n

      \n
    • \u3000\u3000\u5206\u5e03\u5f0f\u63a7\u5236\u4e0e\u6297\u6bc1\u6027<\/strong>\uff1a\u65e0\u4eba\u673a\u8702\u7fa4\u91c7\u7528\u65e0\u4e2d\u5fc3\u7684\u5206\u5e03\u5f0f\u63a7\u5236\u65b9\u5f0f\uff0c\u6bcf\u4e2a\u4e2a\u4f53\u65e2\u81ea\u6cbb\u53c8\u9ad8\u5ea6\u8fde\u63a5\uff0c\u80fd\u591f\u901a\u8fc7\u591a\u79cd\u901a\u4fe1\u65b9\u5f0f\u4f20\u8f93\u4fe1\u606f\u3002\u8fd9\u4f7f\u5f97\u5373\u4f7f\u90e8\u5206\u4e2a\u4f53\u5931\u80fd\uff0c\u6574\u4e2a\u8702\u7fa4\u4ecd\u53ef\u7ee7\u7eed\u6267\u884c\u4efb\u52a1\uff0c\u4ece\u800c\u589e\u5f3a\u4e86\u7cfb\u7edf\u7684\u6297\u6bc1\u6027\u548c\u751f\u5b58\u80fd\u529b\u3002<\/li>\n\n\n\n
    • \u3000\u3000\u81ea\u4e3b\u5316\u4e0e\u7075\u6d3b\u6027<\/strong>\uff1a\u8702\u7fa4\u4e2d\u7684\u65e0\u4eba\u673a\u5177\u5907\u81ea\u4e3b\u98de\u884c\u80fd\u529b\uff0c\u5305\u62ec\u4f4d\u7f6e\u5171\u4eab\u3001\u8def\u5f84\u89c4\u5212\u53ca\u969c\u788d\u89c4\u907f\u7b49\u3002\u8fd9\u79cd\u81ea\u4e3b\u5316\u63d0\u9ad8\u4e86\u65e0\u4eba\u673a\u5728\u590d\u6742\u73af\u5883\u4e2d\u7684\u9002\u5e94\u6027\u548c\u751f\u5b58\u80fd\u529b\u3002<\/li>\n\n\n\n
    • \u3000\u3000\u6210\u672c\u6548\u76ca\u4e0e\u53ef\u6269\u5c55\u6027<\/strong>\uff1a\u96c6\u7fa4\u667a\u80fd\u5141\u8bb8\u5c06\u590d\u6742\u7684\u4efb\u52a1\u5206\u89e3\u5230\u4f4e\u6210\u672c\u3001\u529f\u80fd\u5355\u4e00\u7684\u4e2a\u4f53\u4e0a\uff0c\u5f62\u6210\u5927\u89c4\u6a21\u7684\u8702\u7fa4\u3002\u8fd9\u79cd\u65b9\u5f0f\u4e0d\u4ec5\u964d\u4f4e\u4e86\u5efa\u8bbe\u6210\u672c\uff0c\u8fd8\u63d0\u9ad8\u4e86\u7cfb\u7edf\u7684\u53ef\u6269\u5145\u6027\u3002<\/li>\n\n\n\n
    • \u3000\u3000\u4fe1\u606f\u5171\u4eab\u4e0e\u534f\u540c\u4f5c\u6218<\/strong>\uff1a\u96c6\u7fa4\u6280\u672f\u5f3a\u8c03\u667a\u80fd\u5355\u4f53\u95f4\u7684\u4fe1\u606f\u5171\u4eab\uff0c\u4f18\u5316\u4e86\u7cfb\u7edf\u6027\u80fd\uff0c\u5e76\u9002\u7528\u4e8e\u65e0\u4e2d\u5fc3\u7684\u65e0\u7ebf\u901a\u4fe1\u7f51\u7edc\u3002\u8fd9\u79cd\u534f\u540c\u4f5c\u6218\u80fd\u529b\u63d0\u5347\u4e86\u6574\u4f53\u63a2\u6d4b\u80fd\u529b\u548c\u751f\u5b58\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n

      \u3000\u3000\u56db\u3001 \u5206\u5e03\u5f0f\u7f16\u961f\u63a7\u5236\u7b56\u7565\u5728\u65e0\u4eba\u673a\u96c6\u7fa4\u4e2d\u7684\u5e94\u7528<\/h2>\n\n\n\n

      \u3000\u3000\u5206\u5e03\u5f0f\u7f16\u961f\u63a7\u5236\u7b56\u7565\u5728\u65e0\u4eba\u673a\u96c6\u7fa4\u4e2d\u7684\u5e94\u7528\u4e3b\u8981\u4f53\u73b0\u5728\u63d0\u9ad8\u65e0\u4eba\u673a\u96c6\u7fa4\u7684\u81ea\u4e3b\u6027\u80fd\u548c\u4f5c\u4e1a\u6548\u7387\u4e0a\u3002\u901a\u8fc7\u91c7\u7528\u5206\u5e03\u5f0f\u7f16\u961f\u63a7\u5236\u7b56\u7565\uff0c\u65e0\u4eba\u673a\u96c6\u7fa4\u80fd\u591f\u9002\u5e94\u73af\u5883\u53d8\u5316\uff0c\u9ad8\u6548\u5b8c\u6210\u5927\u9762\u79ef\u533a\u57df\u7684\u4f5c\u4e1a\u4efb\u52a1\u3002\u8fd9\u79cd\u7b56\u7565\u901a\u8fc7\u8bbe\u8ba1\u96c6\u7fa4\u5185\u90e8\u65e0\u4eba\u673a\u4e4b\u95f4\u7684\u901a\u4fe1\u534f\u8bae\u3001\u907f\u78b0\u7b97\u6cd5\u4e0e\u7f16\u961f\u961f\u5f62\u4fdd\u6301\u7b97\u6cd5\uff0c\u5b9e\u73b0\u4e86\u591a\u67b6\u65cb\u7ffc\u65e0\u4eba\u673a\u5728\u5ba4\u5916\u573a\u666f\u4e2d\u7684\u907f\u78b0\u98de\u884c\u4e0e\u7f16\u961f\u4fdd\u6301\u98de\u884c\u3002<\/p>\n\n\n\n

      \u3000\u3000\u5177\u4f53\u6765\u8bf4\uff0c\u5206\u5e03\u5f0f\u7f16\u961f\u63a7\u5236\u7b56\u7565\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u63d0\u9ad8\u65e0\u4eba\u673a\u7684\u81ea\u4e3b\u6027\u80fd\uff1a<\/p>\n\n\n\n

        \n
      • \u3000\u3000\u81ea\u4e3b\u51b3\u7b56\u4e0e\u667a\u80fd\u611f\u77e5<\/strong>\uff1a\u6bcf\u67b6\u65e0\u4eba\u673a\u5177\u5907\u4e00\u5b9a\u7684\u667a\u80fd\u548c\u81ea\u4e3b\u6027\uff0c\u80fd\u591f\u611f\u77e5\u5468\u56f4\u73af\u5883\u5e76\u505a\u51fa\u76f8\u5e94\u7684\u51b3\u7b56\u3002\u8fd9\u4f7f\u5f97\u65e0\u4eba\u673a\u80fd\u591f\u5728\u6ca1\u6709\u4eba\u5de5\u5e72\u9884\u7684\u60c5\u51b5\u4e0b\uff0c\u6839\u636e\u5b9e\u65f6\u73af\u5883\u4fe1\u606f\u8fdb\u884c\u8c03\u6574\u548c\u4f18\u5316\u3002<\/li>\n\n\n\n
      • \u3000\u3000\u5206\u5e03\u5f0f\u89c4\u5212\u4e0e\u8ba1\u7b97<\/strong>\uff1a\u8def\u5f84\u89c4\u5212\u548c\u8f68\u8ff9\u8ddf\u968f\u7b97\u6cd5\u5728\u673a\u8f7d\u6811\u8393\u6d3e\u4e0a\u5b9e\u73b0\uff0c\u91c7\u7528\u5206\u5e03\u5f0f\u89c4\u5212\u4e0e\u8ba1\u7b97\u7684\u65b9\u5f0f\u63d0\u9ad8\u4e86\u7cfb\u7edf\u7684\u81ea\u4e3b\u6027\u80fd\u4e0e\u8fd0\u7b97\u901f\u5ea6\u3002\u8fd9\u79cd\u65b9\u5f0f\u51cf\u5c11\u4e86\u5bf9\u4e2d\u5fc3\u8ba1\u7b97\u8d44\u6e90\u7684\u4f9d\u8d56\uff0c\u589e\u5f3a\u4e86\u7cfb\u7edf\u7684\u9c81\u68d2\u6027\u548c\u7075\u6d3b\u6027\u3002<\/li>\n\n\n\n
      • \u3000\u3000\u901a\u4fe1\u534f\u8bae\u8bbe\u8ba1<\/strong>\uff1a\u8bbe\u8ba1\u4e86\u89c4\u5212\u65e0\u4eba\u673a\u6536\u53d1\u4fe1\u606f\u7684\u901a\u4fe1\u534f\u8bae\u4ee5\u907f\u514d\u901a\u4fe1\u51b2\u7a81\uff0c\u5e76\u786e\u4fdd\u4fe1\u606f\u4f20\u8f93\u7684\u53ef\u9760\u6027\u3002\u8fd9\u79cd\u9ad8\u6548\u7684\u901a\u4fe1\u673a\u5236\u4fdd\u8bc1\u4e86\u65e0\u4eba\u673a\u4e4b\u95f4\u80fd\u591f\u53ca\u65f6\u4ea4\u6362\u72b6\u6001\u4fe1\u606f\u548c\u63a7\u5236\u6307\u4ee4\uff0c\u4ece\u800c\u5b9e\u73b0\u534f\u540c\u4f5c\u4e1a\u3002<\/li>\n\n\n\n
      • \u3000\u3000\u5b9e\u65f6\u76d1\u63a7\u4e0e\u63a7\u5236\u63a5\u7ba1<\/strong>\uff1a\u5f00\u53d1\u4e86\u5185\u5d4c\u5730\u56fe\u7684\u5730\u9762\u7ad9\uff0c\u53ef\u5b9e\u65f6\u76d1\u6d4b\u673a\u7fa4\u7684\u4f4d\u7f6e\u7b49\u72b6\u6001\u4fe1\u606f\u5e76\u53ef\u968f\u65f6\u63a5\u7ba1\u65e0\u4eba\u673a\u7684\u63a7\u5236\u3002\u8fd9\u79cd\u8bbe\u8ba1\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u7cfb\u7edf\u7684\u5b89\u5168\u6027\uff0c\u8fd8\u589e\u5f3a\u4e86\u5bf9\u7a81\u53d1\u60c5\u51b5\u7684\u5e94\u5bf9\u80fd\u529b\u3002<\/li>\n\n\n\n
      • \u3000\u3000\u5b9e\u9a8c\u9a8c\u8bc1<\/strong>\uff1a\u901a\u8fc7\u591a\u6b21\u5ba4\u5916\u96c6\u7fa4\u98de\u884c\u5b9e\u9a8c\u7ed3\u679c\u9a8c\u8bc1\u4e86\u6240\u8bbe\u8ba1\u7684\u5206\u5e03\u5f0f\u7f16\u961f\u63a7\u5236\u7cfb\u7edf\u7684\u6709\u6548\u6027\u3002\u8fd9\u4e9b\u5b9e\u9a8c\u8868\u660e\uff0c\u5206\u5e03\u5f0f\u7f16\u961f\u63a7\u5236\u7b56\u7565\u80fd\u591f\u6709\u6548\u5b9e\u73b0\u65e0\u4eba\u673a\u96c6\u7fa4\u7684\u81ea\u4e3b\u63a7\u5236\uff0c\u63d0\u9ad8\u65e0\u4eba\u673a\u96c6\u7fa4\u7684\u9c81\u68d2\u6027\u548c\u4f5c\u4e1a\u6548\u7387\u3002<\/li>\n<\/ul>\n\n\n\n

        \u3000\u3000\u4e94\u3001 \u5728\u8702\u7fa4\u65e0\u4eba\u673a\u96c6\u7fa4\u63a7\u5236\u4e2d\uff0c\u96c6\u4e2d\u5f0f\u3001\u5206\u5e03\u5f0f\u6216\u6df7\u5408\u5f0f\u63a7\u5236\u7ed3\u6784\u5404\u81ea\u7684\u4f18\u52bf<\/h2>\n\n\n\n

        \u3000\u3000\u5728\u8702\u7fa4\u65e0\u4eba\u673a\u96c6\u7fa4\u63a7\u5236\u4e2d\uff0c\u96c6\u4e2d\u5f0f\u3001\u5206\u5e03\u5f0f\u548c\u6df7\u5408\u5f0f\u63a7\u5236\u7ed3\u6784\u5404\u81ea\u5177\u6709\u4e0d\u540c\u7684\u4f18\u52bf\u548c\u5e94\u7528\u573a\u666f\u3002<\/p>\n\n\n\n

        \u3000\u30001. \u96c6\u4e2d\u5f0f\u63a7\u5236\u7ed3\u6784<\/strong>\uff1a<\/h3>\n\n\n\n
          \n
        • \u3000\u3000\u4f18\u52bf<\/strong>\uff1a\u96c6\u4e2d\u5f0f\u63a7\u5236\u7531\u4e2d\u592e\u63a7\u5236\u5355\u5143\u7edf\u4e00\u89c4\u5212\u884c\u4e3a\uff0c\u4fe1\u606f\u5b8c\u6574\u4e14\u53ef\u9884\u6d4b\uff0c\u534f\u8c03\u7b80\u5355\uff0c\u6613\u4e8e\u4f18\u5316\u6027\u80fd\u548c\u8bbe\u8ba1\u5f00\u53d1\u3002<\/li>\n\n\n\n
        • \u3000\u3000\u5e94\u7528\u573a\u666f<\/strong>\uff1a\u9002\u7528\u4e8e\u8282\u70b9\u6570\u91cf\u8f83\u5c11\u7684\u7cfb\u7edf\uff0c\u6216\u8005\u5bf9\u5b9e\u65f6\u6027\u548c\u7cbe\u786e\u6027\u8981\u6c42\u8f83\u9ad8\u7684\u4efb\u52a1\uff0c\u5982\u7f16\u961f\u63a7\u5236\u548c\u8ddf\u8e2a\u63a7\u5236\u3002<\/li>\n<\/ul>\n\n\n\n

          \u3000\u30002. \u5206\u5e03\u5f0f\u63a7\u5236\u7ed3\u6784<\/strong>\uff1a<\/h3>\n\n\n\n
            \n
          • \u3000\u3000\u4f18\u52bf<\/strong>\uff1a\u5206\u5e03\u5f0f\u63a7\u5236\u5c06\u51b3\u7b56\u548c\u63a7\u5236\u80fd\u529b\u5206\u6563\u5230\u6bcf\u4e2a\u8282\u70b9\uff0c\u6709\u5229\u4e8e\u5e94\u5bf9\u6545\u969c\u548c\u73af\u5883\u53d8\u5316\uff0c\u5177\u6709\u7075\u6d3b\u6027\u548c\u9c81\u68d2\u6027\u3002\u6b64\u5916\uff0c\u5206\u5e03\u5f0f\u67b6\u6784\u53ef\u4ee5\u7f13\u89e3\u8ba4\u77e5\u8d1f\u8377\u5e76\u51cf\u5c11\u5de5\u4f5c\u91cf\uff0c\u589e\u52a0\u8ba1\u7b97\u80fd\u529b\uff0c\u66f4\u5177\u53ef\u6269\u5c55\u6027\u3002<\/li>\n\n\n\n
          • \u3000\u3000\u5e94\u7528\u573a\u666f<\/strong>\uff1a\u9002\u7528\u4e8e\u9700\u8981\u9ad8\u53ef\u9760\u6027\u548c\u9c81\u68d2\u6027\u7684\u573a\u666f\uff0c\u5982\u96c6\u7fa4\u907f\u969c\u548c\u5bf9\u6297\u7b56\u7565\u4e2d\u7684\u65e0\u4eba\u673a\u96c6\u7fa4\u534f\u540c\u95ee\u9898\u3002\u5206\u5e03\u5f0f\u63a7\u5236\u4e5f\u9002\u7528\u4e8e\u9700\u8981\u5feb\u901f\u53cd\u5e94\u548c\u9002\u5e94\u6027\u5f3a\u7684\u4efb\u52a1\u3002<\/li>\n<\/ul>\n\n\n\n

            \u3000\u30003. \u6df7\u5408\u5f0f\u63a7\u5236\u7ed3\u6784<\/strong>\uff1a<\/h3>\n\n\n\n
              \n
            • \u3000\u3000\u4f18\u52bf<\/strong>\uff1a\u6df7\u5408\u5f0f\u63a7\u5236\u7ed3\u5408\u4e86\u96c6\u4e2d\u5f0f\u548c\u5206\u5e03\u5f0f\u67b6\u6784\u7684\u7279\u70b9\uff0c\u4e2d\u592e\u63a7\u5236\u5355\u5143\u76d1\u7763\u4e0e\u534f\u8c03\uff0c\u8282\u70b9\u53cd\u9988\u6709\u9650\u91cd\u8981\u4fe1\u606f\uff0c\u4ee5\u5e73\u8861\u4e24\u8005\u5e76\u964d\u4f4e\u8d1f\u62c5\u3002<\/li>\n\n\n\n
            • \u3000\u3000\u5e94\u7528\u573a\u666f<\/strong>\uff1a\u9002\u7528\u4e8e\u9700\u8981\u5e73\u8861\u96c6\u4e2d\u5f0f\u63a7\u5236\u7684\u9ad8\u6548\u6027\u548c\u5206\u5e03\u5f0f\u63a7\u5236\u7684\u7075\u6d3b\u6027\u7684\u590d\u6742\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u5728\u591a\u65e0\u4eba\u673a\u534f\u540c\u4efb\u52a1\u89c4\u5212\u4e2d\uff0c\u90e8\u5206\u5206\u5e03\u5f0f\u63a7\u5236\u7cfb\u7edf\u53ef\u4ee5\u63d0\u9ad8\u4f5c\u6218\u6548\u7387\u5e76\u6ee1\u8db3\u5168\u5c40\u5229\u76ca\u6700\u5927\u5316\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"

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