{"id":56365,"date":"2025-02-28T17:46:35","date_gmt":"2025-02-28T09:46:35","guid":{"rendered":"https:\/\/swarma.org\/?p=56365"},"modified":"2025-02-28T17:46:35","modified_gmt":"2025-02-28T09:46:35","slug":"%e5%bd%93%e6%89%a9%e6%95%a3%e6%a8%a1%e5%9e%8b%e9%81%87%e8%a7%81%e7%89%a9%e7%90%86%e9%97%ad%e7%8e%af%ef%bc%9acl-diffphycon%e7%aa%81%e7%a0%b4%e7%94%9f%e6%88%90%e6%95%88%e7%8e%87%e7%93%b6%e9%a2%88","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=56365","title":{"rendered":"\u5f53\u6269\u6563\u6a21\u578b\u9047\u89c1\u7269\u7406\u95ed\u73af\uff1aCL-DiffPhyCon\u7a81\u7834\u751f\u6210\u6548\u7387\u74f6\u9888"},"content":{"rendered":"
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    \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/openreview.net\/pdf?id=PiHGrTTnvb<\/span><\/section>\n<\/li>\n
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    \u4ee3\u7801\u5730\u5740\uff1ahttps:\/\/github.com\/AI4Science-WestlakeU\/CL_DiffPhyCon<\/span><\/section>\n<\/li>\n<\/ul>\n
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      \n
    1. \n

      \u9ad8\u6548\u91c7\u6837<\/span><\/strong>\uff1aCL-DiffPhyCon \u901a\u8fc7\u5f02\u6b65\u53bb\u566a\u6846\u67b6\uff0c\u80fd\u591f\u663e\u8457\u51cf\u5c11\u91c7\u6837\u8fc7\u7a0b\u4e2d\u7684\u8ba1\u7b97\u6210\u672c\uff0c\u63d0\u9ad8\u91c7\u6837\u6548\u7387\u3002\u4e0e\u5df2\u6709\u7684\u6269\u6563\u63a7\u5236\u65b9\u6cd5\u76f8\u6bd4\uff0cCL-DiffPhyCon \u80fd\u591f\u5728\u66f4\u77ed\u7684\u65f6\u95f4\u5185\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u63a7\u5236\u4fe1\u53f7\u3002<\/span><\/span><\/p>\n<\/li>\n

    2. \n

      \u95ed\u73af\u63a7\u5236<\/span><\/strong>\uff1aCL-DiffPhyCon \u5b9e\u73b0\u4e86\u95ed\u73af\u63a7\u5236\uff0c\u80fd\u591f\u6839\u636e\u73af\u5883\u7684\u5b9e\u65f6\u53cd\u9988\u4e0d\u65ad\u8c03\u6574\u63a7\u5236\u7b56\u7565\u3002\u76f8\u6bd4\u5df2\u6709\u7684\u5f00\u73af\u6269\u6563\u63a7\u5236\u65b9\u6cd5\uff0c\u63d0\u9ad8\u4e86\u63a7\u5236\u6548\u679c\u3002<\/span><\/span><\/p>\n<\/li>\n

    3. \n
      \u52a0\u901f\u91c7\u6837<\/span><\/strong>\uff1a\u6b64\u5916\uff0cCL-DiffPhyCon \u8fd8\u80fd\u4e0e DDIM [5] \u7b49\u6269\u6563\u6a21\u578b\u7684\u52a0\u901f\u91c7\u6837\u6280\u672f\u7ed3\u5408\uff0c\u5728\u7ef4\u6301\u63a7\u5236\u6548\u679c\u57fa\u672c\u4e0d\u53d8\u7684\u524d\u63d0\u4e0b\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u63a7\u5236\u6548\u7387\u3002<\/span><\/span><\/section>\n<\/li>\n<\/ol>\n
      <\/section>\n
      <\/section>\n

      \u56fe 1\uff1a\u672c\u6587\u7684 CL-DiffPhyCon\uff08\u53f3\u56fe\uff09\u76f8\u8f83\u4e8e\u4ee5\u5f80\u6269\u6563\u63a7\u5236\u65b9\u6cd5\uff08\u5de6\u56fe\u548c\u4e2d\u56fe\uff09\u7684\u4f18\u52bf\u3002\u901a\u8fc7\u91c7\u7528\u5f02\u6b65\u53bb\u566a\u6846\u67b6\uff0c\u8be5\u65b9\u6cd5\u80fd\u591f\u5b9e\u73b0\u95ed\u73af\u63a7\u5236\uff0c\u5e76\u663e\u8457\u52a0\u5feb\u91c7\u6837\u8fc7\u7a0b\u3002\u5176\u4e2d\uff0cH\u8868\u793a\u6269\u6563\u6a21\u578b\u5305\u542b\u7684\u7269\u7406\u65f6\u95f4\u7a97\u53e3\u957f\u5ea6\uff0cDiffPhyCon – h\u8868\u793a\u6bcf\u9694h\u4e2a\u7269\u7406\u65f6\u95f4\u6b65\u8fdb\u884c\u4e00\u6b21\u5305\u542bT\u4e2a\u53bb\u566a\u6b65\u9aa4\u7684\u5b8c\u6574\u91c7\u6837\u8fc7\u7a0b\uff0c\u7136\u540e\u5c06\u91c7\u6837\u7684\u63a7\u5236\u4fe1\u53f7\u5e8f\u5217\u4e2d\u7684\u524dh\u4e2a\u4f9d\u6b21\u7528\u4e8e\u5f00\u73af\u63a7\u5236\u3002\u8fd9\u91cc\u6ca1\u6709\u5c55\u793a\u4e0e DDIM [5] \u7684\u7ed3\u5408\u3002<\/span><\/span><\/em><\/span><\/p>\n


      <\/span><\/section>\n
      <\/section>\n

      \n
      \n
      \n
      \n
      \n
      <\/section>\n
      <\/section>\n
      \n
      <\/section>\n<\/section>\n<\/section>\n
      \n

      \u4e09\u3001\u95ee\u9898\u8bbe\u7f6e\u548c\u9884\u5907\u77e5\u8bc6<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

      \n
      <\/section>\n
      <\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n

      <\/p>\n

      1. \u95ee\u9898\u8bbe\u7f6e\uff1a<\/span><\/strong><\/span><\/section>\n

      <\/span><\/section>\n
      \u7ed9\u5b9a\u521d\u59cb\u72b6\u6001<\/span>\u3001\u7cfb\u7edf\u52a8\u529b\u5b66G\u4ee5\u53ca\u7279\u5b9a\u7684\u63a7\u5236\u76ee\u6807<\/span>\uff0c\u672c\u6587\u8003\u8651\u5982\u4e0b\u590d\u6742\u7cfb\u7edf\u7684\u63a7\u5236\u95ee\u9898\uff1a<\/span><\/section>\n

      <\/span><\/section>\n
      <\/section>\n
      <\/section>\n
      \u8fd9\u91cc\uff0c<\/span>\u548c<\/span>\u5206\u522b\u662f\u7269\u7406\u65f6\u95f4\u6b65<\/span>\u65f6\u7684\u7cfb\u7edf\u72b6\u6001\u548c\u5916\u90e8\u63a7\u5236\u4fe1\u53f7\uff0c\u8f68\u8ff9\u7684\u957f\u5ea6\u4e3aN\u3002\u7cfb\u7edf\u52a8\u529b\u5b66G\u4ee3\u8868\u7cfb\u7edf\u5728\u5916\u90e8\u63a7\u5236\u4fe1\u53f7\u4e0b\u968f\u65f6\u95f4\u7684\u72b6\u6001\u8f6c\u79fb\u89c4\u5219\u3002G\u53ef\u4ee5\u662f\u968f\u673a\u6027\u7684\uff0c\u5b58\u5728\u975e\u96f6\u968f\u673a\u566a\u58f0<\/span>\uff1b\u4e5f\u53ef\u4ee5\u662f\u786e\u5b9a\u6027\u7684\uff0c\u5373<\/span>\u3002\u4e3a\u4e86\u8ba9\u95ee\u9898\u8bbe\u7f6e\u66f4\u5177\u4e00\u822c\u6027\uff0c\u72b6\u6001\u7684\u6f14\u53d8\u53ea\u80fd\u901a\u8fc7\u5b9e\u9645\u6d4b\u91cf\u6765\u89c2\u6d4b\uff0c\u5373\u5047\u8bbeG\u7684\u8868\u8fbe\u5f62\u5f0f\u4e0d\u4e00\u5b9a\u53ef\u4ee5\u83b7\u5f97\u3002\u672c\u6587\u4e2d\u5173\u6ce8\u95ed\u73af\u63a7\u5236<\/strong>\uff0c\u610f\u5473\u7740\u6bcf\u4e2a\u65f6\u95f4\u6b65\u7684\u63a7\u5236\u4fe1\u53f7<\/span>\u662f\u4ece\u4ee5\u5f53\u524d\u72b6\u6001<\/span>\u4e3a\u6761\u4ef6\u7684\u4e00\u4e2a\u6982\u7387\u5206\u5e03\u4e2d\u91c7\u6837\u5f97\u5230\u7684\u3002\u8fd9\u533a\u522b\u4e8e\u5f00\u73af\u63a7\u5236\u6216\u8005\u89c4\u5212\uff08planning\uff09\u65b9\u6cd5\uff0c\u5373\u6bcf\u6b21\u89c4\u5212\u672a\u6765\u591a\u4e2a\u65f6\u95f4\u6b65\u7684\u63a7\u5236\u4fe1\u53f7\u540e\uff0c\u5c06\u5176\u4f9d\u6b21\u5e94\u7528\u5230\u73af\u5883\u4e2d\uff0c\u5e76\u4e14\u5728\u6b64\u671f\u95f4\u4e0d\u5229\u7528\u73af\u5883\u53cd\u9988\u8fdb\u884c\u91cd\u65b0\u89c4\u5212\u3002<\/span><\/section>\n
      <\/section>\n
      2. \u9884\u5907\u77e5\u8bc6\uff1aDiffPhyCon \u7b80\u4ecb<\/span><\/strong><\/span><\/section>\n

      <\/span><\/section>\n
      DiffPhyCon [1] \u662f\u8fd1\u671f\u53d1\u8868\u7684\u4e00\u79cd\u57fa\u4e8e\u6269\u6563\u6a21\u578b\u7684\u89c4\u5212\uff08planning\uff09\u65b9\u6cd5\u3002\u5b83\u63d0\u524d\u89c4\u5212\u4e00\u4e2a\u7269\u7406\u65f6\u95f4\u7a97\u53e3\uff08horizon\uff09<\/span>\u5185\u6240\u6709\u7684\u63a7\u5236\u4fe1\u53f7\uff0c\u5e76\u4f9d\u6b21\u5c06\u5176\u7528\u4e8e\u7cfb\u7edf\u7684\u63a7\u5236\u8fc7\u7a0b\u3002\u4e3a\u4e86\u8bb0\u53f7\u65b9\u4fbf\uff0c\u5f15\u5165\u53d8\u91cf<\/span>\u8868\u793a\u7b2c<\/span>\u7269\u7406\u65f6\u95f4\u6b65\u7cfb\u7edf\u72b6\u6001\u548c\u63a7\u5236\u4fe1\u53f7\u7684\u62fc\u63a5\u3002\u8be5\u65b9\u6cd5\u5305\u542b\u4ee5\u4e0b\u8fc7\u7a0b\uff1a<\/span><\/section>\n
      <\/section>\n
        \n
      1. \n

        \u9996\u5148\u79bb\u7ebf\u6536\u96c6\u5927\u91cf\u7684\u8f68\u8ff9\u6570\u636e\uff0c\u6bcf\u6761\u8f68\u8ff9\u5305\u62ec\u521d\u59cb\u72b6\u6001\u3001\u63a7\u5236\u5e8f\u5217\u548c\u76f8\u5e94\u7684\u72b6\u6001\u5e8f\u5217\u3002<\/span><\/p>\n<\/li>\n

      2. \n

        \u7136\u540e\uff0c\u7528\u8fd9\u4e9b\u79bb\u7ebf\u8f68\u8ff9\u8bad\u7ec3\u4e00\u4e2a\u53bb\u566a\u6b65\u6570\u4e3aT\uff0c\u7269\u7406\u65f6\u95f4\u7a97\u53e3\u4e3aN\u7684\u6269\u6563\u6a21\u578b\uff0c\u5e76\u5c06\u6240\u6709\u7269\u7406\u65f6\u523b\u7684\u7cfb\u7edf\u72b6\u6001\u548c\u63a7\u5236\u4fe1\u53f7\u7684\u8054\u5408\u9690\u53d8\u91cf<\/span>\u4f5c\u4e3a\u6269\u6563\u53d8\u91cf\u3002\u8fd9\u91cc\u5728\u8bb0\u53f7<\/span>\u4e2d\uff0c\u7528\u4e0b\u89d2\u6807\u8868\u793a\u7269\u7406\u65f6\u95f4<\/span>\u6216\u5176\u6240\u5904\u7684\u533a\u95f4\uff0c\u7528\u62ec\u53f7\u91cc\u7684t\u8868\u793a\u6269\u6563\u6b65\u9aa4\u3002\u5728\u6269\u6563\u8fc7\u7a0b\u4e2d\uff0c\u968f\u7740t\u589e\u5927\uff0c<\/span>\u4e2d\u7684\u566a\u58f0\u7a0b\u5ea6\u9010\u6e10\u589e\u52a0\uff1a<\/span>\u4e0d\u542b\u566a\u58f0\uff0c<\/span>\u4e3a\u9ad8\u65af\u566a\u58f0\u3002<\/span><\/p>\n<\/li>\n

      3. \n

        \u5728\u53bb\u566a\u8fc7\u7a0b\uff08\u5b9e\u9645\u63a7\u5236\u8fc7\u7a0b\uff09\u4e2d\uff0c\u4ee5\u7cfb\u7edf\u7684\u521d\u59cb\u72b6\u6001<\/span>\u4e3a\u6761\u4ef6\uff0c\u5229\u7528\u8bad\u7ec3\u7684\u6269\u6563\u6a21\u578b\uff0c\u5728\u63a7\u5236\u76ee\u6807<\/span>\u7684\u68af\u5ea6\u5f15\u5bfc\u4e0b\uff0c\u8ba9t\u4eceT \u964d\u5230 0\uff0c\u5c06\u9ad8\u65af\u566a\u58f0<\/span>\u9010\u6b65\u53bb\u566a\u4e3a\u4e0d\u542b\u566a\u58f0\u7684<\/span>\uff0c\u5176\u4e2d\u5305\u542b\u63a7\u5236\u5e8f\u5217<\/span>\u548c\u5bf9\u5e94\u4ea7\u751f\u7684\u72b6\u6001\u5e8f\u5217<\/span>\u3002<\/span><\/p>\n<\/li>\n

      4. \n
        \u6700\u540e\uff0c\u5c06\u63a7\u5236\u5e8f\u5217<\/span>\u9010\u6b65\u8f93\u5165\u5230\u73af\u5883\u4e2d\uff0c\u5b9e\u73b0\u5bf9\u7cfb\u7edf\u7684\u63a7\u5236\u3002<\/span><\/section>\n<\/li>\n<\/ol>\n

        <\/span><\/section>\n
        \u4e0a\u8ff0\u8fc7\u7a0b\u4e2d\u9690\u85cf\u4e86\u4e00\u4e2a\u5047\u8bbe\uff1a\u8f68\u8ff9\u957f\u5ea6N \u8f83\u5c0f\uff0c\u8fd9\u65f6H \u53d6\u503c\u4e3aN\u3002\u800c\u5b9e\u9645\u95ee\u9898\u4e2d\u66f4\u4e3a\u5e38\u89c1\u7684\u60c5\u5f62\u662fN \u5f88\u5927\uff0c\u8fd9\u5bfc\u81f4\u7269\u7406\u65f6\u95f4\u7a97\u53e3\u4e3aN\u7684\u6269\u6563\u6a21\u578b\u96be\u4ee5\u5728 GPU \u4e2d\u8fd0\u884c\u6216\u8005\u7269\u7406\u65f6\u95f4\u8de8\u5ea6\u592a\u5927\u5bfc\u81f4\u504f\u79bb\u95ed\u73af\u8981\u6c42\u8fc7\u8fdc\u3002\u8fd9\u5c31\u9700\u8981\u8bad\u7ec3\u4e00\u4e2a\u65f6\u95f4\u7a97\u53e3\u76f8\u5bf9\u8f83\u5c0f\uff08H<N\uff09\u7684\u6269\u6563\u6a21\u578b\uff0c\u7136\u540e\u6bcf\u9694h\u4e2a\u7269\u7406\u65f6\u95f4\u6b65\u8fdb\u884c\u4e00\u6b21\u5b8c\u5168\u7684\u53bb\u566a\u8fc7\u7a0b\uff0c\u6216\u8005\u4ee5\u81ea\u9002\u5e94\u7684\u65b9\u5f0f\u786e\u5b9a\u4f55\u65f6\u91cd\u65b0\u89c4\u5212\u63a7\u5236\u5e8f\u5217 [4]\uff0c\u5982\u56fe 1 \u5de6\u8fb9\u548c\u4e2d\u95f4\u5b50\u56fe\u6240\u793a\u3002<\/span><\/section>\n

        <\/span><\/section>\n
        <\/section>\n

        \n
        \n
        \n
        \n
        \n
        <\/section>\n
        <\/section>\n
        \n
        <\/section>\n<\/section>\n<\/section>\n
        \n

        \u56db\u3001CL-DiffPhyCon \u65b9\u6cd5\u4ecb\u7ecd<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

        \n
        <\/section>\n
        <\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n

        <\/p>\n

        \u8be5\u65b9\u6cd5\u8003\u8651\u7684\u4e5f\u662fH<N<\/span>\u7684\u60c5\u5f62\u3002\u5173\u952e\u60f3\u6cd5\u662f\uff1a\u5c06\u6269\u6563\u6a21\u578b\u7684\u6a21\u578b\u65f6\u95f4\u7a97\u53e3\u5185\u7684\u7269\u7406\u65f6\u95f4\u548c\u6269\u6563<\/span>\uff08\u53bb\u566a\uff09<\/span>\u8fc7\u7a0b\u89e3\u8026\uff0c\u8d8a\u65e9\u7684\u7269\u7406\u65f6\u95f4\u8d4b\u4e88\u8d8a\u5feb\u7684\u53bb\u566a\u8fdb\u5ea6\uff0c\u4e5f\u5c31\u662f\u8d8a\u4f4e\u7684\u566a\u58f0\u7a0b\u5ea6\u3002\u5982\u6b64\u4e00\u6765\uff0c\u65e2\u5b9e\u73b0\u4e86\u4e0d\u540c\u7269\u7406\u65f6\u95f4\u6b65\u7684\u5e76\u884c\u91c7\u6837\uff0c\u63d0\u9ad8\u4e86\u91c7\u6837\u6548\u7387\uff1b\u53c8\u80fd\u8ba9\u66f4\u65e9\u91c7\u6837\u5230\u7684\u63a7\u5236\u4fe1\u53f7\u6240\u4ea7\u751f\u7684\u73af\u5883\u53cd\u9988\u7528\u4e8e\u540e\u7eed\u7269\u7406\u65f6\u95f4\u7684\u63a7\u5236\u4fe1\u53f7\u91c7\u6837\uff0c\u5b9e\u73b0\u4e86\u95ed\u73af\u63a7\u5236\u3002<\/span><\/section>\n

        <\/span><\/section>\n
        \u4e3a\u4e86\u65b9\u4fbf\uff0c\u672c\u6587\u9996\u5148\u5f15\u5165\u4e86\u5982\u4e0b\u4e24\u4e2a\u8bb0\u53f7\uff1a<\/span><\/section>\n

        <\/span><\/section>\n
          \n
        • \n

          \u540c\u6b65\u8054\u5408\u9690\u53d8\u91cf\uff1a<\/span>\u8868\u793a\u5728\u7269\u7406\u65f6\u95f4\u533a\u95f4<\/span>\u5185\uff0c\u5bf9\u6bcf\u4e2a\u5206\u91cf\u52a0\u5165\u76f8\u540c\u7a0b\u5ea6\u566a\u58f0\u3002\u8fd9\u91cct\u7684\u53d6\u503c\u8303\u56f4\u662f 0 \u5230T\u3002<\/span><\/p>\n<\/li>\n

        • \n
          \u5f02\u6b65\u8054\u5408\u9690\u53d8\u91cf\uff1a<\/span>\u8868\u793a\u5728\u7269\u7406\u65f6\u95f4\u533a\u95f4<\/span>\u5185\uff0c\u4e3a\u8d8a\u665a\u7684\u7269\u7406\u65f6\u95f4\u8d4b\u4e88\u8d8a\u9ad8\u7684\u566a\u58f0\u7a0b\u5ea6\uff0c\u5373\u5b9e\u73b0\u4e86\u7269\u7406\u65f6\u95f4\u548c\u53bb\u566a\u8fdb\u5ea6\u7684\u89e3\u8026\u3002\u8fd9\u91cct\u7684\u53d6\u503c\u8303\u56f4\u662f 0 \u5230<\/span>\u3002<\/span><\/section>\n<\/li>\n<\/ul>\n
          <\/section>\n
          \u9488\u5bf9\u8fd9\u4e24\u79cd\u53d8\u91cf\uff0c\u672c\u6587\u8bad\u7ec3\u4e86\u4e24\u4e2a\u6269\u6563\u6a21\u578b\uff1a\u540c\u6b65\u6269\u6563\u6a21\u578b<\/span>\u548c\u5f02\u6b65\u6269\u6563\u6a21\u578b<\/span>\u3002<\/span><\/section>\n

          <\/span><\/section>\n
          1. \u540c\u6b65\u6269\u6563\u6a21\u578b<\/span><\/strong><\/span>\uff1a<\/span><\/strong><\/span><\/section>\n

          <\/span><\/section>\n
          \u8fd9\u4e2a\u6a21\u578b\u9884\u6d4b\u540c\u6b65\u8054\u5408\u9690\u53d8\u91cf<\/span>\u5f53\u4e2d\u6bcf\u4e2a\u5206\u91cf\u5305\u542b\u7684\u566a\u58f0\u3002\u5b83\u53ea\u7528\u4e8e<\/span>\u7684\u7269\u7406\u65f6\u523b\u3002\u8bad\u7ec3\u635f\u5931\u5982\u4e0b\uff1a<\/span><\/section>\n
          <\/section>\n
          <\/section>\n
          <\/section>\n
          \u8bad\u7ec3\u8fd9\u4e2a\u6a21\u578b\u7684\u76ee\u7684\uff0c\u662f\u4e3a\u4e86\u91c7\u6837\u5f02\u6b65\u8054\u5408\u9690\u53d8\u91cf<\/span>\uff0c\u8fd9\u662f\u7269\u7406\u65f6\u95f4\u4e0a\u6700\u65e9\u7684\u5f02\u6b65\u8054\u5408\u9690\u53d8\u91cf\u3002\u91c7\u6837\u65b9\u6cd5\u5982\u4e0b\uff1a\u5bf9\u4e8e\u7ed9\u5b9a\u7684\u521d\u59cb\u6761\u4ef6<\/span>\uff0c\u7c7b\u4f3c\u4e8e DiffPhyCon \u7684\u53bb\u566a\u8fc7\u7a0b\uff0c\u4ece\u9ad8\u65af\u566a\u58f0<\/span>\u5f00\u59cb\uff0c\u8ba9t\u4eceT\u9010\u6b65\u51cf\u5c11\u5230<\/span>\uff0c\u5728\u6bcf\u6b65\u8fed\u4ee3\u4e2d\uff0c\u4ece<\/span>\u5f53\u4e2d\u51cf\u53bb<\/span>\u9884\u6d4b\u7684\u566a\u58f0\uff0c\u540c\u65f6\u51cf\u53bb\u63a7\u5236\u76ee\u6807<\/span>\u7684\u68af\u5ea6\u3002\u8fd9\u6837\u5c31\u91c7\u6837\u5f97\u5230\u4e86\u4e00\u7cfb\u5217\u540c\u6b65\u8054\u5408\u9690\u53d8\u91cf<\/span>\u3002\u518d\u4ece\u5176\u4e2d\u53d6 \u201c\u5bf9\u89d2\u7ebf\u201d\uff0c\u5c31\u80fd\u5f97\u5230\u521d\u59cb\u7684\u5f02\u6b65\u8054\u5408\u9690\u53d8\u91cf<\/span>\uff08\u56fe 2 \u7684 (2) \u5b50\u56fe\u4e2d\u7684\u865a\u7ebf\u7ea2\u6846\uff09\u3002<\/span><\/section>\n
          <\/section>\n
          2. \u5f02\u6b65\u6269\u6563\u6a21\u578b<\/span><\/strong>\uff1a<\/span><\/strong><\/span><\/section>\n

          <\/span><\/section>\n
          \u8fd9\u4e2a\u6a21\u578b\u9884\u6d4b\u9690\u53d8\u91cf<\/span>\u4e2d\u6bcf\u4e2a\u5206\u91cf\u5305\u542b\u7684\u566a\u58f0\u3002\u5b83\u7528\u4e8e<\/span>\u7684\u6240\u6709\u7269\u7406\u65f6\u523b\u3002\u5b83\u7684\u8bad\u7ec3\u635f\u5931\u5982\u4e0b\uff1a<\/span><\/section>\n
          <\/section>\n
          <\/section>\n
          <\/section>\n
          \u8bad\u7ec3\u8fd9\u4e2a\u6a21\u578b\u7684\u76ee\u7684\uff0c\u662f\u4e3a\u4e86\u5728\u7ed9\u5b9a\u7b2c<\/span>\u4e2a\u7269\u7406\u65f6\u523b\u7684\u7cfb\u7edf\u72b6\u6001<\/span>\u548c\u5f02\u6b65\u8054\u5408\u9690\u53d8\u91cf<\/span>\u7684\u6761\u4ef6\u4e0b\uff0c\u91c7\u6837<\/span>\uff0c\u5373\u5b9e\u73b0\u89e3\u8026\u7684\u5f02\u6b65\u53bb\u566a\u3002\u91c7\u6837\u65b9\u6cd5\u5982\u4e0b\uff1a\u4ece<\/span>\u5f00\u59cb\uff0c\u8ba9t\u4ece<\/span>\u9010\u6b65\u51cf\u5c11\u5230 0\uff0c\u5728\u6bcf\u4e00\u6b65\u4e2d\uff0c\u4ece<\/span>\u5f53\u4e2d\u9010\u5206\u91cf\u51cf\u53bb<\/span>\u9884\u6d4b\u7684\u566a\u58f0\uff0c\u540c\u65f6\u51cf\u53bb\u63a7\u5236\u76ee\u6807<\/span>\u7684\u68af\u5ea6\uff0c\u6700\u7ec8\u5f97\u5230<\/span>\u3002<\/span><\/section>\n

          <\/span><\/section>\n
          3. \u95ed\u73af\u63a7\u5236\u8fc7\u7a0b<\/span><\/strong><\/span><\/section>\n

          <\/span><\/section>\n
          \u57fa\u4e8e\u4ee5\u4e0a\u4e24\u4e2a\u8bad\u7ec3\u597d\u7684\u6269\u6563\u6a21\u578b\uff0c\u95ed\u73af\u63a7\u5236\u7684\u5faa\u73af\u8fc7\u7a0b\u5982\u4e0b\uff08\u5206\u522b\u5bf9\u5e94\u56fe 2 \u4e2d\u4ece\u5de6\u5411\u53f3 4 \u4e2a\u5b50\u56fe\uff09\uff1a<\/span><\/section>\n

          <\/span><\/section>\n