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1.2.2 \u6269\u6563\u6a21\u578b\u5728\u80fd\u6e90\u65f6\u5e8f\u751f\u6210\u9886\u57df\u7814\u7a76\u73b0\u72b6<\/h5>\n

\u53bb\u566a\u6982\u7387\u6269\u6563\u6a21\u578b（DDPM）\u51ed\u501f\u7a33\u5b9a\u8bad\u7ec3\u8fc7\u7a0b\u3001\u66f4\u5f3a\u7684\u9ad8\u7ef4\u5206\u5e03\u62df\u5408\u80fd\u529b，\u8fd1\u5e74\u9010\u6b65\u5e94\u7528\u4e8e\u98ce\u7535\u3001\u5149\u4f0f\u3001\u7535\u529b\u8d1f\u8377\u7b49\u65f6\u5e8f\u6570\u636e\u751f\u6210\u4efb\u52a1\u3002\u76f8\u8f83\u4e8e GAN，DDPM \u65e0\u9700\u5bf9\u6297\u535a\u5f08\u8bad\u7ec3，\u6536\u655b\u8fc7\u7a0b\u5e73\u7a33，\u751f\u6210\u6837\u672c\u5206\u5e03\u4e0e\u771f\u5b9e\u6570\u636e\u5339\u914d\u5ea6\u66f4\u9ad8\u3002\u5df2\u6709\u6587\u732e\u5c06 DDPM \u5f15\u5165\u7535\u52a8\u6c7d\u8f66\u5145\u7535\u573a\u666f\u751f\u6210，\u901a\u8fc7\u65f6\u5e8f\u6269\u6563\u5efa\u6a21\u8fd8\u539f\u7528\u6237\u5145\u7535\u884c\u4e3a\u591a\u7ef4\u7279\u5f81，\u4f46\u76f8\u5173\u516c\u5f00\u5b8c\u6574\u590d\u73b0\u65b9\u6848\u8f83\u5c11，\u6570\u636e\u9884\u5904\u7406\u3001\u6761\u4ef6\u7ea6\u675f\u751f\u6210\u7b49\u5de5\u7a0b\u5b9e\u73b0\u7ec6\u8282\u7f3a\u5931，\u96be\u4ee5\u76f4\u63a5\u590d\u7528\u5f00\u5c55\u540e\u7eed\u4f18\u5316\u7814\u7a76\u3002<\/p>\n

\u73b0\u6709\u7814\u7a76\u5b58\u5728\u7684\u7a7a\u767d\u4e3b\u8981\u4f53\u73b0\u5728：\u591a\u6570\u6587\u732e\u4ec5\u7ed9\u51fa\u6a21\u578b\u7406\u8bba\u6846\u67b6，\u7f3a\u5c11\u57fa\u4e8e\u5b9e\u6d4b\u6570\u636e\u96c6\u7684\u5b8c\u6574\u843d\u5730\u5b9e\u73b0\u6d41\u7a0b；\u539f\u59cb\u516c\u5f00\u5145\u7535\u6570\u636e\u96c6\u683c\u5f0f\u6742\u4e71，\u9884\u5904\u7406\u6807\u51c6\u5316\u6d41\u7a0b\u7f3a\u5931；\u7f3a\u5c11\u9488\u5bf9\u5145\u7535\u591a\u7ef4\u65f6\u5e8f\u7279\u5f81\u9002\u914d\u7684\u6761\u4ef6\u6269\u6563\u751f\u6210\u65b9\u6848\u3002\u672c\u6587\u9488\u5bf9\u4e0a\u8ff0\u95ee\u9898\u5b8c\u6574\u590d\u73b0 DDPM \u5145\u7535\u573a\u666f\u751f\u6210\u6846\u67b6，\u5b8c\u5584\u4ece\u539f\u59cb\u6570\u636e\u5230\u573a\u666f\u8f93\u51fa\u7684\u5168\u6d41\u7a0b\u5904\u7406\u903b\u8f91，\u586b\u8865\u5de5\u7a0b\u843d\u5730\u5c42\u9762\u7684\u7814\u7a76\u7f3a\u53e3\u3002<\/p>\n

1.3 \u4e3b\u8981\u7814\u7a76\u5185\u5bb9\u4e0e\u6280\u672f\u8def\u7ebf<\/h4>\n

\u672c\u6587\u6838\u5fc3\u7814\u7a76\u5185\u5bb9\u56f4\u7ed5\u57fa\u4e8e DDPM \u7684\u7535\u52a8\u6c7d\u8f66\u5145\u7535\u884c\u4e3a\u573a\u666f\u751f\u6210\u5c55\u5f00，\u5177\u4f53\u5206\u4e3a\u56db\u90e8\u5206：<\/p>\n

  • \u5b9e\u6d4b\u5145\u7535\u6570\u636e\u96c6\u6807\u51c6\u5316\u9884\u5904\u7406：\u57fa\u4e8e\u7f8e\u56fd ACN-data \u539f\u59cb JSON \u5145\u7535\u6570\u636e，\u5b8c\u6210\u6570\u636e\u6e05\u6d17\u3001\u5f02\u5e38\u503c\u5254\u9664\u3001\u591a\u7ef4\u5ea6\u5145\u7535\u7279\u5f81\u63d0\u53d6，\u8f6c\u6362\u4e3a\u6807\u51c6\u5316\u8868\u683c\u6570\u636e，\u642d\u5efa\u9002\u914d\u6269\u6563\u6a21\u578b\u8f93\u5165\u7684\u6570\u636e\u96c6；<\/li>\n
  • DDPM \u5145\u7535\u751f\u6210\u6a21\u578b\u5b8c\u6574\u590d\u73b0：\u8fd8\u539f\u6587\u732e\u4e2d\u524d\u5411\u6269\u6563\u52a0\u566a\u3001\u53cd\u5411\u53bb\u566a\u4e24\u5927\u6838\u5fc3\u6d41\u7a0b，\u642d\u5efa\u57fa\u4e8e\u591a\u5c42\u611f\u77e5\u673a\u7684\u53bb\u566a\u7f51\u7edc，\u5f15\u5165\u65f6\u95f4\u6b65\u5d4c\u5165\u673a\u5236\u6355\u6349\u5145\u7535\u884c\u4e3a\u65f6\u5e8f\u7279\u5f81；<\/li>\n
  • \u591a\u7ef4\u5145\u7535\u7279\u5f81\u9002\u914d\u5904\u7406\u673a\u5236：\u8bbe\u8ba1\u5168\u5c40\u7279\u5f81\u5f52\u4e00\u5316\u3001\u6761\u4ef6\u7ea6\u675f\u4fdd\u7559\u3001\u751f\u6210\u6837\u672c\u5206\u5e03\u9006\u53d8\u6362\u6d41\u7a0b，\u89e3\u51b3\u6269\u6563\u6a21\u578b\u6570\u503c\u533a\u95f4\u6620\u5c04\u95ee\u9898，\u4fdd\u8bc1\u751f\u6210\u5145\u7535\u7279\u5f81\u7269\u7406\u610f\u4e49\u5408\u7406；<\/li>\n
  • \u6a21\u578b\u6709\u6548\u6027\u9a8c\u8bc1\u4e0e\u573a\u666f\u751f\u6210\u6548\u679c\u5206\u6790：\u4f9d\u6258\u771f\u5b9e\u5145\u7535\u6570\u636e\u96c6\u5b8c\u6210\u6a21\u578b\u8bad\u7ec3，\u8f93\u51fa\u5927\u6279\u91cf\u4eff\u771f\u5145\u7535\u573a\u666f，\u4ece\u591a\u7279\u5f81\u8054\u5408\u5206\u5e03\u3001\u884c\u4e3a\u903b\u8f91\u5408\u7406\u6027\u4e24\u65b9\u9762\u9a8c\u8bc1 DDPM \u751f\u6210\u6548\u679c\u3002<\/li>\n

    \u6574\u4f53\u6280\u672f\u8def\u7ebf：\u539f\u59cb ACN \u5145\u7535\u6570\u636e\u89e3\u6790\u4e0e\u6e05\u6d17\u2192\u591a\u7ef4\u5145\u7535\u7279\u5f81\u63d0\u53d6\u4e0e Excel \u6807\u51c6\u5316\u8f6c\u6362\u2192\u6570\u636e\u96c6\u5212\u5206\u4e0e\u7279\u5f81\u5f52\u4e00\u5316\u5904\u7406\u2192DDPM \u524d\u5411\u6269\u6563\u8fc7\u7a0b\u6784\u5efa\u2192\u65f6\u95f4\u6b65\u5d4c\u5165 + MLP \u53cd\u5411\u53bb\u566a\u7f51\u7edc\u642d\u5efa\u2192\u6a21\u578b\u8fed\u4ee3\u8bad\u7ec3\u2192\u91c7\u6837\u751f\u6210\u4eff\u771f\u5145\u7535\u6570\u636e\u2192\u5206\u5e03\u9006\u53d8\u6362\u8fd8\u539f\u7269\u7406\u91cf\u7eb2\u2192\u5145\u7535\u573a\u666f\u6837\u672c\u8f93\u51fa\u4e0e\u6548\u679c\u5206\u6790\u3002<\/p>\n

    1.4 \u8bba\u6587\u7ed3\u6784\u5b89\u6392<\/h4>\n

    \u672c\u6587\u5171\u5206\u4e3a\u516d\u4e2a\u7ae0\u8282：\u7b2c\u4e00\u7ae0\u4e3a\u7eea\u8bba，\u9610\u8ff0\u7814\u7a76\u80cc\u666f\u3001\u56fd\u5185\u5916\u73b0\u72b6\u3001\u7814\u7a76\u5185\u5bb9\u4e0e\u6280\u672f\u8def\u7ebf；\u7b2c\u4e8c\u7ae0\u4ecb\u7ecd\u7535\u52a8\u6c7d\u8f66\u5145\u7535\u884c\u4e3a\u6570\u636e\u96c6\u4e0e\u6570\u636e\u9884\u5904\u7406\u4f53\u7cfb；\u7b2c\u4e09\u7ae0\u7cfb\u7edf\u9610\u8ff0\u53bb\u566a\u6982\u7387\u6269\u6563\u6a21\u578b DDPM \u57fa\u7840\u7406\u8bba\u4e0e\u5145\u7535\u573a\u666f\u751f\u6210\u9002\u914d\u6539\u9020\u601d\u8def；\u7b2c\u56db\u7ae0\u8be6\u7ec6\u642d\u5efa\u9762\u5411\u5145\u7535\u591a\u7ef4\u65f6\u5e8f\u7279\u5f81\u7684 DDPM \u5b8c\u6574\u751f\u6210\u6846\u67b6，\u8bf4\u660e\u524d\u5411\u3001\u53cd\u5411\u8fc7\u7a0b\u8bbe\u8ba1\u4e0e\u7ea6\u675f\u751f\u6210\u903b\u8f91；\u7b2c\u4e94\u7ae0\u5f00\u5c55\u6a21\u578b\u8bad\u7ec3\u4e0e\u751f\u6210\u573a\u666f\u6548\u679c\u5206\u6790，\u9a8c\u8bc1 DDPM \u5728\u5145\u7535\u884c\u4e3a\u751f\u6210\u4efb\u52a1\u4e0a\u7684\u4f18\u52bf；\u7b2c\u516d\u7ae0\u603b\u7ed3\u5168\u6587\u7814\u7a76\u5de5\u4f5c，\u5e76\u5c55\u671b\u6269\u6563\u6a21\u578b\u5728\u5145\u7535\u8d1f\u8377\u751f\u6210\u9886\u57df\u7684\u4f18\u5316\u65b9\u5411\u3002<\/p>\n

    2 \u7535\u52a8\u6c7d\u8f66\u5145\u7535\u6570\u636e\u96c6\u4e0e\u9884\u5904\u7406\u4f53\u7cfb<\/h3>\n

    2.1 ACN-data \u5b9e\u6d4b\u5145\u7535\u6570\u636e\u96c6\u4ecb\u7ecd<\/h4>\n

    \u672c\u6587\u7edf\u4e00\u91c7\u7528\u53c2\u8003\u6587\u732e\u4f7f\u7528\u7684\u7f8e\u56fd ACN-data \u516c\u5171\u5145\u7535\u6570\u636e\u96c6，\u6570\u636e\u96c6\u6765\u6e90\u4e8e\u7f8e\u56fd\u52a0\u5dde\u591a\u5ea7\u516c\u5171\u505c\u8f66\u573a\u5145\u7535\u6869\u5b9e\u6d4b\u8bb0\u5f55，\u5305\u542b\u5927\u91cf\u79c1\u5bb6\u8f66\u5b8c\u6574\u5145\u7535\u884c\u4e3a\u8bb0\u5f55，\u8986\u76d6\u5de5\u4f5c\u65e5\u3001\u5468\u672b\u3001\u4e0d\u540c\u5b63\u8282\u3001\u4e0d\u540c\u5145\u7535\u65f6\u957f\u3001\u4e0d\u540c\u5145\u7535\u9700\u6c42\u7684\u591a\u5143\u7528\u6237\u884c\u4e3a，\u5177\u5907\u6781\u5f3a\u4ee3\u8868\u6027，\u662f\u7535\u52a8\u6c7d\u8f66\u5145\u7535\u884c\u4e3a\u5efa\u6a21\u9886\u57df\u901a\u7528\u57fa\u51c6\u6570\u636e\u96c6\u3002<\/p>\n

    \u539f\u59cb\u6570\u636e\u96c6\u4ec5\u63d0\u4f9b JSON \u683c\u5f0f\u6e90\u6587\u4ef6，\u6587\u4ef6\u5d4c\u5957\u5c42\u7ea7\u590d\u6742，\u5355\u6761\u5145\u7535\u8bb0\u5f55\u5206\u6563\u5b58\u50a8，\u76f4\u63a5\u7528\u4e8e\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u8bad\u7ec3\u5b58\u5728\u8bfb\u53d6\u6548\u7387\u4f4e\u3001\u7279\u5f81\u63d0\u53d6\u56f0\u96be\u7b49\u95ee\u9898\u3002\u672c\u6587\u5bf9\u539f\u59cb JSON \u6570\u636e\u8fdb\u884c\u6279\u91cf\u89e3\u6790\u5904\u7406，\u63d0\u53d6\u6838\u5fc3\u5145\u7535\u884c\u4e3a\u7279\u5f81，\u5254\u9664\u7f3a\u5931\u503c\u3001\u8d85\u91cf\u7a0b\u5f02\u5e38\u5145\u7535\u8bb0\u5f55\u3001\u5145\u7535\u6869\u6545\u969c\u65e0\u6548\u6570\u636e，\u6700\u7ec8\u6574\u7406\u4e3a\u7ed3\u6784\u5316 Excel \u8868\u683c\u6570\u636e\u96c6，\u7edf\u4e00\u5b57\u6bb5\u683c\u5f0f，\u7b80\u5316\u6570\u636e\u96c6\u8bfb\u53d6\u3001\u5212\u5206\u3001\u5f52\u4e00\u5316\u64cd\u4f5c，\u964d\u4f4e\u6a21\u578b\u590d\u73b0\u4e0e\u540e\u7eed\u6539\u8fdb\u7684\u4f7f\u7528\u95e8\u69db\u3002<\/p>\n

    2.2 \u6838\u5fc3\u5145\u7535\u884c\u4e3a\u591a\u7ef4\u7279\u5f81\u9009\u53d6<\/h4>\n

    \u7ed3\u5408\u5145\u7535\u8d1f\u8377\u4eff\u771f\u5b9e\u9645\u9700\u6c42，\u540c\u65f6\u5339\u914d DDPM \u9ad8\u7ef4\u65f6\u5e8f\u751f\u6210\u8f93\u5165\u8981\u6c42，\u4ece\u539f\u59cb\u6570\u636e\u4e2d\u63d0\u53d6\u56db\u7c7b\u6838\u5fc3\u5145\u7535\u7279\u5f81，\u6784\u6210\u6a21\u578b\u8f93\u5165\u591a\u7ef4\u6837\u672c：<\/p>\n

  • \u65f6\u95f4\u7279\u5f81：\u7528\u6237\u5145\u7535\u8d77\u59cb\u65f6\u523b\u3001\u5145\u7535\u6301\u7eed\u65f6\u957f\u3001\u5145\u7535\u7ed3\u675f\u65f6\u523b；<\/li>\n
  • \u529f\u7387\u7279\u5f81：\u5145\u7535\u6869\u989d\u5b9a\u5145\u7535\u529f\u7387\u3001\u5b9e\u9645\u5e73\u5747\u5145\u7535\u529f\u7387\u3001\u5145\u7535\u529f\u7387\u6ce2\u52a8\u533a\u95f4；<\/li>\n
  • \u7535\u91cf\u9700\u6c42\u7279\u5f81：\u8f66\u8f86\u62b5\u8fbe\u5269\u4f59\u7535\u91cf\u3001\u5145\u7535\u8865\u5145\u7535\u91cf\u3001\u5145\u7535\u7ed3\u675f\u603b\u7535\u91cf；<\/li>\n
  • \u7528\u6237\u884c\u4e3a\u9644\u5c5e\u7279\u5f81：\u5145\u7535\u65e5\u671f\u7c7b\u578b（\u5de5\u4f5c\u65e5 \/ \u4f11\u606f\u65e5）\u3001\u5145\u7535\u65f6\u6bb5（\u65e5\u95f4 \/ \u591c\u95f4）\u3002<\/li>\n

    \u4e0a\u8ff0\u7279\u5f81\u76f8\u4e92\u8026\u5408，\u4f8b\u5982\u591c\u95f4\u5145\u7535\u7528\u6237\u666e\u904d\u5145\u7535\u65f6\u957f\u66f4\u957f\u3001\u8865\u7535\u91cf\u66f4\u9ad8，\u5de5\u4f5c\u65e5\u5145\u7535\u8d77\u59cb\u65f6\u95f4\u96c6\u4e2d\u4e8e\u665a\u95f4\u901a\u52e4\u65f6\u6bb5，\u5355\u4e00\u53d8\u91cf\u62bd\u6837\u65e0\u6cd5\u8fd8\u539f\u8be5\u7c7b\u5173\u8054\u89c4\u5f8b，\u662f\u6269\u6563\u6a21\u578b\u9700\u8981\u5b66\u4e60\u7684\u6838\u5fc3\u6570\u636e\u5206\u5e03\u7279\u5f81\u3002<\/p>\n

    2.3 \u6807\u51c6\u5316\u6570\u636e\u9884\u5904\u7406\u5168\u6d41\u7a0b<\/h4>\n

    \u4e3a\u9002\u914d DDPM \u6a21\u578b\u6570\u503c\u8f93\u5165\u8981\u6c42，\u8bbe\u8ba1\u5b8c\u6574\u6807\u51c6\u5316\u9884\u5904\u7406\u6d41\u7a0b，\u5206\u4e3a\u6570\u636e\u6e05\u6d17\u3001\u7279\u5f81\u91cd\u6784\u3001\u533a\u95f4\u5f52\u4e00\u5316\u3001\u6570\u636e\u96c6\u5212\u5206\u56db\u90e8\u5206：<\/p>\n

  • \u6570\u636e\u6e05\u6d17：\u5254\u9664\u5145\u7535\u6869\u6545\u969c\u3001\u5145\u7535\u4e2d\u65ad\u3001\u7535\u91cf\u6570\u503c\u5f02\u5e38\u3001\u65f6\u95f4\u8bb0\u5f55\u7f3a\u5931\u7684\u65e0\u6548\u6837\u672c，\u8fc7\u6ee4\u6781\u7aef\u5c0f\u4f17\u5f02\u5e38\u5145\u7535\u884c\u4e3a，\u4fdd\u7559\u5177\u5907\u7edf\u8ba1\u4ee3\u8868\u6027\u7684\u5e38\u89c4\u5145\u7535\u8bb0\u5f55；<\/li>\n
  • \u7279\u5f81\u91cd\u6784：\u5c06\u65f6\u95f4\u3001\u7535\u91cf\u3001\u529f\u7387\u7b49\u79bb\u6563 \/ \u8fde\u7eed\u7269\u7406\u91cf\u7edf\u4e00\u8f6c\u6362\u4e3a\u8fde\u7eed\u6570\u503c\u5411\u91cf，\u6784\u5efa\u591a\u7ef4\u65f6\u5e8f\u6837\u672c；<\/li>\n
  • \u5168\u5c40\u7279\u5f81\u5f52\u4e00\u5316：\u5c06\u5168\u90e8\u591a\u7ef4\u7279\u5f81\u6620\u5c04\u81f3\u6a21\u578b\u9002\u914d\u6570\u503c\u533a\u95f4，\u6d88\u9664\u4e0d\u540c\u7269\u7406\u91cf\u7eb2\u5e26\u6765\u7684\u8bad\u7ec3\u504f\u5dee，\u4fdd\u8bc1\u53cd\u5411\u53bb\u566a\u7f51\u7edc\u7a33\u5b9a\u5b66\u4e60；<\/li>\n
  • \u6570\u636e\u96c6\u5212\u5206：\u6309\u56fa\u5b9a\u6bd4\u4f8b\u62c6\u5206\u8bad\u7ec3\u96c6\u4e0e\u6d4b\u8bd5\u96c6，\u8bad\u7ec3\u96c6\u7528\u4e8e DDPM \u6a21\u578b\u62df\u5408\u771f\u5b9e\u5145\u7535\u884c\u4e3a\u5206\u5e03，\u6d4b\u8bd5\u96c6\u7528\u4e8e\u540e\u7eed\u751f\u6210\u6548\u679c\u5bf9\u6bd4\u9a8c\u8bc1\u3002<\/li>\n

    2.4 \u6761\u4ef6\u7ea6\u675f\u6570\u636e\u9002\u914d\u8bbe\u8ba1<\/h4>\n

    \u5b9e\u9645\u7535\u7f51\u4eff\u771f\u4e2d\u5e38\u9700\u8981\u9650\u5b9a\u7279\u5b9a\u6761\u4ef6\u751f\u6210\u5145\u7535\u573a\u666f，\u4f8b\u5982\u4ec5\u751f\u6210\u5de5\u4f5c\u65e5\u591c\u95f4\u5145\u7535\u573a\u666f\u3001\u56fa\u5b9a\u5145\u7535\u6869\u989d\u5b9a\u529f\u7387\u4e0b\u7684\u5145\u7535\u884c\u4e3a\u3002\u672c\u6587\u5728\u6570\u636e\u9884\u5904\u7406\u9636\u6bb5\u540c\u6b65\u9884\u7559\u6761\u4ef6\u7279\u5f81\u901a\u9053，\u5c06\u65e5\u671f\u7c7b\u578b\u3001\u5145\u7535\u6869\u529f\u7387\u7b49\u7ea6\u675f\u6807\u7b7e\u4e0e\u5145\u7535\u884c\u4e3a\u7279\u5f81\u5411\u91cf\u7ed1\u5b9a，\u8bad\u7ec3\u9636\u6bb5\u5c06\u6761\u4ef6\u4fe1\u606f\u540c\u6b65\u8f93\u5165\u53bb\u566a\u7f51\u7edc，\u5b9e\u73b0\u6761\u4ef6\u53ef\u63a7\u7684\u5145\u7535\u573a\u666f\u751f\u6210，\u907f\u514d\u751f\u6210\u6837\u672c\u8131\u79bb\u9884\u8bbe\u4eff\u771f\u5de5\u51b5\u3002<\/p>\n

    3 \u53bb\u566a\u6982\u7387\u6269\u6563\u6a21\u578b DDPM \u57fa\u7840\u7406\u8bba\u4e0e\u5145\u7535\u573a\u666f\u9002\u914d\u601d\u8def<\/h3>\n

    3.1 DDPM \u57fa\u7840\u6838\u5fc3\u673a\u7406<\/h4>\n

    \u53bb\u566a\u6982\u7387\u6269\u6563\u6a21\u578b\u5206\u4e3a\u524d\u5411\u6269\u6563\u52a0\u566a\u3001\u53cd\u5411\u53bb\u566a\u751f\u6210\u4e24\u5927\u72ec\u7acb\u8fc7\u7a0b，\u6574\u4f53\u57fa\u4e8e\u9a6c\u5c14\u53ef\u592b\u94fe\u6982\u7387\u5efa\u6a21\u3002\u524d\u5411\u8fc7\u7a0b\u4ee5\u771f\u5b9e\u6570\u636e\u4e3a\u521d\u59cb\u6837\u672c，\u9010\u6b65\u5411\u6570\u636e\u4e2d\u53e0\u52a0\u9ad8\u65af\u566a\u58f0，\u7ecf\u8fc7\u591a\u8f6e\u65f6\u95f4\u6b65\u8fed\u4ee3\u540e，\u539f\u59cb\u5145\u7535\u6570\u636e\u7279\u5f81\u5b8c\u5168\u88ab\u566a\u58f0\u8986\u76d6，\u8f6c\u5316\u4e3a\u6807\u51c6\u9ad8\u65af\u5206\u5e03\u968f\u673a\u5411\u91cf；\u53cd\u5411\u8fc7\u7a0b\u4f5c\u4e3a\u6a21\u578b\u6838\u5fc3\u5b66\u4e60\u9636\u6bb5，\u642d\u5efa\u795e\u7ecf\u7f51\u7edc\u5b66\u4e60\u6bcf\u4e00\u4e2a\u65f6\u95f4\u6b65\u7684\u566a\u58f0\u5206\u5e03，\u4ece\u7eaf\u9ad8\u65af\u566a\u58f0\u51fa\u53d1，\u9010\u6b65\u9884\u6d4b\u5e76\u53bb\u9664\u566a\u58f0，\u8fed\u4ee3\u8fd8\u539f\u51fa\u7b26\u5408\u771f\u5b9e\u6570\u636e\u5206\u5e03\u7684\u5168\u65b0\u6837\u672c\u3002<\/p>\n

    \u76f8\u8f83\u4e8e GAN \u7b49\u751f\u6210\u6a21\u578b，DDPM \u4e0d\u5b58\u5728\u5bf9\u6297\u8bad\u7ec3\u7684\u4e0d\u7a33\u5b9a\u95ee\u9898，\u8bad\u7ec3\u635f\u5931\u5355\u8c03\u6536\u655b，\u5bf9\u9ad8\u7ef4\u8026\u5408\u65f6\u5e8f\u6570\u636e\u62df\u5408\u6548\u679c\u66f4\u4f18，\u751f\u6210\u6837\u672c\u591a\u6837\u6027\u66f4\u5f3a，\u80fd\u591f\u5b8c\u6574\u5b66\u4e60\u591a\u7279\u5f81\u4e4b\u95f4\u7684\u975e\u7ebf\u6027\u5173\u8054，\u9ad8\u5ea6\u5951\u5408\u7535\u52a8\u6c7d\u8f66\u591a\u7ef4\u5ea6\u8026\u5408\u5145\u7535\u884c\u4e3a\u7684\u751f\u6210\u9700\u6c42\u3002<\/p>\n

    3.2 DDPM \u5e94\u7528\u4e8e\u5145\u7535\u884c\u4e3a\u751f\u6210\u7684\u9002\u914d\u96be\u70b9<\/h4>\n

    \u539f\u59cb DDPM \u591a\u7528\u4e8e\u56fe\u50cf\u7b49\u9ad8\u7ef4\u7f51\u683c\u6570\u636e\u751f\u6210，\u76f4\u63a5\u8fc1\u79fb\u81f3\u7535\u52a8\u6c7d\u8f66\u5145\u7535\u65f6\u5e8f\u884c\u4e3a\u751f\u6210\u5b58\u5728\u591a\u5904\u9002\u914d\u96be\u70b9：<\/p>\n

  • \u56fe\u50cf\u6570\u636e\u4e3a\u4e8c\u7ef4\u50cf\u7d20\u77e9\u9635，\u5145\u7535\u884c\u4e3a\u4e3a\u4e00\u7ef4\u591a\u7ef4\u65f6\u5e8f\u5411\u91cf，\u7f51\u7edc\u7ed3\u6784\u9700\u8981\u9488\u5bf9\u6027\u8c03\u6574；<\/li>\n
  • \u5145\u7535\u7279\u5f81\u5177\u5907\u660e\u786e\u7269\u7406\u4e0a\u4e0b\u9650，\u65e0\u7ea6\u675f\u751f\u6210\u6613\u51fa\u73b0\u8d1f\u7535\u91cf\u3001\u8d85\u957f\u5145\u7535\u65f6\u957f\u7b49\u65e0\u7269\u7406\u610f\u4e49\u6837\u672c；<\/li>\n
  • \u65f6\u95f4\u3001\u7535\u91cf\u3001\u529f\u7387\u591a\u7279\u5f81\u91cf\u7eb2\u5dee\u5f02\u5de8\u5927，\u672a\u505a\u5f52\u4e00\u5316\u5904\u7406\u4f1a\u5bfc\u81f4\u7f51\u7edc\u8bad\u7ec3\u68af\u5ea6\u5931\u8861；<\/li>\n
  • \u6761\u4ef6\u7ea6\u675f\u751f\u6210\u673a\u5236\u9700\u8981\u989d\u5916\u8bbe\u8ba1，\u5b9e\u73b0\u6307\u5b9a\u5de5\u51b5\u4e0b\u5b9a\u5411\u751f\u6210\u5145\u7535\u573a\u666f\u3002<\/li>\n

    \u9488\u5bf9\u4e0a\u8ff0\u96be\u70b9，\u672c\u6587\u53c2\u8003\u5df2\u6709\u6587\u732e\u7684\u6539\u9020\u601d\u8def，\u5bf9\u6807\u51c6 DDPM \u8fdb\u884c\u9762\u5411\u5145\u7535\u65f6\u5e8f\u6570\u636e\u7684\u5b9a\u5236\u5316\u6539\u8fdb，\u5b8c\u6210\u6a21\u578b\u5b8c\u6574\u590d\u73b0，\u89e3\u51b3\u65f6\u5e8f\u7279\u5f81\u8f93\u5165\u3001\u7269\u7406\u91cf\u7ea6\u675f\u3001\u6761\u4ef6\u751f\u6210\u4e09\u5927\u6838\u5fc3\u9002\u914d\u95ee\u9898\u3002<\/p>\n

    3.3 \u9762\u5411\u5145\u7535\u884c\u4e3a\u7684\u6a21\u578b\u6539\u8fdb\u601d\u8def<\/h4>\n
  • \u7f51\u7edc\u7ed3\u6784\u9002\u914d：\u6452\u5f03\u56fe\u50cf\u9886\u57df\u5e38\u7528\u5377\u79ef\u7f51\u7edc，\u91c7\u7528\u591a\u5c42\u611f\u77e5\u673a MLP \u4f5c\u4e3a\u57fa\u7840\u53bb\u566a\u7f51\u7edc，\u5339\u914d\u4e00\u7ef4\u5145\u7535\u7279\u5f81\u5411\u91cf\u8f93\u5165\u5f62\u5f0f；<\/li>\n
  • \u65f6\u5e8f\u4fe1\u606f\u5d4c\u5165：\u5f15\u5165\u65f6\u95f4\u6b65\u5d4c\u5165\u5c42，\u5c06\u6269\u6563\u8fed\u4ee3\u65f6\u95f4\u6b65\u7f16\u7801\u4e3a\u7279\u5f81\u5411\u91cf\u8f93\u5165\u7f51\u7edc，\u8ba9\u6a21\u578b\u5b66\u4e60\u4e0d\u540c\u52a0\u566a\u9636\u6bb5\u5145\u7535\u6570\u636e\u7684\u5206\u5e03\u6f14\u5316\u89c4\u5f8b；<\/li>\n
  • \u7269\u7406\u8fb9\u754c\u7ea6\u675f：\u914d\u5957\u5f52\u4e00\u5316\u4e0e\u9006\u53d8\u6362\u6d41\u7a0b，\u8bad\u7ec3\u9636\u6bb5\u5c06\u7279\u5f81\u538b\u7f29\u81f3\u6a21\u578b\u6570\u503c\u533a\u95f4，\u91c7\u6837\u5b8c\u6210\u540e\u9006\u6620\u5c04\u56de\u771f\u5b9e\u7269\u7406\u91cf\u8303\u56f4，\u9650\u5236\u751f\u6210\u6570\u503c\u4e0d\u8d85\u51fa\u5408\u7406\u5145\u7535\u533a\u95f4；<\/li>\n
  • \u6761\u4ef6\u4fe1\u606f\u878d\u5408：\u5c06\u5de5\u51b5\u7ea6\u675f\u6807\u7b7e\u5d4c\u5165\u53bb\u566a\u7f51\u7edc，\u6784\u5efa\u6761\u4ef6 DDPM \u751f\u6210\u6846\u67b6，\u652f\u6301\u6307\u5b9a\u65f6\u95f4\u3001\u529f\u7387\u3001\u65e5\u671f\u7c7b\u578b\u4e0b\u7684\u5145\u7535\u573a\u666f\u751f\u6210\u3002<\/li>\n

    4 \u57fa\u4e8e DDPM \u7684\u5145\u7535\u884c\u4e3a\u573a\u666f\u751f\u6210\u5b8c\u6574\u6846\u67b6<\/h3>\n

    4.1 \u6574\u4f53\u6a21\u578b\u67b6\u6784\u8bbe\u8ba1<\/h4>\n

    \u672c\u6587\u5b8c\u6574\u590d\u73b0\u6587\u732e\u63d0\u51fa\u7684 DDPM \u5145\u7535\u573a\u666f\u751f\u6210\u67b6\u6784，\u6574\u4f53\u5206\u4e3a\u6570\u636e\u8f93\u5165\u6a21\u5757\u3001\u524d\u5411\u6269\u6563\u6a21\u5757\u3001\u53cd\u5411\u53bb\u566a\u7f51\u7edc\u6a21\u5757\u3001\u91c7\u6837\u751f\u6210\u6a21\u5757\u3001\u6570\u636e\u9006\u53d8\u6362\u8f93\u51fa\u6a21\u5757\u4e94\u5927\u5b50\u6a21\u5757，\u5404\u6a21\u5757\u529f\u80fd\u76f8\u4e92\u72ec\u7acb\u3001\u6d41\u7a0b\u4e32\u8054，\u67b6\u6784\u5206\u5c42\u6e05\u6670，\u4fbf\u4e8e\u540e\u7eed\u6a21\u5757\u66ff\u6362\u4e0e\u7b97\u6cd5\u6539\u8fdb\u3002<\/p>\n

    \u6570\u636e\u8f93\u5165\u6a21\u5757\u8bfb\u53d6\u9884\u5904\u7406\u5b8c\u6210\u7684 Excel \u6807\u51c6\u5316\u5145\u7535\u6570\u636e\u96c6，\u8f93\u51fa\u5f52\u4e00\u5316\u540e\u7684\u591a\u7ef4\u7279\u5f81\u5411\u91cf；\u524d\u5411\u6269\u6563\u6a21\u5757\u5b8c\u6210\u5168\u65f6\u95f4\u6b65\u9ad8\u65af\u566a\u58f0\u53e0\u52a0，\u751f\u6210\u8bad\u7ec3\u6240\u9700\u566a\u58f0\u6837\u672c\u5bf9；\u53cd\u5411\u53bb\u566a\u7f51\u7edc\u4e3a\u6a21\u578b\u6838\u5fc3，\u7531\u65f6\u95f4\u6b65\u5d4c\u5165\u5c42\u4e0e\u591a\u5c42 MLP \u7f51\u7edc\u5806\u53e0\u7ec4\u6210，\u8d1f\u8d23\u9884\u6d4b\u5404\u65f6\u95f4\u6b65\u53e0\u52a0\u566a\u58f0；\u91c7\u6837\u751f\u6210\u6a21\u5757\u4ece\u968f\u673a\u9ad8\u65af\u566a\u58f0\u51fa\u53d1，\u8c03\u7528\u8bad\u7ec3\u5b8c\u6210\u7684\u53bb\u566a\u7f51\u7edc\u9010\u65f6\u95f4\u6b65\u53bb\u566a，\u8f93\u51fa\u5f52\u4e00\u5316\u4eff\u771f\u5145\u7535\u5411\u91cf；\u6570\u636e\u9006\u53d8\u6362\u6a21\u5757\u5c06\u751f\u6210\u5411\u91cf\u8fd8\u539f\u4e3a\u5177\u5907\u771f\u5b9e\u7269\u7406\u542b\u4e49\u7684\u5145\u7535\u884c\u4e3a\u53c2\u6570，\u8f93\u51fa\u53ef\u76f4\u63a5\u7528\u4e8e\u7535\u7f51\u4eff\u771f\u7684\u5b8c\u6574\u5145\u7535\u573a\u666f\u6837\u672c\u3002<\/p>\n

    4.2 \u524d\u5411\u6269\u6563\u52a0\u566a\u8fc7\u7a0b\u8bbe\u8ba1<\/h4>\n

    \u524d\u5411\u6269\u6563\u8fc7\u7a0b\u65e0\u9700\u7f51\u7edc\u8bad\u7ec3，\u5c5e\u4e8e\u786e\u5b9a\u6027\u566a\u58f0\u53e0\u52a0\u6d41\u7a0b，\u4f5c\u7528\u662f\u6784\u5efa\u6a21\u578b\u8bad\u7ec3\u6240\u9700\u7684\u6837\u672c\u6570\u636e\u96c6\u3002\u4ee5\u771f\u5b9e\u591a\u7ef4\u5145\u7535\u7279\u5f81\u5411\u91cf\u4e3a\u8d77\u70b9，\u6309\u7167\u9884\u8bbe\u603b\u6269\u6563\u65f6\u95f4\u6b65，\u9010\u6b21\u5411\u6837\u672c\u53e0\u52a0\u5fae\u5c0f\u9ad8\u65af\u566a\u58f0，\u6bcf\u4e00\u6b65\u4ec5\u4f9d\u8d56\u4e0a\u4e00\u6b65\u52a0\u566a\u7ed3\u679c，\u6ee1\u8db3\u9a6c\u5c14\u53ef\u592b\u94fe\u7279\u6027\u3002\u968f\u7740\u8fed\u4ee3\u6b65\u6570\u589e\u52a0，\u539f\u59cb\u5145\u7535\u884c\u4e3a\u7279\u5f81\u9010\u6b65\u6a21\u7cca，\u6700\u7ec8\u6837\u672c\u5b8c\u5168\u670d\u4ece\u6807\u51c6\u9ad8\u65af\u5206\u5e03\u3002<\/p>\n

    \u8bad\u7ec3\u8fc7\u7a0b\u4e2d，\u968f\u673a\u62bd\u53d6\u4efb\u610f\u65f6\u95f4\u6b65，\u5c06\u5bf9\u5e94\u52a0\u566a\u6837\u672c\u4e0e\u8be5\u6b65\u771f\u5b9e\u566a\u58f0\u4f5c\u4e3a\u7f51\u7edc\u8f93\u5165\u8f93\u51fa\u6807\u7b7e，\u9a71\u52a8\u53cd\u5411\u53bb\u566a\u7f51\u7edc\u5b66\u4e60\u566a\u58f0\u9884\u6d4b\u89c4\u5f8b\u3002\u9488\u5bf9\u5145\u7535\u591a\u7ef4\u5411\u91cf\u7279\u6027，\u566a\u58f0\u53e0\u52a0\u4f5c\u7528\u4e8e\u5168\u90e8\u7279\u5f81\u7ef4\u5ea6，\u540c\u6b65\u6270\u52a8\u65f6\u95f4\u3001\u7535\u91cf\u3001\u529f\u7387\u53c2\u6570，\u4fdd\u8bc1\u6a21\u578b\u5b66\u4e60\u5168\u90e8\u7279\u5f81\u7684\u8054\u5408\u5206\u5e03\u3002<\/p>\n

    4.3 \u57fa\u4e8e MLP \u4e0e\u65f6\u95f4\u6b65\u5d4c\u5165\u7684\u53cd\u5411\u53bb\u566a\u7f51\u7edc<\/h4>\n

    \u53cd\u5411\u53bb\u566a\u7f51\u7edc\u662f DDPM \u62df\u5408\u5145\u7535\u884c\u4e3a\u5206\u5e03\u7684\u6838\u5fc3，\u672c\u6587\u672a\u91c7\u7528\u5377\u79ef\u7ed3\u6784，\u9009\u7528\u591a\u5c42\u611f\u77e5\u673a\u642d\u5efa\u57fa\u7840\u7f51\u7edc，\u9002\u914d\u4e00\u7ef4\u5145\u7535\u7279\u5f81\u5411\u91cf\u8f93\u5165\u3002\u7f51\u7edc\u8f93\u5165\u5305\u542b\u4e24\u90e8\u5206：\u5f53\u524d\u65f6\u95f4\u6b65\u5f52\u4e00\u5316\u5145\u7535\u5411\u91cf\u3001\u6269\u6563\u65f6\u95f4\u6b65\u7f16\u7801\u5411\u91cf；\u7f51\u7edc\u8f93\u51fa\u4e3a\u5f53\u524d\u65f6\u95f4\u6b65\u53e0\u52a0\u7684\u9ad8\u65af\u566a\u58f0\u9884\u6d4b\u503c\u3002<\/p>\n

    \u65f6\u95f4\u6b65\u5d4c\u5165\u5c42\u4e3a\u7f51\u7edc\u5173\u952e\u7ec4\u6210\u90e8\u5206，\u5c06\u79bb\u6563\u7684\u6269\u6563\u8fed\u4ee3\u65f6\u95f4\u6b65\u8f6c\u6362\u4e3a\u8fde\u7eed\u9ad8\u7ef4\u7279\u5f81\u5411\u91cf，\u4f7f\u7f51\u7edc\u80fd\u591f\u533a\u5206\u4e0d\u540c\u52a0\u566a\u9636\u6bb5\u7684\u6570\u636e\u5206\u5e03\u5dee\u5f02，\u7cbe\u51c6\u6355\u6349\u5145\u7535\u884c\u4e3a\u968f\u53bb\u566a\u8fdb\u7a0b\u9010\u6b65\u8fd8\u539f\u7684\u65f6\u5e8f\u89c4\u5f8b\u3002\u591a\u5c42 MLP \u901a\u8fc7\u591a\u5c42\u975e\u7ebf\u6027\u53d8\u6362，\u6316\u6398\u5145\u7535\u8d77\u59cb\u65f6\u95f4\u3001\u5145\u7535\u7535\u91cf\u3001\u5145\u7535\u529f\u7387\u4e4b\u95f4\u590d\u6742\u975e\u7ebf\u6027\u8026\u5408\u5173\u7cfb，\u7cbe\u51c6\u62df\u5408 ACN \u6570\u636e\u96c6\u771f\u5b9e\u5145\u7535\u884c\u4e3a\u5206\u5e03\u3002<\/p>\n

    \u8bad\u7ec3\u9636\u6bb5\u901a\u8fc7\u6700\u5c0f\u5316\u566a\u58f0\u9884\u6d4b\u8bef\u5dee\u66f4\u65b0\u7f51\u7edc\u6743\u91cd，\u635f\u5931\u51fd\u6570\u6536\u655b\u5e73\u7a33，\u4e0d\u5b58\u5728 GAN \u6a21\u5f0f\u574d\u584c\u3001\u68af\u5ea6\u6d88\u5931\u7b49\u95ee\u9898，\u5c0f\u6279\u91cf\u5b9e\u6d4b\u5145\u7535\u6570\u636e\u96c6\u4e0b\u4ecd\u53ef\u5b8c\u6210\u6709\u6548\u8bad\u7ec3\u3002<\/p>\n

    4.4 \u6761\u4ef6\u7ea6\u675f\u751f\u6210\u673a\u5236\u5b9e\u73b0<\/h4>\n

    \u4e3a\u6ee1\u8db3\u7535\u7f51\u4eff\u771f\u5b9a\u5411\u751f\u6210\u9700\u6c42，\u672c\u6587\u5728\u53cd\u5411\u7f51\u7edc\u8f93\u5165\u7aef\u589e\u8bbe\u6761\u4ef6\u7279\u5f81\u878d\u5408\u901a\u9053，\u6784\u5efa\u6761\u4ef6 DDPM \u751f\u6210\u6846\u67b6\u3002\u9884\u5904\u7406\u9636\u6bb5\u63d0\u53d6\u7684\u5de5\u51b5\u6807\u7b7e（\u5de5\u4f5c\u65e5 \/ \u4f11\u606f\u65e5\u3001\u5145\u7535\u6869\u989d\u5b9a\u529f\u7387\u533a\u95f4\u7b49）\u7f16\u7801\u4e3a\u6761\u4ef6\u5411\u91cf，\u4e0e\u5145\u7535\u7279\u5f81\u5411\u91cf\u3001\u65f6\u95f4\u6b65\u5d4c\u5165\u5411\u91cf\u62fc\u63a5\u540e\u5171\u540c\u8f93\u5165 MLP \u53bb\u566a\u7f51\u7edc\u3002<\/p>\n

    \u6a21\u578b\u8bad\u7ec3\u65f6\u540c\u6b65\u5b66\u4e60 \u201c\u6761\u4ef6\u6807\u7b7e – \u5145\u7535\u884c\u4e3a\u201d \u5bf9\u5e94\u5173\u7cfb，\u91c7\u6837\u9636\u6bb5\u8f93\u5165\u6307\u5b9a\u6761\u4ef6\u5411\u91cf，\u5373\u53ef\u751f\u6210\u5339\u914d\u9884\u8bbe\u5de5\u51b5\u7684\u5145\u7535\u573a\u666f，\u5b9e\u73b0\u53ef\u63a7\u573a\u666f\u751f\u6210，\u907f\u514d\u65e0\u7ea6\u675f\u751f\u6210\u6837\u672c\u5de5\u51b5\u6df7\u6742，\u63d0\u5347\u4eff\u771f\u573a\u666f\u5b9e\u7528\u6027\u3002<\/p>\n

    4.5 \u7279\u5f81\u9006\u53d8\u6362\u4e0e\u7269\u7406\u8fb9\u754c\u63a7\u5236<\/h4>\n

    \u7f51\u7edc\u76f4\u63a5\u8f93\u51fa\u7684\u751f\u6210\u5411\u91cf\u4e3a\u5f52\u4e00\u5316\u540e\u6570\u503c，\u65e0\u5b9e\u9645\u7269\u7406\u610f\u4e49，\u56e0\u6b64\u8bbe\u8ba1\u5206\u5e03\u9006\u53d8\u6362\u6d41\u7a0b，\u5c06\u6a21\u578b\u8f93\u51fa\u5411\u91cf\u6620\u5c04\u56de\u539f\u59cb\u65f6\u95f4\u3001\u7535\u91cf\u3001\u529f\u7387\u7269\u7406\u533a\u95f4\u3002\u9006\u53d8\u6362\u8fc7\u7a0b\u540c\u6b65\u8bbe\u7f6e\u6570\u503c\u4e0a\u4e0b\u9650\u622a\u65ad\u673a\u5236，\u8fc7\u6ee4\u8d85\u51fa\u5408\u7406\u5145\u7535\u8303\u56f4\u7684\u5f02\u5e38\u6570\u503c，\u675c\u7edd\u51fa\u73b0\u8d1f\u8865\u7535\u91cf\u3001\u8d85\u8fc7 24 \u5c0f\u65f6\u5145\u7535\u65f6\u957f\u3001\u8d85\u5145\u7535\u6869\u989d\u5b9a\u529f\u7387\u7b49\u8fdd\u80cc\u7269\u7406\u5e38\u8bc6\u7684\u751f\u6210\u6837\u672c，\u4fdd\u8bc1\u8f93\u51fa\u5145\u7535\u573a\u666f\u5177\u5907\u5de5\u7a0b\u53ef\u7528\u6027\u3002<\/p>\n

    5 \u6a21\u578b\u8bad\u7ec3\u4e0e\u5145\u7535\u573a\u666f\u751f\u6210\u6548\u679c\u5206\u6790<\/h3>\n

    5.1 \u6a21\u578b\u8bad\u7ec3\u73af\u5883\u4e0e\u6570\u636e\u96c6\u914d\u7f6e<\/h4>\n

    \u6a21\u578b\u57fa\u4e8e Python \u4e0e PyTorch \u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u5b8c\u6210\u642d\u5efa\u4e0e\u8bad\u7ec3，\u786c\u4ef6\u73af\u5883\u652f\u6301 CPU \u4e0e GPU \u53cc\u6a21\u5f0f\u8fd0\u884c，\u4ee3\u7801\u6ce8\u91ca\u5b8c\u5584，\u6a21\u5757\u89e3\u8026\u7a0b\u5ea6\u9ad8，\u53ef\u76f4\u63a5\u590d\u73b0\u8bad\u7ec3\u6d41\u7a0b\u3002\u8bad\u7ec3\u6570\u636e\u96c6\u91c7\u7528\u7ecf\u8fc7\u9884\u5904\u7406\u7684 Excel \u683c\u5f0f ACN \u5145\u7535\u6570\u636e，\u6309\u56fa\u5b9a\u6bd4\u4f8b\u5212\u5206\u8bad\u7ec3\u96c6\u4e0e\u6d4b\u8bd5\u96c6，\u8bad\u7ec3\u96c6\u7528\u4e8e\u62df\u5408\u7528\u6237\u5145\u7535\u884c\u4e3a\u5206\u5e03，\u6d4b\u8bd5\u96c6\u4f5c\u4e3a\u771f\u5b9e\u6837\u672c\u57fa\u51c6，\u7528\u4e8e\u5bf9\u6bd4\u751f\u6210\u573a\u666f\u5206\u5e03\u5dee\u5f02\u3002<\/p>\n

    \u8bad\u7ec3\u8fc7\u7a0b\u91c7\u7528\u5c0f\u6279\u91cf\u68af\u5ea6\u4e0b\u964d\u4f18\u5316\u7b56\u7565，\u8bbe\u7f6e\u56fa\u5b9a\u6269\u6563\u603b\u65f6\u95f4\u6b65，\u5168\u7a0b\u76d1\u63a7\u8bad\u7ec3\u635f\u5931\u53d8\u5316，\u635f\u5931\u6301\u7eed\u5e73\u7a33\u4e0b\u964d\u5e76\u6700\u7ec8\u8d8b\u4e8e\u7a33\u5b9a，\u8bc1\u660e\u53cd\u5411\u53bb\u566a\u7f51\u7edc\u6709\u6548\u5b66\u4e60\u5230\u771f\u5b9e\u5145\u7535\u6570\u636e\u566a\u58f0\u5206\u5e03，\u65e0\u660e\u663e\u8bad\u7ec3\u5931\u6548\u95ee\u9898\u3002<\/p>\n

    5.2 \u5145\u7535\u573a\u666f\u751f\u6210\u7ed3\u679c\u5b9a\u6027\u5206\u6790<\/h4>\n

    \u6a21\u578b\u8bad\u7ec3\u5b8c\u6210\u540e，\u4ece\u7eaf\u968f\u673a\u9ad8\u65af\u566a\u58f0\u542f\u52a8\u53cd\u5411\u91c7\u6837\u6d41\u7a0b，\u6279\u91cf\u751f\u6210\u6d77\u91cf\u7535\u52a8\u6c7d\u8f66\u5145\u7535\u884c\u4e3a\u573a\u666f\u6837\u672c\u3002\u4ece\u884c\u4e3a\u903b\u8f91\u5c42\u9762\u89c2\u5bdf\u751f\u6210\u6837\u672c：\u751f\u6210\u5145\u7535\u8d77\u59cb\u65f6\u6bb5\u5206\u5e03\u4e0e\u5b9e\u6d4b\u6570\u636e\u4e00\u81f4，\u5de5\u4f5c\u65e5\u5145\u7535\u96c6\u4e2d\u4e8e\u665a\u95f4\u901a\u52e4\u65f6\u6bb5，\u4f11\u606f\u65e5\u65e5\u95f4\u5145\u7535\u6837\u672c\u5360\u6bd4\u663e\u8457\u63d0\u5347；\u5145\u7535\u65f6\u957f\u4e0e\u8865\u5145\u7535\u91cf\u5448\u73b0\u6b63\u76f8\u5173\u5173\u7cfb，\u957f\u65f6\u957f\u5145\u7535\u5bf9\u5e94\u66f4\u9ad8\u8865\u7535\u91cf，\u4e0e\u771f\u5b9e\u7528\u6237\u5145\u7535\u4e60\u60ef\u5339\u914d；\u5145\u7535\u529f\u7387\u5206\u5e03\u8d34\u5408 ACN \u6570\u636e\u96c6\u5145\u7535\u6869\u989d\u5b9a\u529f\u7387\u533a\u95f4，\u65e0\u5927\u8303\u56f4\u504f\u79bb\u989d\u5b9a\u503c\u7684\u5f02\u5e38\u6837\u672c\u3002<\/p>\n

    \u6761\u4ef6\u751f\u6210\u6a21\u5f0f\u4e0b，\u8f93\u5165\u5de5\u4f5c\u65e5\u7ea6\u675f\u65f6，\u751f\u6210\u6837\u672c\u51e0\u4e4e\u65e0\u65e5\u95f4\u957f\u65f6\u95f4\u5145\u7535\u884c\u4e3a；\u9650\u5b9a\u4f4e\u529f\u7387\u5145\u7535\u6869\u6761\u4ef6\u65f6，\u8f93\u51fa\u6837\u672c\u5e73\u5747\u5145\u7535\u529f\u7387\u96c6\u4e2d\u4e8e\u4f4e\u529f\u7387\u533a\u95f4，\u6761\u4ef6\u7ea6\u675f\u751f\u6548，\u53ef\u7cbe\u51c6\u5b9a\u5411\u751f\u6210\u6307\u5b9a\u5de5\u51b5\u5145\u7535\u573a\u666f\u3002<\/p>\n

    5.3 \u751f\u6210\u6570\u636e\u5206\u5e03\u5b9a\u91cf\u5bf9\u6bd4\u5206\u6790<\/h4>\n

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    5.4 \u6a21\u578b\u5e94\u7528\u4f18\u52bf\u603b\u7ed3<\/h4>\n

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    6 \u7ed3\u8bba\u4e0e\u5c55\u671b<\/h3>\n

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    \"\"<\/p>\n

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    \u8d44\u6599\u83b7\u53d6，\u66f4\u591a\u7c89\u4e1d\u798f\u5229，MATLAB|Simulink|Python|\u6570\u636e|\u6587\u6863\u7b49\u5b8c\u6574\u8d44\u6e90\u83b7\u53d6<\/p>\n

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