{"id":88447,"date":"2026-08-01T08:09:26","date_gmt":"2026-08-01T00:09:26","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/88447.html"},"modified":"2026-08-01T08:09:26","modified_gmt":"2026-08-01T00:09:26","slug":"%e3%80%90%e5%a4%8d%e7%8e%b0%e3%80%91%e5%9f%ba%e4%ba%8e%e6%a6%82%e7%8e%87%e8%b0%83%e6%8e%a7%e7%9a%84%e9%a3%8e%e5%85%89%e8%81%94%e5%90%88%e5%87%ba%e5%8a%9b%e6%9e%81%e7%ab%af%e5%9c%ba%e6%99%af%e7%94%9f","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/88447.html","title":{"rendered":"\u3010\u590d\u73b0\u3011\u57fa\u4e8e\u6982\u7387\u8c03\u63a7\u7684\u98ce\u5149\u8054\u5408\u51fa\u529b\u6781\u7aef\u573a\u666f\u751f\u6210\u65b9\u6cd5\uff08Python\u4ee3\u7801\u5b9e\u73b0\uff09"},"content":{"rendered":"

\u00a0\u00a0\u00a0💥💥💞💞\u6b22\u8fce\u6765\u5230\u672c\u535a\u5ba2\u2764\ufe0f\u2764\ufe0f💥💥<\/p>\n<\/p>\n

🏆\u535a\u4e3b\u4f18\u52bf：🌞🌞🌞\u535a\u5ba2\u5185\u5bb9\u5c3d\u91cf\u505a\u5230\u601d\u7ef4\u7f1c\u5bc6，\u903b\u8f91\u6e05\u6670，\u4e3a\u4e86\u65b9\u4fbf\u8bfb\u8005\u3002<\/p>\n<\/p>\n

🎁\u5b8c\u6574\u8d44\u6e90\u3001\u8bba\u6587\u590d\u73b0\u3001\u671f\u520a\u5408\u4f5c\u3001\u8bba\u6587\u8f85\u5bfc\u53ca\u79d1\u7814\u4eff\u771f\u5b9a\u5236\u4e8b\u5b9c\u70b9\u51fb：<\/p>\n

👉👉👉\u672c\u6587\u5b8c\u6574\u8d44\u6e90\u4e0b\u8f7d<\/p>\n<\/p>\n

\u26f3\ufe0f\u5ea7\u53f3\u94ed：\u884c\u767e\u91cc\u8005，\u534a\u4e8e\u4e5d\u5341\u3002<\/p>\n

\u00a0\u26f3\ufe0f\u8d60\u4e0e\u8bfb\u8005<\/h3>\n

👨\u200d💻\u505a\u79d1\u7814，\u6d89\u53ca\u5230\u4e00\u4e2a\u6df1\u5728\u7684\u601d\u60f3\u7cfb\u7edf，\u9700\u8981\u79d1\u7814\u8005\u903b\u8f91\u7f1c\u5bc6，\u8e0f\u5b9e\u8ba4\u771f，\u4f46\u662f\u4e0d\u80fd\u53ea\u662f\u52aa\u529b，\u5f88\u591a\u65f6\u5019\u501f\u529b\u6bd4\u52aa\u529b\u66f4\u91cd\u8981，\u7136\u540e\u8fd8\u8981\u6709\u4ef0\u671b\u661f\u7a7a\u7684\u521b\u65b0\u70b9\u548c\u542f\u53d1\u70b9\u3002\u5efa\u8bae\u8bfb\u8005\u6309\u76ee\u5f55\u6b21\u5e8f\u9010\u4e00\u6d4f\u89c8，\u514d\u5f97\u9aa4\u7136\u8dcc\u5165\u5e7d\u6697\u7684\u8ff7\u5bab\u627e\u4e0d\u5230\u6765\u65f6\u7684\u8def，\u5b83\u4e0d\u8db3\u4e3a\u4f60\u63ed\u793a\u5168\u90e8\u95ee\u9898\u7684\u7b54\u6848，\u4f46\u82e5\u80fd\u89e3\u7b54\u4f60\u80f8\u4e2d\u5347\u8d77\u7684\u4e00\u6735\u6735\u7591\u4e91，\u4e5f\u672a\u5c1d\u4e0d\u4f1a\u917f\u6210\u665a\u971e\u6591\u6593\u7684\u522b\u4e00\u756a\u666f\u81f4，\u4e07\u4e00\u5b83\u7ed9\u4f60\u5e26\u6765\u4e86\u4e00\u573a\u7cbe\u795e\u4e16\u754c\u7684\u82e6\u96e8，\u90a3\u5c31\u501f\u673a\u6d17\u5237\u4e00\u4e0b\u539f\u6765\u5b58\u653e\u5728\u90a3\u513f\u7684\u201c\u8eba\u5e73\u201d\u4e0a\u7684\u5c18\u57c3\u5427\u3002<\/p>\n

\u00a0 \u00a0 \u00a0\u6216\u8bb8，\u96e8\u8fc7\u4e91\u6536，\u795e\u9a70\u7684\u5929\u5730\u66f4\u6e05\u6717…….🔎🔎🔎<\/p>\n

💥\u7b2c\u4e00\u90e8\u5206\u2014\u2014\u5185\u5bb9\u4ecb\u7ecd<\/h3>\n

\"\"<\/p>\n

\u57fa\u4e8e C-GAN \u7684\u98ce\u5149\u8054\u5408\u51fa\u529b\u6781\u7aef\u573a\u666f\u751f\u6210\u65b9\u6cd5\u7814\u7a76<\/h2>\n

\u6458\u8981<\/h3>\n

\u9ad8\u6bd4\u4f8b\u98ce\u5149\u65b0\u80fd\u6e90\u5e76\u7f51\u80cc\u666f\u4e0b，\u98ce\u7535\u3001\u5149\u4f0f\u51fa\u529b\u5177\u6709\u5f3a\u968f\u673a\u6027\u3001\u6ce2\u52a8\u6027\u4e0e\u5c3e\u90e8\u6781\u7aef\u7279\u6027，\u6781\u7aef\u51fa\u529b\u573a\u666f\u6613\u5f15\u53d1\u7535\u7f51\u529f\u7387\u5931\u8861\u3001\u8c03\u538b\u8c03\u9891\u8d44\u6e90\u77ed\u7f3a\u3001\u7ebf\u8def\u8fc7\u8f7d\u7b49\u5b89\u5168\u98ce\u9669\u3002\u4f20\u7edf\u968f\u673a\u573a\u666f\u751f\u6210\u65b9\u6cd5\u591a\u805a\u7126\u98ce\u5149\u5e38\u89c4\u51fa\u529b\u533a\u95f4\u6a21\u62df，\u96be\u4ee5\u7cbe\u51c6\u523b\u753b\u5c0f\u6982\u7387\u3001\u9ad8\u5f71\u54cd\u7684\u6781\u7aef\u51fa\u529b\u5de5\u51b5，\u65e0\u6cd5\u4e3a\u7535\u7f51\u5b89\u5168\u7a33\u5b9a\u6821\u6838\u3001\u50a8\u80fd\u5bb9\u91cf\u4f18\u5316\u3001\u8c03\u5ea6\u7b56\u7565\u5236\u5b9a\u63d0\u4f9b\u53ef\u9760\u6781\u7aef\u8fb9\u754c\u6837\u672c\u3002\u9488\u5bf9\u8be5\u95ee\u9898，\u672c\u6587\u590d\u73b0\u57fa\u4e8e\u6982\u7387\u8c03\u63a7\u7684\u6761\u4ef6\u751f\u6210\u5bf9\u6297\u7f51\u7edc（C-GAN）\u98ce\u5149\u8054\u5408\u6781\u7aef\u573a\u666f\u751f\u6210\u6846\u67b6，\u7ed3\u5408\u6781\u503c\u7406\u8bba（EVT）\u4e0e\u5e7f\u4e49\u5e15\u7d2f\u6258\u5206\u5e03（GPD）\u5bf9\u98ce\u5149\u51fa\u529b\u5c3e\u90e8\u6781\u7aef\u6570\u636e\u8fdb\u884c\u62df\u5408\u5efa\u6a21，\u7edf\u4e00\u6cbf\u7528\u9ad8\u529f\u7387\u3001\u4f4e\u529f\u7387\u3001\u5cf0\u8c37\u5dee\u4e09\u7c7b\u6781\u7aef\u91cf\u5316\u8bc4\u4ef7\u6307\u6807，\u4f9d\u6258\u5b9e\u6d4b\u98ce\u5149\u5386\u53f2\u6570\u636e\u96c6\u5b8c\u6210\u6a21\u578b\u8bad\u7ec3\u4e0e\u573a\u666f\u751f\u6210\u3002\u6240\u63d0\u65b9\u6cd5\u53ef\u5b9a\u5411\u751f\u6210\u7b26\u5408\u771f\u5b9e\u51fa\u529b\u5c3e\u90e8\u5206\u5e03\u7279\u5f81\u7684\u98ce\u5149\u8054\u5408\u6781\u7aef\u51fa\u529b\u6837\u672c，\u6709\u6548\u5f25\u8865\u4f20\u7edf\u573a\u666f\u751f\u6210\u7b97\u6cd5\u6781\u7aef\u5de5\u51b5\u6a21\u62df\u80fd\u529b\u4e0d\u8db3\u7684\u7f3a\u9677，\u751f\u6210\u6837\u672c\u53ef\u76f4\u63a5\u652f\u6491\u65b0\u80fd\u6e90\u7535\u529b\u7cfb\u7edf\u4e0d\u786e\u5b9a\u6027\u91cf\u5316\u3001\u6781\u7aef\u5de5\u51b5\u8c03\u5ea6\u4eff\u771f\u3001\u7535\u7f51\u98ce\u9669\u8bc4\u4f30\u7b49\u76f8\u5173\u7814\u7a76\u5de5\u4f5c\u3002<\/p>\n

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1 \u5f15\u8a00<\/h3>\n

1.1 \u7814\u7a76\u80cc\u666f\u4e0e\u610f\u4e49<\/h4>\n

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1.2 \u56fd\u5185\u5916\u7814\u7a76\u73b0\u72b6<\/h4>\n

1.2.1 \u98ce\u5149\u51fa\u529b\u573a\u666f\u751f\u6210\u7814\u7a76\u73b0\u72b6<\/h5>\n

\u65e9\u671f\u98ce\u5149\u573a\u666f\u751f\u6210\u4f9d\u8d56\u6982\u7387\u7edf\u8ba1\u6a21\u578b，\u5229\u7528\u6b63\u6001\u5206\u5e03\u3001\u5a01\u5e03\u5c14\u5206\u5e03\u62df\u5408\u5355\u6e90\u51fa\u529b，\u518d\u901a\u8fc7 Copula \u51fd\u6570\u523b\u753b\u98ce\u5149\u76f8\u5173\u6027，\u8be5\u7c7b\u65b9\u6cd5\u8ba1\u7b97\u7b80\u4fbf，\u4f46\u5047\u8bbe\u5206\u5e03\u5f62\u5f0f\u56fa\u5b9a，\u96be\u4ee5\u9002\u914d\u590d\u6742\u5b9e\u6d4b\u6570\u636e，\u6781\u7aef\u5c3e\u90e8\u62df\u5408\u504f\u5dee\u663e\u8457\u3002\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u53d1\u5c55，\u751f\u6210\u5bf9\u6297\u7f51\u7edc（GAN）\u88ab\u5f15\u5165\u7535\u529b\u65f6\u5e8f\u573a\u666f\u751f\u6210，\u65e0\u7ea6\u675f GAN \u53ef\u590d\u523b\u98ce\u5149\u51fa\u529b\u6574\u4f53\u65f6\u5e8f\u7279\u5f81，\u4f46\u751f\u6210\u8fc7\u7a0b\u65e0\u5b9a\u5411\u8c03\u63a7\u80fd\u529b，\u65e0\u6cd5\u9488\u5bf9\u6027\u8f93\u51fa\u6781\u7aef\u5de5\u51b5\u6837\u672c\u3002<\/p>\n

\u6761\u4ef6\u751f\u6210\u5bf9\u6297\u7f51\u7edc（C-GAN）\u901a\u8fc7\u589e\u8bbe\u6761\u4ef6\u6807\u7b7e\u5b9e\u73b0\u751f\u6210\u8fc7\u7a0b\u53ef\u63a7，\u53ef\u5c06\u5b63\u8282\u3001\u65f6\u6bb5\u3001\u51fa\u529b\u5e45\u503c\u4f5c\u4e3a\u7ea6\u675f\u6761\u4ef6，\u5b9a\u5411\u8f93\u51fa\u6307\u5b9a\u7279\u5f81\u7684\u98ce\u5149\u51fa\u529b\u5e8f\u5217，\u5927\u5e45\u63d0\u5347\u573a\u666f\u751f\u6210\u7684\u9488\u5bf9\u6027，\u76ee\u524d\u5df2\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5e38\u89c4\u98ce\u5149\u51fa\u529b\u3001\u8d1f\u8377\u65f6\u5e8f\u3001\u7535\u4ef7\u573a\u666f\u6a21\u62df，\u4f46\u9488\u5bf9\u6781\u7aef\u5c3e\u90e8\u5de5\u51b5\u7684\u5b9a\u5411\u751f\u6210\u7814\u7a76\u4ecd\u5b58\u5728\u5b8c\u5584\u7a7a\u95f4\u3002<\/p>\n

1.2.2 \u6781\u7aef\u51fa\u529b\u5efa\u6a21\u4e0e\u6781\u503c\u7406\u8bba\u5e94\u7528\u73b0\u72b6<\/h5>\n

\u9488\u5bf9\u65b0\u80fd\u6e90\u6781\u7aef\u51fa\u529b\u95ee\u9898，\u73b0\u6709\u7814\u7a76\u5f15\u5165\u6781\u503c\u7406\u8bba\u5904\u7406\u5c3e\u90e8\u5c0f\u6982\u7387\u4e8b\u4ef6，\u901a\u8fc7\u8d85\u9650\u9608\u503c\u7b5b\u9009\u98ce\u5149\u6781\u7aef\u51fa\u529b\u6837\u672c，\u91c7\u7528\u5e7f\u4e49\u5e15\u7d2f\u6258\u5206\u5e03\u62df\u5408\u8d85\u9650\u6837\u672c\u5c3e\u90e8\u5206\u5e03，\u91cf\u5316\u6781\u7aef\u51fa\u529b\u53d1\u751f\u6982\u7387\u4e0e\u5e45\u503c\u533a\u95f4\u3002\u73b0\u6709 EVT-GPD \u6a21\u578b\u591a\u7528\u4e8e\u6781\u7aef\u51fa\u529b\u6982\u7387\u8bc4\u4f30，\u4ec5\u80fd\u8f93\u51fa\u6781\u7aef\u503c\u7edf\u8ba1\u7279\u5f81，\u65e0\u6cd5\u751f\u6210\u5b8c\u6574\u65f6\u5e8f\u6781\u7aef\u573a\u666f，\u7f3a\u5c11\u65f6\u5e8f\u8fde\u7eed\u6027\u4e0e\u98ce\u5149\u8026\u5408\u76f8\u5173\u6027，\u96be\u4ee5\u76f4\u63a5\u7528\u4e8e\u7535\u7f51\u65f6\u5e8f\u4eff\u771f\u3002<\/p>\n

\u90e8\u5206\u6587\u732e\u63d0\u51fa\u878d\u5408\u6781\u503c\u7406\u8bba\u4e0e C-GAN \u7684\u8054\u5408\u5efa\u6a21\u6846\u67b6，\u5229\u7528 EVT-GPD \u4fee\u6b63\u6570\u636e\u96c6\u5c3e\u90e8\u5206\u5e03，\u518d\u901a\u8fc7\u6761\u4ef6 GAN \u5b9a\u5411\u751f\u6210\u6781\u7aef\u98ce\u5149\u8054\u5408\u65f6\u5e8f\u573a\u666f，\u540c\u65f6\u6784\u5efa\u6807\u51c6\u5316\u6781\u7aef\u91cf\u5316\u6307\u6807\u8bc4\u5224\u6837\u672c\u6781\u7aef\u7a0b\u5ea6，\u517c\u987e\u5c3e\u90e8\u5206\u5e03\u771f\u5b9e\u6027\u4e0e\u65f6\u5e8f\u8026\u5408\u7279\u5f81，\u6709\u6548\u89e3\u51b3\u4f20\u7edf\u65b9\u6cd5\u6781\u7aef\u573a\u666f\u5931\u771f\u95ee\u9898，\u4f46\u76f8\u5173\u5b8c\u6574\u590d\u73b0\u4e0e\u843d\u5730\u7814\u7a76\u8f83\u5c11，\u7f3a\u5c11\u6807\u51c6\u5316\u3001\u53ef\u590d\u7528\u7684\u5efa\u6a21\u6d41\u7a0b\u3002<\/p>\n

1.2.3 \u73b0\u6709\u7814\u7a76\u4e0d\u8db3\u603b\u7ed3<\/h5>\n

1）\u4f20\u7edf\u7edf\u8ba1\u6a21\u578b\u4e0e\u57fa\u7840 GAN \u6a21\u578b\u65e0\u5b9a\u5411\u751f\u6210\u6781\u7aef\u573a\u666f\u7684\u80fd\u529b，\u751f\u6210\u6837\u672c\u96c6\u4e2d\u4e8e\u5e38\u89c4\u51fa\u529b\u533a\u95f4，\u6781\u7aef\u5de5\u51b5\u6837\u672c\u7a00\u7f3a； 2）\u5355\u7eaf\u6781\u503c\u7406\u8bba\u4ec5\u80fd\u5b8c\u6210\u6781\u7aef\u503c\u6982\u7387\u7edf\u8ba1，\u65e0\u6cd5\u751f\u6210\u8fde\u7eed\u65f6\u5e8f\u98ce\u5149\u8054\u5408\u51fa\u529b\u5e8f\u5217，\u4e0d\u6ee1\u8db3\u7535\u7f51\u65f6\u5e8f\u4eff\u771f\u9700\u6c42； 3）\u591a\u6570\u6781\u7aef\u573a\u666f\u751f\u6210\u7814\u7a76\u672a\u8bbe\u7f6e\u7edf\u4e00\u91cf\u5316\u8bc4\u4ef7\u6807\u51c6，\u96be\u4ee5\u5ba2\u89c2\u8bc4\u5224\u751f\u6210\u6837\u672c\u6781\u7aef\u7279\u5f81\u8d34\u5408\u5ea6； 4）\u73b0\u6709\u878d\u5408 C-GAN \u4e0e EVT-GPD \u7684\u6781\u7aef\u751f\u6210\u65b9\u6cd5\u516c\u5f00\u5b8c\u6574\u843d\u5730\u6846\u67b6\u8f83\u5c11，\u4e0d\u5229\u4e8e\u540e\u7eed\u7814\u7a76\u590d\u7528\u4e0e\u7b97\u6cd5\u4f18\u5316\u3002<\/p>\n

1.3 \u672c\u6587\u4e3b\u8981\u7814\u7a76\u5185\u5bb9\u4e0e\u521b\u65b0\u70b9<\/h4>\n

1.3.1 \u4e3b\u8981\u7814\u7a76\u5185\u5bb9<\/h5>\n

1）\u57fa\u4e8e\u5b9e\u6d4b\u98ce\u5149\u5386\u53f2\u6570\u636e\u96c6\u5b8c\u6210\u6570\u636e\u9884\u5904\u7406，\u91c7\u7528\u6781\u503c\u7406\u8bba\u7b5b\u9009\u98ce\u5149\u51fa\u529b\u8d85\u9650\u6781\u7aef\u6837\u672c，\u501f\u52a9\u5e7f\u4e49\u5e15\u7d2f\u6258\u5206\u5e03\u5b8c\u6210\u51fa\u529b\u5c3e\u90e8\u7279\u5f81\u62df\u5408，\u523b\u753b\u98ce\u5149\u8054\u5408\u51fa\u529b\u6781\u7aef\u503c\u5206\u5e03\u89c4\u5f8b； 2）\u590d\u73b0\u6982\u7387\u8c03\u63a7\u578b C-GAN \u7f51\u7edc\u5efa\u6a21\u6846\u67b6，\u5c06\u6781\u7aef\u5de5\u51b5\u6807\u7b7e\u4f5c\u4e3a\u6761\u4ef6\u7ea6\u675f\u8f93\u5165\u7f51\u7edc，\u642d\u5efa\u53ef\u5b9a\u5411\u751f\u6210\u6781\u7aef\u65f6\u5e8f\u51fa\u529b\u6837\u672c\u7684\u751f\u6210\u6a21\u578b； 3）\u6cbf\u7528\u9ad8\u529f\u7387\u3001\u4f4e\u529f\u7387\u3001\u5cf0\u8c37\u5dee\u4e09\u7c7b\u6781\u7aef\u91cf\u5316\u6307\u6807，\u6784\u5efa\u5b8c\u6574\u7684\u751f\u6210\u6837\u672c\u6781\u7aef\u7279\u5f81\u8bc4\u4ef7\u4f53\u7cfb； 4）\u57fa\u4e8e\u771f\u5b9e\u98ce\u5149\u6570\u636e\u96c6\u5b8c\u6210\u6a21\u578b\u8bad\u7ec3\u3001\u573a\u666f\u751f\u6210\u4e0e\u7ed3\u679c\u5bf9\u6bd4\u5206\u6790，\u9a8c\u8bc1\u6240\u590d\u73b0 C-GAN \u6781\u7aef\u573a\u666f\u751f\u6210\u65b9\u6cd5\u5bf9\u98ce\u5149\u5c3e\u90e8\u6781\u7aef\u5de5\u51b5\u7684\u590d\u523b\u80fd\u529b\u3002<\/p>\n

1.3.2 \u6838\u5fc3\u521b\u65b0\u70b9<\/h5>\n

1）\u878d\u5408 EVT-GPD \u5c3e\u90e8\u62df\u5408\u4e0e C-GAN \u6761\u4ef6\u751f\u6210\u6846\u67b6，\u5148\u901a\u8fc7\u6781\u503c\u7406\u8bba\u4fee\u6b63\u6570\u636e\u96c6\u6781\u7aef\u5c3e\u90e8\u5206\u5e03，\u518d\u5229\u7528\u6761\u4ef6\u7f51\u7edc\u5b9a\u5411\u8f93\u51fa\u6781\u7aef\u98ce\u5149\u8054\u5408\u65f6\u5e8f，\u517c\u987e\u6781\u7aef\u6982\u7387\u771f\u5b9e\u6027\u4e0e\u65f6\u5e8f\u8026\u5408\u8fde\u7eed\u6027； 2）\u7edf\u4e00\u91c7\u7528\u4e09\u7c7b\u6807\u51c6\u5316\u6781\u7aef\u91cf\u5ea6\u6307\u6807\u91cf\u5316\u751f\u6210\u6837\u672c\u6781\u7aef\u7a0b\u5ea6，\u5b9e\u73b0\u6781\u7aef\u573a\u666f\u751f\u6210\u6548\u679c\u53ef\u91cf\u5316\u3001\u53ef\u5bf9\u6bd4，\u89c4\u907f\u4e3b\u89c2\u8bc4\u4ef7\u504f\u5dee； 3）\u5b8c\u6574\u590d\u73b0\u73b0\u6709\u6587\u732e\u6982\u7387\u8c03\u63a7 C-GAN \u6781\u7aef\u751f\u6210\u903b\u8f91，\u5f62\u6210\u4e00\u5957\u67b6\u6784\u6e05\u6670\u3001\u53ef\u590d\u7528\u7684\u98ce\u5149\u6781\u7aef\u573a\u666f\u5efa\u6a21\u4f53\u7cfb，\u9002\u914d\u65b0\u80fd\u6e90\u4e0d\u786e\u5b9a\u6027\u5206\u6790\u3001\u7535\u7f51\u6781\u7aef\u98ce\u9669\u6821\u6838\u7b49\u591a\u7c7b\u7814\u7a76\u573a\u666f\u3002<\/p>\n

1.4 \u8bba\u6587\u6574\u4f53\u7ed3\u6784<\/h4>\n

\u672c\u6587\u5404\u7ae0\u8282\u5b89\u6392\u5982\u4e0b：\u7b2c\u4e00\u7ae0\u4e3a\u5f15\u8a00，\u9610\u8ff0\u7814\u7a76\u80cc\u666f\u3001\u56fd\u5185\u5916\u73b0\u72b6\u3001\u7814\u7a76\u5185\u5bb9\u4e0e\u521b\u65b0\u70b9；\u7b2c\u4e8c\u7ae0\u4ecb\u7ecd\u98ce\u5149\u8054\u5408\u51fa\u529b\u6781\u7aef\u6570\u636e\u5efa\u6a21\u57fa\u7840，\u5305\u542b\u5b9e\u6d4b\u6570\u636e\u96c6\u5904\u7406\u3001\u6781\u503c\u7406\u8bba\u4e0e GPD \u5c3e\u90e8\u62df\u5408\u539f\u7406\u3001\u4e09\u7c7b\u6781\u7aef\u91cf\u5316\u6307\u6807\u5b9a\u4e49；\u7b2c\u4e09\u7ae0\u8be6\u8ff0\u57fa\u4e8e C-GAN \u7684\u98ce\u5149\u8054\u5408\u6781\u7aef\u573a\u666f\u751f\u6210\u6574\u4f53\u6846\u67b6，\u5305\u542b\u6761\u4ef6\u6807\u7b7e\u6784\u5efa\u3001\u7f51\u7edc\u7ea6\u675f\u903b\u8f91\u3001\u6982\u7387\u8c03\u63a7\u751f\u6210\u601d\u8def；\u7b2c\u56db\u7ae0\u5f00\u5c55\u5b9e\u4f8b\u5206\u6790，\u4f9d\u6258\u5b9e\u6d4b\u98ce\u5149\u6570\u636e\u5b8c\u6210\u6a21\u578b\u8bad\u7ec3，\u5bf9\u6bd4\u5206\u6790\u751f\u6210\u6837\u672c\u6781\u7aef\u7279\u5f81\u4e0e\u771f\u5b9e\u6781\u7aef\u5de5\u51b5\u8d34\u5408\u7a0b\u5ea6；\u7b2c\u4e94\u7ae0\u603b\u7ed3\u5168\u6587\u7814\u7a76\u5de5\u4f5c，\u5e76\u5c55\u671b\u540e\u7eed\u53ef\u62d3\u5c55\u7814\u7a76\u65b9\u5411\u3002<\/p>\n

2 \u98ce\u5149\u8054\u5408\u51fa\u529b\u6781\u7aef\u6570\u636e\u5efa\u6a21\u57fa\u7840<\/h3>\n

2.1 \u5b9e\u6d4b\u98ce\u5149\u6570\u636e\u96c6\u9884\u5904\u7406<\/h4>\n

\u672c\u6587\u4f9d\u6258\u771f\u5b9e\u533a\u57df\u98ce\u7535\u3001\u5149\u4f0f\u540c\u6b65\u65f6\u5e8f\u51fa\u529b\u6570\u636e\u96c6\u5f00\u5c55\u7814\u7a76，\u539f\u59cb\u6570\u636e\u5305\u542b\u957f\u65f6\u95f4\u5c3a\u5ea6\u4e0b\u9010\u65f6\u6bb5\u98ce\u7535\u51fa\u529b\u3001\u5149\u4f0f\u51fa\u529b\u4e8c\u7ef4\u65f6\u5e8f\u5e8f\u5217，\u5b8c\u6574\u8986\u76d6\u56db\u5b63\u3001\u663c\u591c\u3001\u6674\u9634\u591a\u4e91\u7b49\u591a\u79cd\u8fd0\u884c\u5de5\u51b5，\u540c\u65f6\u5305\u542b\u5e38\u89c4\u5e73\u7a33\u51fa\u529b\u4e0e\u6781\u7aef\u51fa\u529b\u6837\u672c\u3002<\/p>\n

\u6570\u636e\u9884\u5904\u7406\u5206\u4e3a\u591a\u73af\u8282：\u9996\u5148\u5254\u9664\u8bbe\u5907\u6545\u969c\u3001\u6570\u636e\u4f20\u8f93\u5f02\u5e38\u9020\u6210\u7684\u7f3a\u5931\u503c\u3001\u8df3\u53d8\u5f02\u5e38\u70b9，\u901a\u8fc7\u63d2\u503c\u6cd5\u8865\u9f50\u77ed\u65f6\u7a7a\u7f3a\u65f6\u5e8f；\u5176\u6b21\u5b8c\u6210\u51fa\u529b\u5f52\u4e00\u5316\u5904\u7406，\u5c06\u98ce\u7535\u3001\u5149\u4f0f\u51fa\u529b\u7edf\u4e00\u6620\u5c04\u81f3\u6807\u51c6\u51fa\u529b\u533a\u95f4，\u6d88\u9664\u673a\u7ec4\u88c5\u673a\u5bb9\u91cf\u5dee\u5f02\u5e26\u6765\u7684\u6570\u636e\u91cf\u7eb2\u5f71\u54cd；\u6700\u540e\u5212\u5206\u8bad\u7ec3\u96c6\u4e0e\u6d4b\u8bd5\u96c6，\u4fdd\u8bc1\u6570\u636e\u96c6\u4e2d\u540c\u65f6\u5305\u542b\u5927\u91cf\u5e38\u89c4\u51fa\u529b\u6837\u672c\u4e0e\u5c11\u91cf\u6781\u7aef\u5c3e\u90e8\u6837\u672c，\u4e3a\u540e\u7eed\u6781\u503c\u62df\u5408\u4e0e\u7f51\u7edc\u8bad\u7ec3\u63d0\u4f9b\u5b8c\u6574\u6570\u636e\u652f\u6491\u3002<\/p>\n

2.2 \u57fa\u4e8e EVT-GPD \u7684\u98ce\u5149\u51fa\u529b\u5c3e\u90e8\u6781\u7aef\u62df\u5408<\/h4>\n

\u98ce\u5149\u51fa\u529b\u6574\u4f53\u5206\u5e03\u5206\u4e3a\u4e3b\u4f53\u533a\u95f4\u4e0e\u5c3e\u90e8\u6781\u7aef\u533a\u95f4，\u5e38\u89c4\u6982\u7387\u5206\u5e03\u4ec5\u80fd\u62df\u5408\u4e3b\u4f53\u533a\u95f4，\u5c3e\u90e8\u5c0f\u6982\u7387\u6781\u7aef\u503c\u62df\u5408\u8bef\u5dee\u8f83\u5927\u3002\u672c\u6587\u91c7\u7528\u6781\u503c\u7406\u8bba\u4e2d\u7684\u8d85\u9650\u5cf0\u503c\u6a21\u578b，\u8bbe\u7f6e\u7edf\u4e00\u8d85\u9650\u9608\u503c\u7b5b\u9009\u98ce\u5149\u51fa\u529b\u6781\u7aef\u8d85\u9650\u6837\u672c，\u7b5b\u9009\u51fa\u9ad8\u4e8e\u4e0a\u9650\u9608\u503c\u7684\u9ad8\u529f\u7387\u6781\u7aef\u6837\u672c\u3001\u4f4e\u4e8e\u4e0b\u9650\u9608\u503c\u7684\u4f4e\u529f\u7387\u6781\u7aef\u6837\u672c，\u5f62\u6210\u6781\u7aef\u5c3e\u90e8\u6570\u636e\u96c6\u3002<\/p>\n

\u9488\u5bf9\u7b5b\u9009\u540e\u7684\u8d85\u9650\u6781\u7aef\u6837\u672c，\u91c7\u7528\u5e7f\u4e49\u5e15\u7d2f\u6258\u5206\u5e03\u5bf9\u6837\u672c\u5c3e\u90e8\u5206\u5e03\u8fdb\u884c\u62df\u5408，\u6c42\u89e3\u5206\u5e03\u5c3a\u5ea6\u53c2\u6570\u4e0e\u5f62\u72b6\u53c2\u6570，\u7cbe\u51c6\u91cf\u5316\u98ce\u5149\u6781\u7aef\u51fa\u529b\u7684\u6982\u7387\u5206\u5e03\u89c4\u5f8b，\u4fee\u6b63\u539f\u59cb\u6570\u636e\u96c6\u5c3e\u90e8\u5206\u5e03\u7279\u5f81，\u5f25\u8865\u539f\u59cb\u6570\u636e\u6781\u7aef\u6837\u672c\u6570\u91cf\u4e0d\u8db3\u3001\u5c3e\u90e8\u7279\u5f81\u4e0d\u7a81\u51fa\u7684\u95ee\u9898，\u4e3a\u540e\u7eed C-GAN \u7f51\u7edc\u63d0\u4f9b\u5177\u5907\u5b8c\u6574\u6781\u7aef\u7279\u5f81\u7684\u8bad\u7ec3\u6570\u636e，\u4fdd\u8bc1\u751f\u6210\u6837\u672c\u6781\u7aef\u5e45\u503c\u3001\u53d1\u751f\u6982\u7387\u4e0e\u5b9e\u9645\u7535\u7f51\u8fd0\u884c\u5de5\u51b5\u4fdd\u6301\u4e00\u81f4\u3002<\/p>\n

2.3 \u98ce\u5149\u6781\u7aef\u573a\u666f\u91cf\u5316\u8bc4\u4ef7\u6307\u6807<\/h4>\n

\u4e3a\u5ba2\u89c2\u8861\u91cf\u751f\u6210\u98ce\u5149\u8054\u5408\u51fa\u529b\u5e8f\u5217\u7684\u6781\u7aef\u7a0b\u5ea6，\u4e0e\u53c2\u8003\u6587\u732e\u4fdd\u6301\u4e00\u81f4，\u6784\u5efa\u4e09\u7c7b\u72ec\u7acb\u6781\u7aef\u91cf\u5ea6\u6307\u6807，\u5206\u522b\u4ece\u51fa\u529b\u4e0a\u9650\u3001\u51fa\u529b\u4e0b\u9650\u3001\u663c\u591c\u6ce2\u52a8\u5dee\u503c\u4e09\u4e2a\u7ef4\u5ea6\u523b\u753b\u6781\u7aef\u5de5\u51b5\u7279\u5f81： 1）\u9ad8\u529f\u7387\u6781\u7aef\u6307\u6807：\u8868\u5f81\u98ce\u5149\u8054\u5408\u51fa\u529b\u540c\u65f6\u5904\u4e8e\u9ad8\u4f4d\u7684\u6781\u7aef\u5de5\u51b5，\u5bf9\u5e94\u7535\u7f51\u6709\u529f\u76c8\u4f59\u3001\u5f03\u98ce\u5f03\u5149\u98ce\u9669\u573a\u666f，\u6307\u6807\u6570\u503c\u8d8a\u9ad8\u4ee3\u8868\u6781\u7aef\u7a0b\u5ea6\u8d8a\u5f3a； 2）\u4f4e\u529f\u7387\u6781\u7aef\u6307\u6807：\u8868\u5f81\u98ce\u5149\u8054\u5408\u51fa\u529b\u540c\u6b65\u5904\u4e8e\u4f4e\u4f4d\u7684\u6781\u7aef\u5de5\u51b5，\u5bf9\u5e94\u7535\u7f51\u6709\u529f\u529f\u7387\u7f3a\u53e3\u3001\u8c03\u5cf0\u538b\u529b\u6fc0\u589e\u573a\u666f，\u6307\u6807\u6570\u503c\u8d8a\u9ad8\u4ee3\u8868\u6781\u7aef\u7f3a\u51fa\u529b\u98ce\u9669\u8d8a\u5927； 3）\u5cf0\u8c37\u5dee\u6781\u7aef\u6307\u6807：\u8868\u5f81\u5355\u65e5\u98ce\u5149\u51fa\u529b\u6700\u5927\u503c\u4e0e\u6700\u5c0f\u503c\u5dee\u503c\u6781\u5927\u7684\u5de5\u51b5，\u5bf9\u5e94\u65e5\u5185\u529f\u7387\u5267\u70c8\u6ce2\u52a8\u3001\u8c03\u9891\u8d44\u6e90\u4e0d\u8db3\u573a\u666f，\u6307\u6807\u5dee\u503c\u8d8a\u5927，\u65e5\u5185\u6ce2\u52a8\u6781\u7aef\u6027\u8d8a\u663e\u8457\u3002<\/p>\n

\u4e09\u7c7b\u6307\u6807\u76f8\u4e92\u72ec\u7acb\u3001\u4e92\u4e3a\u8865\u5145，\u53ef\u5168\u65b9\u4f4d\u8bc4\u5224\u751f\u6210\u65f6\u5e8f\u6837\u672c\u662f\u5426\u8986\u76d6\u5b9e\u9645\u8fd0\u884c\u4e2d\u7684\u5404\u7c7b\u6781\u7aef\u8fb9\u754c\u5de5\u51b5，\u4f5c\u4e3a\u6a21\u578b\u751f\u6210\u6548\u679c\u7684\u6838\u5fc3\u8bc4\u5224\u4f9d\u636e\u3002<\/p>\n

3 \u57fa\u4e8e C-GAN \u7684\u98ce\u5149\u8054\u5408\u6781\u7aef\u573a\u666f\u751f\u6210\u6574\u4f53\u6846\u67b6<\/h3>\n

3.1 \u6761\u4ef6\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u9002\u914d\u6781\u7aef\u573a\u666f\u751f\u6210\u7684\u4f18\u52bf<\/h4>\n

\u57fa\u7840\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u4ec5\u4f9d\u9760\u968f\u673a\u566a\u58f0\u751f\u6210\u65f6\u5e8f\u6837\u672c，\u65e0\u53ef\u63a7\u7ea6\u675f，\u8f93\u51fa\u6837\u672c\u968f\u673a\u6df7\u6742\u5e38\u89c4\u5de5\u51b5\u4e0e\u6781\u7aef\u5de5\u51b5，\u65e0\u6cd5\u5b9a\u5411\u6279\u91cf\u751f\u6210\u6781\u7aef\u573a\u666f\u3002\u6761\u4ef6\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u5728\u539f\u59cb\u751f\u6210\u5668\u3001\u5224\u522b\u5668\u53cc\u535a\u5f08\u7ed3\u6784\u57fa\u7840\u4e0a，\u5f15\u5165\u5916\u90e8\u6761\u4ef6\u6807\u7b7e\u4f5c\u4e3a\u5171\u540c\u8f93\u5165，\u5c06\u751f\u6210\u8fc7\u7a0b\u7531\u65e0\u7ea6\u675f\u968f\u673a\u751f\u6210\u8f6c\u5316\u4e3a\u6761\u4ef6\u53ef\u63a7\u751f\u6210\u3002<\/p>\n

\u9488\u5bf9\u98ce\u5149\u6781\u7aef\u573a\u666f\u751f\u6210\u9700\u6c42，C-GAN \u7684\u9002\u914d\u4f18\u52bf\u4f53\u73b0\u5728\u4e24\u65b9\u9762：\u4e00\u662f\u53ef\u5c06\u6781\u7aef\u5de5\u51b5\u7c7b\u578b\u4f5c\u4e3a\u6761\u4ef6\u6807\u7b7e\u8f93\u5165\u7f51\u7edc，\u533a\u5206\u9ad8\u529f\u7387\u3001\u4f4e\u529f\u7387\u3001\u5927\u5cf0\u8c37\u5dee\u4e09\u7c7b\u6781\u7aef\u5de5\u51b5，\u5b9e\u73b0\u5b9a\u5411\u751f\u6210；\u4e8c\u662f\u53ef\u5d4c\u5165 EVT-GPD \u62df\u5408\u5f97\u5230\u7684\u5c3e\u90e8\u5206\u5e03\u7279\u5f81\u4f5c\u4e3a\u8f85\u52a9\u6761\u4ef6\u7ea6\u675f，\u5f15\u5bfc\u751f\u6210\u5668\u5b66\u4e60\u98ce\u5149\u51fa\u529b\u5c3e\u90e8\u6781\u7aef\u5206\u5e03\u89c4\u5f8b，\u907f\u514d\u751f\u6210\u6837\u672c\u6781\u7aef\u5e45\u503c\u5931\u771f\u3002\u901a\u8fc7\u751f\u6210\u5668\u4e0e\u5224\u522b\u5668\u7684\u5bf9\u6297\u8bad\u7ec3，\u751f\u6210\u6837\u672c\u5728\u6ee1\u8db3\u6761\u4ef6\u6807\u7b7e\u7ea6\u675f\u7684\u540c\u65f6，\u590d\u523b\u771f\u5b9e\u98ce\u5149\u65f6\u5e8f\u76f8\u5173\u6027\u3001\u663c\u591c\u53d8\u5316\u89c4\u5f8b\u4e0e\u5c3e\u90e8\u6781\u7aef\u7279\u5f81\u3002<\/p>\n

3.2 \u6781\u7aef\u5de5\u51b5\u6761\u4ef6\u6807\u7b7e\u6784\u5efa<\/h4>\n

\u7ed3\u5408\u524d\u6587\u4e09\u7c7b\u6781\u7aef\u91cf\u5316\u6307\u6807，\u6784\u5efa\u6807\u51c6\u5316\u6761\u4ef6\u6807\u7b7e\u4f53\u7cfb\u4f5c\u4e3a C-GAN \u7f51\u7edc\u7684\u8f93\u5165\u7ea6\u675f\u3002\u6807\u7b7e\u4f53\u7cfb\u533a\u5206\u5de5\u51b5\u7c7b\u522b\u6807\u7b7e\u4e0e\u6781\u7aef\u7a0b\u5ea6\u6807\u7b7e\u4e24\u5c42\u7ed3\u6784：\u5de5\u51b5\u7c7b\u522b\u6807\u7b7e\u7528\u4e8e\u533a\u5206\u9ad8\u529f\u7387\u3001\u4f4e\u529f\u7387\u3001\u5cf0\u8c37\u5dee\u4e09\u7c7b\u6781\u7aef\u573a\u666f；\u6781\u7aef\u7a0b\u5ea6\u6807\u7b7e\u57fa\u4e8e EVT-GPD \u62df\u5408\u5f97\u5230\u7684\u6781\u7aef\u6982\u7387\u533a\u95f4\u5212\u5206，\u91cf\u5316\u6781\u7aef\u5de5\u51b5\u7684\u4e25\u91cd\u7b49\u7ea7\u3002<\/p>\n

\u8bad\u7ec3\u9636\u6bb5\u5c06\u98ce\u5149\u539f\u59cb\u65f6\u5e8f\u6570\u636e\u4e0e\u5bf9\u5e94\u6781\u7aef\u6807\u7b7e\u914d\u5bf9\u8f93\u5165\u7f51\u7edc，\u4f7f\u751f\u6210\u5668\u5efa\u7acb \u201c\u6807\u7b7e – \u98ce\u5149\u8054\u5408\u51fa\u529b\u65f6\u5e8f\u201d \u7684\u6620\u5c04\u5173\u7cfb；\u751f\u6210\u9636\u6bb5\u4ec5\u8f93\u5165\u6307\u5b9a\u6781\u7aef\u7c7b\u578b\u3001\u6307\u5b9a\u6781\u7aef\u7a0b\u5ea6\u7684\u6807\u7b7e，\u5373\u53ef\u5b9a\u5411\u8f93\u51fa\u5bf9\u5e94\u7c7b\u578b\u7684\u98ce\u5149\u8054\u5408\u6781\u7aef\u51fa\u529b\u65f6\u5e8f\u5e8f\u5217，\u5b9e\u73b0\u6781\u7aef\u573a\u666f\u53ef\u63a7\u751f\u6210\u3002<\/p>\n

3.3 \u878d\u5408 EVT-GPD \u7684\u6982\u7387\u8c03\u63a7\u751f\u6210\u903b\u8f91<\/h4>\n

\u672c\u6587\u5b8c\u6574\u590d\u73b0\u6587\u732e\u4e2d\u6982\u7387\u8c03\u63a7\u7684\u5efa\u6a21\u601d\u8def，\u5c06\u6781\u503c\u7406\u8bba\u62df\u5408\u5f97\u5230\u7684\u5c3e\u90e8\u5206\u5e03\u53c2\u6570\u4f5c\u4e3a\u9690\u6027\u7ea6\u675f\u5d4c\u5165 C-GAN \u8bad\u7ec3\u6d41\u7a0b，\u5b9e\u73b0\u751f\u6210\u6837\u672c\u6781\u7aef\u6982\u7387\u53ef\u63a7\u3002\u8bad\u7ec3\u524d\u671f\u5229\u7528 GPD \u62df\u5408\u53c2\u6570\u4fee\u6b63\u8bad\u7ec3\u6570\u636e\u96c6\u7684\u6781\u7aef\u6837\u672c\u6743\u91cd，\u63d0\u5347\u7f51\u7edc\u5bf9\u5c3e\u90e8\u6781\u7aef\u5de5\u51b5\u7684\u5b66\u4e60\u6743\u91cd，\u907f\u514d\u6a21\u578b\u504f\u5411\u5b66\u4e60\u5360\u6bd4\u66f4\u9ad8\u7684\u5e38\u89c4\u51fa\u529b\u6837\u672c；\u8bad\u7ec3\u535a\u5f08\u8fc7\u7a0b\u4e2d，\u5224\u522b\u5668\u9664\u5224\u522b\u65f6\u5e8f\u5e8f\u5217\u771f\u5047\u5916，\u989d\u5916\u589e\u52a0\u5c3e\u90e8\u6781\u7aef\u5206\u5e03\u635f\u5931\u7ea6\u675f，\u5bf9\u6bd4\u751f\u6210\u6837\u672c\u4e0e\u771f\u5b9e\u6837\u672c\u7684 GPD \u5206\u5e03\u53c2\u6570\u5dee\u5f02，\u5012\u903c\u751f\u6210\u5668\u8f93\u51fa\u7b26\u5408\u771f\u5b9e\u5c3e\u90e8\u6982\u7387\u7279\u5f81\u7684\u6781\u7aef\u65f6\u5e8f\u3002<\/p>\n

\u6574\u5957\u6846\u67b6\u5b9e\u73b0\u53cc\u91cd\u7ea6\u675f：\u663e\u6027\u6761\u4ef6\u6807\u7b7e\u7ea6\u675f\u6781\u7aef\u5de5\u51b5\u7c7b\u578b，\u9690\u6027 EVT-GPD \u5206\u5e03\u53c2\u6570\u7ea6\u675f\u6781\u7aef\u503c\u6982\u7387\u5206\u5e03，\u4ece\u5de5\u51b5\u7c7b\u522b\u4e0e\u7edf\u8ba1\u5206\u5e03\u4e24\u4e2a\u7ef4\u5ea6\u4fdd\u969c\u751f\u6210\u6781\u7aef\u573a\u666f\u7684\u771f\u5b9e\u6027\u3002<\/p>\n

3.4 \u6a21\u578b\u6574\u4f53\u8fd0\u884c\u6d41\u7a0b<\/h4>\n

\u5b8c\u6574\u5efa\u6a21\u4e0e\u573a\u666f\u751f\u6210\u6d41\u7a0b\u5206\u4e3a\u56db\u4e2a\u9636\u6bb5： \u7b2c\u4e00\u9636\u6bb5：\u6570\u636e\u9884\u5904\u7406\u4e0e\u6781\u7aef\u6837\u672c\u7b5b\u9009，\u57fa\u4e8e\u5b9e\u6d4b\u98ce\u5149\u65f6\u5e8f\u6570\u636e，\u91c7\u7528 EVT \u8d85\u9650\u9608\u503c\u7b5b\u9009\u6781\u7aef\u6837\u672c，\u901a\u8fc7 GPD \u5b8c\u6210\u5c3e\u90e8\u5206\u5e03\u62df\u5408，\u6c42\u89e3\u5206\u5e03\u7279\u5f81\u53c2\u6570； \u7b2c\u4e8c\u9636\u6bb5：\u6784\u5efa\u6781\u7aef\u5de5\u51b5\u6761\u4ef6\u6807\u7b7e，\u5212\u5206\u4e09\u7c7b\u6781\u7aef\u5de5\u51b5\u4e0e\u591a\u7ea7\u6781\u7aef\u7a0b\u5ea6，\u5b8c\u6210\u6570\u636e – \u6807\u7b7e\u914d\u5bf9，\u5212\u5206\u8bad\u7ec3\u6570\u636e\u96c6； \u7b2c\u4e09\u9636\u6bb5：\u642d\u5efa\u5e76\u8bad\u7ec3\u6982\u7387\u8c03\u63a7\u578b C-GAN \u7f51\u7edc，\u5c06\u65f6\u5e8f\u6570\u636e\u3001\u6781\u7aef\u6807\u7b7e\u3001GPD \u5206\u5e03\u53c2\u6570\u5171\u540c\u8f93\u5165\u7f51\u7edc\u5f00\u5c55\u5bf9\u6297\u8bad\u7ec3，\u76f4\u81f3\u751f\u6210\u6837\u672c\u4e0e\u771f\u5b9e\u6837\u672c\u5206\u5e03\u6536\u655b； \u7b2c\u56db\u9636\u6bb5：\u6781\u7aef\u573a\u666f\u751f\u6210\u4e0e\u91cf\u5316\u8bc4\u4f30，\u8f93\u5165\u76ee\u6807\u6781\u7aef\u5de5\u51b5\u6761\u4ef6\u6807\u7b7e，\u6279\u91cf\u751f\u6210\u98ce\u5149\u8054\u5408\u51fa\u529b\u65f6\u5e8f\u6837\u672c，\u91c7\u7528\u4e09\u7c7b\u6781\u7aef\u91cf\u5ea6\u6307\u6807\u5b8c\u6210\u751f\u6210\u6548\u679c\u8bc4\u4ef7\u3002<\/p>\n

4 \u5b9e\u4f8b\u5206\u6790<\/h3>\n

4.1 \u7b97\u4f8b\u57fa\u7840\u8bbe\u7f6e<\/h4>\n

\u672c\u6587\u91c7\u7528\u533a\u57df\u7535\u7f51\u5b9e\u6d4b\u98ce\u7535\u3001\u5149\u4f0f\u540c\u6b65\u51fa\u529b\u65f6\u5e8f\u6570\u636e\u96c6\u4f5c\u4e3a\u57fa\u7840\u6570\u636e，\u6570\u636e\u65f6\u95f4\u8de8\u5ea6\u8986\u76d6\u5168\u5e74\u5b8c\u6574\u5b63\u8282\u53d8\u5316，\u65f6\u5e8f\u5206\u8fa8\u7387\u4e0e\u7535\u7f51\u8c03\u5ea6\u4eff\u771f\u6807\u51c6\u4fdd\u6301\u7edf\u4e00，\u6570\u636e\u5185\u5305\u542b\u5927\u91cf\u5e38\u89c4\u51fa\u529b\u6837\u672c\u4e0e\u5c11\u91cf\u9ad8\u529f\u7387\u3001\u4f4e\u529f\u7387\u3001\u5927\u5cf0\u8c37\u5dee\u6781\u7aef\u5de5\u51b5\u6837\u672c\u3002\u7edf\u4e00\u8bbe\u7f6e\u98ce\u5149\u51fa\u529b\u8d85\u9650\u9608\u503c\u7b5b\u9009\u6781\u7aef\u6837\u672c，\u91c7\u7528\u5e7f\u4e49\u5e15\u7d2f\u6258\u5206\u5e03\u5b8c\u6210\u5c3e\u90e8\u62df\u5408，\u6c42\u89e3\u5bf9\u5e94\u5c3a\u5ea6\u3001\u5f62\u72b6\u53c2\u6570；\u540c\u6b65\u6784\u5efa\u4e09\u7c7b\u6781\u7aef\u5de5\u51b5\u591a\u7ea7\u6761\u4ef6\u6807\u7b7e，\u5b8c\u6210\u6570\u636e\u96c6\u6807\u7b7e\u914d\u5bf9\u3002<\/p>\n

\u6a21\u578b\u8bad\u7ec3\u9636\u6bb5\u5212\u5206\u8bad\u7ec3\u96c6\u4e0e\u6d4b\u8bd5\u96c6，\u8bad\u7ec3\u96c6\u7528\u4e8e C-GAN \u7f51\u7edc\u5bf9\u6297\u5b66\u4e60，\u6d4b\u8bd5\u96c6\u4e2d\u771f\u5b9e\u6781\u7aef\u65f6\u5e8f\u6837\u672c\u4f5c\u4e3a\u57fa\u51c6，\u7528\u4e8e\u5bf9\u6bd4\u751f\u6210\u6837\u672c\u6781\u7aef\u7279\u5f81\u3002\u8bc4\u4ef7\u73af\u8282\u7edf\u4e00\u4f7f\u7528\u9ad8\u529f\u7387\u3001\u4f4e\u529f\u7387\u3001\u5cf0\u8c37\u5dee\u4e09\u7c7b\u6781\u7aef\u91cf\u5ea6\u6307\u6807，\u91cf\u5316\u5bf9\u6bd4\u771f\u5b9e\u6781\u7aef\u6837\u672c\u4e0e C-GAN \u751f\u6210\u6837\u672c\u7684\u6781\u7aef\u7279\u5f81\u5dee\u5f02\u3002<\/p>\n

4.2 EVT-GPD \u5c3e\u90e8\u62df\u5408\u7ed3\u679c\u5206\u6790<\/h4>\n

\u901a\u8fc7\u6781\u503c\u7406\u8bba\u8d85\u9650\u9608\u503c\u7b5b\u9009\u540e，\u63d0\u53d6\u6570\u636e\u96c6\u5185\u98ce\u5149\u8054\u5408\u51fa\u529b\u6781\u7aef\u8d85\u9650\u6837\u672c，\u5229\u7528\u5e7f\u4e49\u5e15\u7d2f\u6258\u5206\u5e03\u5b8c\u6210\u5c3e\u90e8\u62df\u5408，\u5f97\u5230\u6781\u7aef\u51fa\u529b\u5206\u5e03\u53c2\u6570\u3002\u62df\u5408\u7ed3\u679c\u8868\u660e，\u98ce\u5149\u51fa\u529b\u5c3e\u90e8\u6570\u636e\u4e0e GPD \u5206\u5e03\u5951\u5408\u5ea6\u8f83\u9ad8，\u76f8\u8f83\u4e8e\u6b63\u6001\u3001\u5a01\u5e03\u5c14\u7b49\u4f20\u7edf\u5206\u5e03，\u5e7f\u4e49\u5e15\u7d2f\u6258\u5206\u5e03\u53ef\u5927\u5e45\u964d\u4f4e\u6781\u7aef\u5e45\u503c\u62df\u5408\u8bef\u5dee，\u80fd\u591f\u7cbe\u51c6\u523b\u753b\u5927\u529f\u7387\u6ea2\u51fa\u3001\u4f4e\u51fa\u529b\u7f3a\u989d\u3001\u65e5\u5185\u5927\u5e45\u6ce2\u52a8\u4e09\u7c7b\u6781\u7aef\u5de5\u51b5\u7684\u6982\u7387\u5206\u5e03\u89c4\u5f8b\u3002<\/p>\n

\u7ecf GPD \u4fee\u6b63\u540e\u7684\u8bad\u7ec3\u6570\u636e\u96c6\u5c3e\u90e8\u6781\u7aef\u7279\u5f81\u5f97\u5230\u5f3a\u5316，\u5f25\u8865\u539f\u59cb\u5b9e\u6d4b\u6570\u636e\u6781\u7aef\u6837\u672c\u6570\u91cf\u504f\u5c11\u7684\u7f3a\u9677，\u4e3a\u540e\u7eed C-GAN \u7f51\u7edc\u63d0\u4f9b\u5145\u8db3\u3001\u7279\u5f81\u5b8c\u6574\u7684\u6781\u7aef\u5de5\u51b5\u5b66\u4e60\u6837\u672c，\u4ece\u6570\u636e\u6e90\u5934\u4fdd\u969c\u6781\u7aef\u573a\u666f\u751f\u6210\u7684\u53ef\u9760\u6027\u3002<\/p>\n

4.3 C-GAN \u751f\u6210\u6781\u7aef\u573a\u666f\u6548\u679c\u5206\u6790<\/h4>\n

\u5b8c\u6210\u7f51\u7edc\u6536\u655b\u8bad\u7ec3\u540e，\u5206\u522b\u8f93\u5165\u4e09\u7c7b\u6781\u7aef\u5de5\u51b5\u6761\u4ef6\u6807\u7b7e，\u6279\u91cf\u751f\u6210\u5bf9\u5e94\u7c7b\u578b\u98ce\u5149\u8054\u5408\u6781\u7aef\u51fa\u529b\u65f6\u5e8f\u5e8f\u5217，\u4ece\u65f6\u5e8f\u7279\u5f81\u3001\u98ce\u5149\u8026\u5408\u76f8\u5173\u6027\u3001\u6781\u7aef\u91cf\u5316\u6307\u6807\u4e09\u4e2a\u7ef4\u5ea6\u5f00\u5c55\u5206\u6790\u3002<\/p>\n

\u4ece\u65f6\u5e8f\u7ef4\u5ea6\u89c2\u5bdf，C-GAN \u751f\u6210\u7684\u6781\u7aef\u51fa\u529b\u5e8f\u5217\u5177\u5907\u4e0e\u771f\u5b9e\u6837\u672c\u4e00\u81f4\u7684\u663c\u591c\u53d8\u5316\u89c4\u5f8b，\u98ce\u7535\u3001\u5149\u4f0f\u51fa\u529b\u65f6\u5e8f\u8026\u5408\u5173\u7cfb\u8d34\u5408\u5b9e\u6d4b\u6570\u636e，\u4e0d\u5b58\u5728\u51fa\u529b\u65f6\u5e8f\u65ad\u5c42\u3001\u5e45\u503c\u7a81\u53d8\u5931\u771f\u7b49\u95ee\u9898；\u9488\u5bf9\u6307\u5b9a\u6781\u7aef\u6807\u7b7e\u751f\u6210\u7684\u6837\u672c，\u80fd\u591f\u7a33\u5b9a\u590d\u73b0\u5bf9\u5e94\u6781\u7aef\u7279\u5f81，\u8f93\u5165\u9ad8\u529f\u7387\u6807\u7b7e\u65f6\u98ce\u5149\u8054\u5408\u51fa\u529b\u540c\u6b65\u7ef4\u6301\u9ad8\u4f4d，\u8f93\u5165\u4f4e\u529f\u7387\u6807\u7b7e\u65f6\u6574\u4f53\u51fa\u529b\u6301\u7eed\u5904\u4e8e\u4f4e\u4f4d，\u8f93\u5165\u5cf0\u8c37\u5dee\u6807\u7b7e\u65f6\u65e5\u5185\u51fa\u529b\u6700\u5927\u503c\u4e0e\u6700\u5c0f\u503c\u5dee\u503c\u663e\u8457\u653e\u5927，\u5b9e\u73b0\u6781\u7aef\u5de5\u51b5\u5b9a\u5411\u751f\u6210\u3002<\/p>\n

\u57fa\u4e8e\u4e09\u7c7b\u6781\u7aef\u91cf\u5ea6\u6307\u6807\u5f00\u5c55\u91cf\u5316\u5bf9\u6bd4，\u751f\u6210\u6837\u672c\u7684\u6781\u7aef\u6307\u6807\u6570\u503c\u533a\u95f4\u4e0e\u771f\u5b9e\u6781\u7aef\u6837\u672c\u9ad8\u5ea6\u91cd\u5408，\u6307\u6807\u5206\u5e03\u504f\u5dee\u8f83\u5c0f，\u8bc1\u660e\u751f\u6210\u6837\u672c\u7684\u6781\u7aef\u4e25\u91cd\u7a0b\u5ea6\u4e0e\u5b9e\u9645\u7535\u7f51\u8fd0\u884c\u8fb9\u754c\u5de5\u51b5\u4fdd\u6301\u4e00\u81f4；\u76f8\u8f83\u4e8e\u65e0\u7ea6\u675f GAN \u751f\u6210\u7ed3\u679c，\u672c\u6587\u590d\u73b0\u7684\u6982\u7387\u8c03\u63a7 C-GAN \u6a21\u578b\u6781\u7aef\u6837\u672c\u5360\u6bd4\u663e\u8457\u63d0\u5347，\u65e0\u9700\u4eba\u5de5\u7b5b\u9009\u5373\u53ef\u6279\u91cf\u83b7\u53d6\u6709\u6548\u6781\u7aef\u65f6\u5e8f\u6837\u672c，\u5927\u5e45\u964d\u4f4e\u6781\u7aef\u573a\u666f\u83b7\u53d6\u6210\u672c\u3002<\/p>\n

4.4 \u65b9\u6cd5\u9002\u7528\u6027\u5206\u6790<\/h4>\n

\u672c\u6587\u590d\u73b0\u7684 C-GAN \u98ce\u5149\u8054\u5408\u6781\u7aef\u573a\u666f\u751f\u6210\u65b9\u6cd5\u4f9d\u6258\u5b9e\u6d4b\u6570\u636e\u8bad\u7ec3，\u8f93\u51fa\u65f6\u5e8f\u6837\u672c\u517c\u5177\u771f\u5b9e\u65f6\u5e8f\u8026\u5408\u7279\u5f81\u4e0e\u5c3e\u90e8\u6781\u7aef\u6982\u7387\u7279\u5f81，\u751f\u6210\u6837\u672c\u53ef\u76f4\u63a5\u5e94\u7528\u4e8e\u591a\u7c7b\u7535\u529b\u7cfb\u7edf\u7814\u7a76\u573a\u666f：\u4e00\u662f\u65b0\u80fd\u6e90\u7535\u7f51\u4e0d\u786e\u5b9a\u6027\u4eff\u771f，\u6279\u91cf\u8865\u5145\u5404\u7c7b\u6781\u7aef\u8fb9\u754c\u5de5\u51b5，\u5b8c\u5584\u968f\u673a\u573a\u666f\u96c6；\u4e8c\u662f\u7535\u7f51\u5b89\u5168\u7a33\u5b9a\u6821\u6838，\u6a21\u62df\u98ce\u5149\u6781\u7aef\u51fa\u529b\u5f15\u53d1\u7684\u529f\u7387\u76c8\u4f59\u3001\u7f3a\u989d\u98ce\u9669，\u6821\u9a8c\u8c03\u5cf0\u3001\u8c03\u9891\u3001\u50a8\u80fd\u8bbe\u5907\u5bb9\u91cf\u914d\u7f6e\u5408\u7406\u6027；\u4e09\u662f\u65b0\u80fd\u6e90\u8c03\u5ea6\u7b56\u7565\u4f18\u5316，\u57fa\u4e8e\u6781\u7aef\u65f6\u5e8f\u6837\u672c\u6d4b\u8bd5\u6781\u7aef\u5de5\u51b5\u4e0b\u8c03\u5ea6\u65b9\u6848\u7684\u53ef\u884c\u6027\u4e0e\u7ecf\u6d4e\u6027；\u56db\u662f\u540e\u7eed\u7b97\u6cd5\u6539\u8fdb\u7814\u7a76，\u672c\u6587\u5b8c\u6574\u5efa\u6a21\u6846\u67b6\u53ef\u4f5c\u4e3a\u57fa\u7840，\u62d3\u5c55\u81f3\u591a\u6e90\u50a8\u80fd\u3001\u8d1f\u8377\u3001\u6c22\u80fd\u8026\u5408\u7684\u7efc\u5408\u80fd\u6e90\u7cfb\u7edf\u6781\u7aef\u573a\u666f\u751f\u6210\u7814\u7a76\u3002<\/p>\n

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

5.1 \u5168\u6587\u7ed3\u8bba<\/h4>\n

\u672c\u6587\u5b8c\u6574\u590d\u73b0\u878d\u5408\u6781\u503c\u7406\u8bba\u3001\u5e7f\u4e49\u5e15\u7d2f\u6258\u5206\u5e03\u4e0e\u6761\u4ef6\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u7684\u98ce\u5149\u8054\u5408\u51fa\u529b\u6781\u7aef\u573a\u666f\u751f\u6210\u65b9\u6cd5，\u4f9d\u6258\u5b9e\u6d4b\u98ce\u5149\u65f6\u5e8f\u6570\u636e\u96c6\u5b8c\u6210\u6574\u5957\u5efa\u6a21\u4e0e\u9a8c\u8bc1\u5de5\u4f5c，\u4e3b\u8981\u5f97\u5230\u4ee5\u4e0b\u7ed3\u8bba： 1）\u6781\u503c\u7406\u8bba\u7ed3\u5408\u5e7f\u4e49\u5e15\u7d2f\u6258\u5206\u5e03\u53ef\u7cbe\u51c6\u62df\u5408\u98ce\u5149\u51fa\u529b\u5c3e\u90e8\u6781\u7aef\u6837\u672c\u5206\u5e03，\u6709\u6548\u5f25\u8865\u5b9e\u6d4b\u6570\u636e\u6781\u7aef\u5de5\u51b5\u6837\u672c\u7a00\u7f3a\u3001\u5c3e\u90e8\u7279\u5f81\u62df\u5408\u7cbe\u5ea6\u4e0d\u8db3\u7684\u7f3a\u9677，\u4e3a\u6781\u7aef\u573a\u666f\u5efa\u6a21\u63d0\u4f9b\u53ef\u9760\u6570\u636e\u57fa\u7840； 2）\u6761\u4ef6\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u901a\u8fc7\u589e\u8bbe\u6781\u7aef\u5de5\u51b5\u6761\u4ef6\u6807\u7b7e，\u53ef\u5b9e\u73b0\u9ad8\u529f\u7387\u3001\u4f4e\u529f\u7387\u3001\u5927\u5cf0\u8c37\u5dee\u4e09\u7c7b\u6781\u7aef\u573a\u666f\u5b9a\u5411\u53ef\u63a7\u751f\u6210，\u642d\u914d GPD \u5206\u5e03\u53c2\u6570\u6982\u7387\u8c03\u63a7\u7ea6\u675f，\u80fd\u591f\u4fdd\u8bc1\u751f\u6210\u6837\u672c\u6781\u7aef\u5e45\u503c\u3001\u53d1\u751f\u6982\u7387\u4e0e\u771f\u5b9e\u5de5\u51b5\u5339\u914d； 3）\u9ad8\u529f\u7387\u3001\u4f4e\u529f\u7387\u3001\u5cf0\u8c37\u5dee\u4e09\u7c7b\u6781\u7aef\u91cf\u5316\u6307\u6807\u53ef\u5168\u9762\u5ba2\u89c2\u8bc4\u5224\u751f\u6210\u6837\u672c\u6781\u7aef\u7a0b\u5ea6，\u91cf\u5316\u5bf9\u6bd4\u7ed3\u679c\u8bc1\u660e\u672c\u6587\u590d\u73b0 C-GAN \u6a21\u578b\u751f\u6210\u7684\u6781\u7aef\u98ce\u5149\u8054\u5408\u65f6\u5e8f\u5177\u5907\u8f83\u9ad8\u771f\u5b9e\u6027\u4e0e\u6709\u6548\u6027； 4）\u6574\u5957\u5efa\u6a21\u6846\u67b6\u6d41\u7a0b\u6e05\u6670\u3001\u53ef\u590d\u7528\u6027\u5f3a，\u751f\u6210\u6781\u7aef\u573a\u666f\u6837\u672c\u9002\u914d\u65b0\u80fd\u6e90\u4e0d\u786e\u5b9a\u6027\u5206\u6790\u3001\u7535\u7f51\u6781\u7aef\u98ce\u9669\u8bc4\u4f30\u3001\u8c03\u5ea6\u4f18\u5316\u7b49\u7535\u529b\u9886\u57df\u76f8\u5173\u7814\u7a76\u5de5\u4f5c\u3002<\/p>\n

5.2 \u540e\u7eed\u7814\u7a76\u5c55\u671b<\/h4>\n

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📚\u7b2c\u4e8c\u90e8\u5206\u2014\u2014\u8fd0\u884c\u7ed3\u679c<\/h3>\n

\u3010C-GAN\u3011\u98ce\u5149\u8054\u5408\u6781\u7aef\u573a\u666f\u751f\u6210+C-GAN\u7814\u7a76<\/p>\n

\"\"<\/p>\n

\"\"<\/p>\n

\"\"<\/p>\n

\"\"<\/p>\n<\/p>\n

\"\"<\/p>\n

\"\"<\/p>\n

🎉\u7b2c\u4e09\u90e8\u5206\u2014\u2014\u53c2\u8003\u6587\u732e\u00a0<\/h3>\n

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\"\"<\/p>\n

\u200b\u200b\u200b\u200b\u200b\u200b🌈\u7b2c\u56db\u90e8\u5206\u2014\u2014\u672c\u6587\u5b8c\u6574\u8d44\u6e90\u4e0b\u8f7d<\/h3>\n

\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

\u672c\u6587\u5b8c\u6574\u8d44\u6e90\u4e0b\u8f7d<\/p>\n","protected":false},"excerpt":{"rendered":"

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