{"id":114533,"date":"2026-10-09T13:01:08","date_gmt":"2026-10-09T05:01:08","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/114533.html"},"modified":"2026-10-09T13:01:08","modified_gmt":"2026-10-09T05:01:08","slug":"%e7%94%9f%e6%88%90%e5%bc%8f-ai-%e4%b8%8e%e6%95%b0%e6%8d%ae%e5%a2%9e%e5%bc%ba%ef%bc%9a%e7%a0%b4%e8%a7%a3%e6%9c%8d%e8%a3%85%e8%b4%a8%e6%a3%80%e8%a1%8c%e4%b8%9a%e7%9a%84%e6%95%b0%e6%8d%ae%e7%a8%80","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/114533.html","title":{"rendered":"\u751f\u6210\u5f0f AI \u4e0e\u6570\u636e\u589e\u5f3a\uff1a\u7834\u89e3\u670d\u88c5\u8d28\u68c0\u884c\u4e1a\u7684\u6570\u636e\u7a00\u7f3a\u96be\u9898"},"content":{"rendered":"<h3>1. \u751f\u6210\u5f0fAI<\/h3>\n<p>\u5728\u670d\u88c5\u5236\u9020\u4e1a\u8fc8\u5411\u667a\u80fd\u5316\u7684\u8fdb\u7a0b\u4e2d&#xff0c;AI 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\u6570\u636e\u7a00\u7f3a\u5f15\u53d1\u7684\u8fde\u9501\u95ee\u9898<\/h4>\n<ul>\n<li>\u8fc7\u62df\u5408&#xff1a;\u6a21\u578b\u5728\u5c11\u91cf\u7f3a\u9677\u6837\u672c\u4e0a\u53cd\u590d\u8fed\u4ee3&#xff0c;\u5bb9\u6613\u8bb0\u4f4f\u6837\u672c\u566a\u58f0\u800c\u975e\u6cdb\u5316\u7279\u5f81&#xff1b;<\/li>\n<li>\u7c7b\u522b\u4e0d\u5747\u8861&#xff1a;\u68c0\u6d4b\u5668\u503e\u5411\u4e8e\u5c06\u4e00\u5207\u9884\u6d4b\u4e3a&#034;\u6b63\u5e38&#034;&#xff0c;\u5bfc\u81f4\u6f0f\u68c0\u7387\u5c45\u9ad8\u4e0d\u4e0b&#xff1b;<\/li>\n<li>\u573a\u666f\u8fc1\u79fb\u56f0\u96be&#xff1a;\u4e0d\u540c\u9762\u6599\u6750\u8d28\u3001\u989c\u8272\u3001\u7eb9\u7406\u4e0b\u7684\u7f3a\u9677\u8868\u73b0\u5dee\u5f02\u5de8\u5927&#xff0c;\u5355\u4e00\u4ea7\u7ebf\u6570\u636e\u96be\u4ee5\u8de8\u573a\u666f\u590d\u7528\u3002<\/li>\n<\/ul>\n<h3>3. \u751f\u6210\u5f0f AI \u7834\u5c40&#xff1a;GAN \u5408\u6210\u4e9a\u6beb\u7c73\u7f3a\u9677\u6837\u672c<\/h3>\n<h4>3.1 GAN 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\u7684\u4f18\u52bf\u5728\u4e8e&#xff1a;<\/p>\n<ul>\n<li>\u5206\u5e03\u5b66\u4e60&#xff1a;\u4e0d\u662f\u7b80\u5355\u590d\u5236\u5df2\u6709\u6837\u672c&#xff0c;\u800c\u662f\u5b66\u4e60\u7f3a\u9677\u7684\u6f5c\u5728\u5206\u5e03&#xff0c;\u80fd\u751f\u6210\u8bad\u7ec3\u96c6\u4e2d\u4e0d\u5b58\u5728\u7684\u53d8\u4f53&#xff1b;<\/li>\n<li>\u53ef\u63a7\u751f\u6210&#xff1a;\u901a\u8fc7\u6761\u4ef6 GAN&#xff08;cGAN&#xff09;\u53ef\u63a7\u5236\u7f3a\u9677\u7c7b\u578b\u3001\u4f4d\u7f6e\u3001\u5927\u5c0f\u7b49\u5c5e\u6027&#xff1b;<\/li>\n<li>\u4e9a\u6beb\u7c73\u7ea7\u7cbe\u5ea6&#xff1a;\u9488\u5bf9\u670d\u88c5\u8d28\u68c0\u7684\u7ec6\u7c92\u5ea6\u9700\u6c42&#xff0c;GAN \u53ef\u5408\u6210\u8089\u773c\u96be\u4ee5\u5206\u8fa8\u7684\u5fae\u5c0f\u7f3a\u9677\u3002<\/li>\n<\/ul>\n<h4>3.2 GAN-PD&#xff1a;\u9762\u5411\u4e9a\u6beb\u7c73\u7f3a\u9677\u7684\u751f\u6210\u6846\u67b6<\/h4>\n<p>2026 \u5e74\u53d1\u8868\u4e8e Scientific Reports \u7684 GAN-PD&#xff08;GAN-based Pixel-level Defect generation&#xff09;\u65b9\u6cd5&#xff0c;\u4e13\u95e8\u9488\u5bf9\u670d\u88c5\u9762\u6599\u4e9a\u6beb\u7c73\u7ea7\u7f3a\u9677\u7684\u5408\u6210\u96be\u9898\u3002\u5176\u6838\u5fc3\u8bbe\u8ba1\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\u591a\u5c3a\u5ea6\u751f\u6210\u7ed3\u6784&#xff1a;\u5728\u591a\u4e2a\u5206\u8fa8\u7387\u5c42\u7ea7\u4e0a\u9010\u6b65\u7ec6\u5316\u7f3a\u9677\u7eb9\u7406&#xff0c;\u786e\u4fdd\u4e9a\u6beb\u7c73\u7ea7\u7ec6\u8282\u7684\u771f\u5b9e\u6027&#xff1b;<\/li>\n<li>\u7f3a\u9677-\u80cc\u666f\u89e3\u8026&#xff1a;\u5c06\u7f3a\u9677\u7eb9\u7406\u4e0e\u9762\u6599\u80cc\u666f\u5206\u79bb\u5efa\u6a21&#xff0c;\u907f\u514d\u751f\u6210\u6837\u672c\u4e2d\u7f3a\u9677\u4e0e\u7eb9\u7406\u7ea0\u7f20\u5bfc\u81f4\u7684\u5931\u771f&#xff1b;<\/li>\n<li>\u50cf\u7d20\u7ea7\u5bf9\u9f50\u7ea6\u675f&#xff1a;\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\u5f15\u5165\u50cf\u7d20\u7ea7\u5bf9\u9f50\u635f\u5931&#xff0c;\u4fdd\u8bc1\u5408\u6210\u7f3a\u9677\u7684\u8fb9\u754c\u6e05\u6670\u3001\u4f4d\u7f6e\u53ef\u63a7\u3002<\/li>\n<\/ul>\n<p>\u901a\u8fc7\u4e0a\u8ff0\u8bbe\u8ba1&#xff0c;GAN-PD \u80fd\u591f\u5728\u4ec5\u6709\u5c11\u91cf\u771f\u5b9e\u7f3a\u9677\u6837\u672c\u7684\u6761\u4ef6\u4e0b&#xff0c;\u5408\u6210\u5927\u91cf\u9ad8\u4fdd\u771f\u4e9a\u6beb\u7c73\u7f3a\u9677\u56fe\u50cf&#xff0c;\u4e3a\u4e0b\u6e38\u68c0\u6d4b\u6a21\u578b\u63d0\u4f9b\u5145\u8db3\u7684\u8bad\u7ec3\u5f39\u836f\u3002<\/p>\n<h4>3.3 \u751f\u6210\u6837\u672c\u7684\u8d28\u91cf\u8bc4\u4f30<\/h4>\n<p>\u751f\u6210\u6837\u672c\u5e76\u975e\u8d8a\u591a\u8d8a\u597d&#xff0c;\u8d28\u91cf\u8bc4\u4f30\u81f3\u5173\u91cd\u8981\u3002\u5e38\u7528\u6307\u6807\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>FID&#xff08;Fr\u00e9chet Inception Distance&#xff09;&#xff1a;\u8861\u91cf\u751f\u6210\u56fe\u50cf\u5206\u5e03\u4e0e\u771f\u5b9e\u5206\u5e03\u7684\u5dee\u5f02&#xff1b;<\/li>\n<li>IS&#xff08;Inception Score&#xff09;&#xff1a;\u8bc4\u4f30\u751f\u6210\u56fe\u50cf\u7684\u6e05\u6670\u5ea6\u4e0e\u591a\u6837\u6027&#xff1b;<\/li>\n<li>\u50cf\u7d20\u7ea7 IoU&#xff1a;\u5728\u7f3a\u9677\u68c0\u6d4b\u573a\u666f\u4e0b&#xff0c;\u76f4\u63a5\u8bc4\u4f30\u5408\u6210\u7f3a\u9677\u4e0e\u771f\u5b9e\u7f3a\u9677\u7684\u50cf\u7d20\u7ea7\u91cd\u5408\u5ea6\u3002<\/li>\n<\/ul>\n<p>GAN-PD \u5728\u5b9e\u9a8c\u4e2d\u901a\u8fc7\u4e0a\u8ff0\u6307\u6807\u9a8c\u8bc1\u4e86\u751f\u6210\u6837\u672c\u7684\u9ad8\u4fdd\u771f\u6027&#xff0c;\u5e76\u8fdb\u4e00\u6b65\u8bc1\u660e\u4e86&#034;\u751f\u6210\u6570\u636e &#043; \u771f\u5b9e\u6570\u636e&#034;\u6df7\u5408\u8bad\u7ec3\u80fd\u663e\u8457\u63d0\u5347\u68c0\u6d4b\u7cbe\u5ea6\u3002<\/p>\n<h3>4. \u6570\u636e\u589e\u5f3a\u8fdb\u9636&#xff1a;\u4eff\u771f\u56fe\u50cf\u53c2\u8003 &#043; \u50cf\u7d20\u7ea7\u6bd4\u5bf9<\/h3>\n<h4>4.1 \u4ece\u4f20\u7edf\u589e\u5f3a\u5230\u4eff\u771f\u9a71\u52a8\u589e\u5f3a<\/h4>\n<p>\u4f20\u7edf\u6570\u636e\u589e\u5f3a&#xff08;\u65cb\u8f6c\u3001\u7ffb\u8f6c\u3001\u88c1\u526a\u3001\u8272\u5f69\u6296\u52a8&#xff09;\u867d\u80fd\u63d0\u5347\u6a21\u578b\u6cdb\u5316\u80fd\u529b&#xff0c;\u4f46\u65e0\u6cd5\u521b\u9020&#034;\u65b0\u7c7b\u578b&#034;\u7684\u7f3a\u9677\u3002\u9762\u5bf9\u6570\u636e\u7a00\u7f3a&#xff0c;\u884c\u4e1a\u6b63\u8f6c\u5411\u4eff\u771f\u9a71\u52a8\u589e\u5f3a\u2014\u2014\u4ee5\u4eff\u771f\u56fe\u50cf\u4e3a\u53c2\u8003&#xff0c;\u7ed3\u5408\u50cf\u7d20\u7ea7\u6bd4\u5bf9&#xff0c;\u751f\u6210\u66f4\u8d34\u8fd1\u771f\u5b9e\u4ea7\u7ebf\u7684\u8bad\u7ec3\u6837\u672c\u3002<\/p>\n<h4>4.2 \u4eff\u771f\u56fe\u50cf\u53c2\u8003&#xff08;Simulation Reference&#xff09;<\/h4>\n<p>\u4eff\u771f\u56fe\u50cf\u53c2\u8003\u7684\u6838\u5fc3\u601d\u60f3\u662f&#xff1a;\u5229\u7528\u7269\u7406\u6e32\u67d3\u6216\u7a0b\u5e8f\u5316\u751f\u6210\u6280\u672f&#xff0c;\u6784\u5efa\u9762\u6599\u4e0e\u7f3a\u9677\u7684\u4eff\u771f\u6a21\u578b&#xff0c;\u518d\u4ee5\u6b64\u4e3a&#034;\u53c2\u8003\u6a21\u677f&#034;\u6307\u5bfc\u6570\u636e\u589e\u5f3a\u3002\u4f8b\u5982&#xff1a;<\/p>\n<ul>\n<li>\u6839\u636e\u9762\u6599\u7f16\u7ec7\u7ed3\u6784\u5efa\u7acb\u7eb9\u7406\u57fa\u5143\u6a21\u578b&#xff1b;<\/li>\n<li>\u4f9d\u636e\u7f3a\u9677\u7684\u7269\u7406\u6210\u56e0&#xff08;\u5f20\u529b\u5f02\u5e38\u3001\u5f02\u7269\u5d4c\u5165\u3001\u67d3\u8272\u4e0d\u5747&#xff09;\u6a21\u62df\u7f3a\u9677\u5f62\u6001&#xff1b;<\/li>\n<li>\u5c06\u4eff\u771f\u7f3a\u9677\u4ee5\u53ef\u63a7\u65b9\u5f0f&#034;\u8d34&#034;\u5230\u771f\u5b9e\u9762\u6599\u56fe\u50cf\u4e0a&#xff0c;\u751f\u6210\u5e26\u6807\u6ce8\u7684\u8bad\u7ec3\u6837\u672c\u3002<\/li>\n<\/ul>\n<h4>4.3 \u50cf\u7d20\u7ea7\u6bd4\u5bf9&#xff08;Pixel-level Comparison&#xff09;<\/h4>\n<p>\u50cf\u7d20\u7ea7\u6bd4\u5bf9\u7528\u4e8e\u786e\u4fdd\u589e\u5f3a\u540e\u7684\u6837\u672c\u4e0e\u771f\u5b9e\u7f3a\u9677\u5728\u7ec6\u8282\u4e0a\u9ad8\u5ea6\u4e00\u81f4\u3002\u5177\u4f53\u505a\u6cd5\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\u9010\u50cf\u7d20\u5dee\u5f02\u5206\u6790&#xff1a;\u5bf9\u6bd4\u5408\u6210\u7f3a\u9677\u4e0e\u771f\u5b9e\u7f3a\u9677\u7684\u7070\u5ea6\u3001\u68af\u5ea6\u3001\u7eb9\u7406\u7279\u5f81&#xff1b;<\/li>\n<li>\u8fb9\u754c\u4e00\u81f4\u6027\u6821\u9a8c&#xff1a;\u786e\u4fdd\u5408\u6210\u7f3a\u9677\u7684\u8fb9\u7f18\u8fc7\u6e21\u81ea\u7136&#xff0c;\u4e0d\u51fa\u73b0\u751f\u786c\u7684&#034;\u8d34\u56fe\u611f&#034;&#xff1b;<\/li>\n<li>\u591a\u5c3a\u5ea6\u4e00\u81f4\u6027\u7ea6\u675f&#xff1a;\u5728\u4e0d\u540c\u5206\u8fa8\u7387\u4e0b\u9a8c\u8bc1\u5408\u6210\u7f3a\u9677\u7684\u5c3a\u5ea6\u4e0d\u53d8\u6027\u3002<\/li>\n<\/ul>\n<p>\u901a\u8fc7&#034;\u4eff\u771f\u53c2\u8003 &#043; \u50cf\u7d20\u7ea7\u6bd4\u5bf9&#034;\u7684\u7ec4\u5408\u7b56\u7565&#xff0c;\u6570\u636e\u589e\u5f3a\u4ece&#034;\u76f2\u76ee\u53d8\u6362&#034;\u5347\u7ea7\u4e3a&#034;\u76ee\u6807\u660e\u786e\u7684\u9ad8\u4fdd\u771f\u5408\u6210&#034;&#xff0c;\u5927\u5e45\u63d0\u5347\u4e86\u589e\u5f3a\u6837\u672c\u5bf9\u68c0\u6d4b\u6a21\u578b\u7684\u5b9e\u9645\u589e\u76ca\u3002<\/p>\n<h3>5. FabricDefectNet&#xff1a;\u96f6\u7f3a\u9677\u6837\u672c\u68c0\u6d4b\u7684\u843d\u5730\u6846\u67b6<\/h3>\n<h4>5.1 \u6846\u67b6\u8bbe\u8ba1\u7406\u5ff5<\/h4>\n<p>FabricDefectNet \u662f 2026 \u5e74\u63d0\u51fa\u7684\u670d\u88c5\u9762\u6599\u7f3a\u9677\u68c0\u6d4b\u7f51\u7edc&#xff0c;\u5176\u6838\u5fc3\u4eae\u70b9\u5728\u4e8e\u96f6\u7f3a\u9677\u6837\u672c\u68c0\u6d4b\u80fd\u529b\u2014\u2014\u5373\u5728\u8bad\u7ec3\u9636\u6bb5\u5b8c\u5168\u4e0d\u4f9d\u8d56\u771f\u5b9e\u7f3a\u9677\u6807\u6ce8&#xff0c;\u4ec5\u4f9d\u9760\u751f\u6210\u6570\u636e\u4e0e\u4eff\u771f\u589e\u5f3a\u6837\u672c\u5b8c\u6210\u6a21\u578b\u8bad\u7ec3\u3002<\/p>\n<h4>5.2 \u6280\u672f\u67b6\u6784<\/h4>\n<p>FabricDefectNet \u91c7\u7528&#034;\u751f\u6210-\u589e\u5f3a-\u68c0\u6d4b&#034;\u4e09\u6bb5\u5f0f\u67b6\u6784&#xff1a;<\/p>\n<li>\u751f\u6210\u6a21\u5757&#xff1a;\u57fa\u4e8e GAN-PD \u5408\u6210\u4e9a\u6beb\u7c73\u7f3a\u9677\u6837\u672c&#xff0c;\u6784\u5efa\u521d\u59cb\u8bad\u7ec3\u96c6&#xff1b;<\/li>\n<li>\u589e\u5f3a\u6a21\u5757&#xff1a;\u901a\u8fc7\u4eff\u771f\u56fe\u50cf\u53c2\u8003 &#043; \u50cf\u7d20\u7ea7\u6bd4\u5bf9&#xff0c;\u5bf9\u751f\u6210\u6837\u672c\u8fdb\u884c\u7cbe\u7ec6\u5316\u589e\u5f3a&#xff0c;\u6269\u5145\u6570\u636e\u89c4\u6a21\u5e76\u63d0\u5347\u591a\u6837\u6027&#xff1b;<\/li>\n<li>\u68c0\u6d4b\u6a21\u5757&#xff1a;\u91c7\u7528\u8f7b\u91cf\u7ea7\u9aa8\u5e72\u7f51\u7edc &#043; \u591a\u5c3a\u5ea6\u7279\u5f81\u878d\u5408&#xff0c;\u5b9e\u73b0\u7f3a\u9677\u7684\u5b9a\u4f4d\u4e0e\u5206\u7c7b\u3002<\/li>\n<h4>5.3 \u96f6\u7f3a\u9677\u6837\u672c\u68c0\u6d4b\u7684\u53ef\u884c\u6027<\/h4>\n<p>FabricDefectNet \u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e&#xff1a;<\/p>\n<ul>\n<li>\u4ec5\u4f7f\u7528\u751f\u6210\u6570\u636e\u8bad\u7ec3\u7684\u6a21\u578b&#xff0c;\u5728\u771f\u5b9e\u7f3a\u9677\u6d4b\u8bd5\u96c6\u4e0a\u53d6\u5f97\u4e86\u4e0e&#034;\u5168\u771f\u5b9e\u6570\u636e\u8bad\u7ec3&#034;\u76f8\u5f53\u7684\u68c0\u6d4b\u7cbe\u5ea6&#xff1b;<\/li>\n<li>\u901a\u8fc7&#034;\u751f\u6210 &#043; \u589e\u5f3a&#034;\u6df7\u5408\u7b56\u7565&#xff0c;\u6a21\u578b\u5728\u8de8\u9762\u6599\u573a\u666f\u8fc1\u79fb\u4e2d\u8868\u73b0\u51fa\u66f4\u5f3a\u7684\u9c81\u68d2\u6027&#xff1b;<\/li>\n<li>\u96f6\u7f3a\u9677\u6837\u672c\u8bad\u7ec3\u5927\u5e45\u964d\u4f4e\u4e86\u6570\u636e\u91c7\u96c6\u4e0e\u6807\u6ce8\u6210\u672c&#xff0c;\u4f7f\u4e2d\u5c0f\u578b\u670d\u88c5\u4f01\u4e1a\u4e5f\u80fd\u90e8\u7f72 AI \u8d28\u68c0\u3002<\/li>\n<\/ul>\n<h3>6. \u751f\u6210\u5f0f AI &#043; \u6570\u636e\u589e\u5f3a\u7684\u534f\u540c\u6548\u5e94<\/h3>\n<h4>6.1 \u4e3a\u4ec0\u4e48&#034;\u751f\u6210 &#043; \u589e\u5f3a&#034;\u4f18\u4e8e\u5355\u4e00\u624b\u6bb5<\/h4>\n<ul>\n<li>\u751f\u6210\u89e3\u51b3&#034;\u6709\u65e0&#034;\u95ee\u9898&#xff1a;GAN \u4ece\u96f6\u521b\u9020\u7f3a\u9677\u6837\u672c&#xff0c;\u7a81\u7834\u6570\u636e\u7a00\u7f3a\u7684\u5929\u82b1\u677f&#xff1b;<\/li>\n<li>\u589e\u5f3a\u89e3\u51b3&#034;\u597d\u574f&#034;\u95ee\u9898&#xff1a;\u4eff\u771f\u53c2\u8003 &#043; \u50cf\u7d20\u7ea7\u6bd4\u5bf9\u63d0\u5347\u6837\u672c\u8d28\u91cf&#xff0c;\u907f\u514d\u4f4e\u8d28\u91cf\u751f\u6210\u6570\u636e\u6c61\u67d3\u6a21\u578b&#xff1b;<\/li>\n<li>\u4e8c\u8005\u4e92\u8865&#xff1a;\u751f\u6210\u63d0\u4f9b\u591a\u6837\u6027&#xff0c;\u589e\u5f3a\u63d0\u4f9b\u4fdd\u771f\u5ea6&#xff0c;\u5171\u540c\u903c\u8fd1\u771f\u5b9e\u6570\u636e\u5206\u5e03\u3002<\/li>\n<\/ul>\n<h4>6.2 \u534f\u540c\u5de5\u4f5c\u6d41<\/h4>\n<p>#mermaid-svg-gagCYW9CeWyjaanW{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-gagCYW9CeWyjaanW .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-gagCYW9CeWyjaanW .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-gagCYW9CeWyjaanW .error-icon{fill:#552222;}#mermaid-svg-gagCYW9CeWyjaanW .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-gagCYW9CeWyjaanW .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-gagCYW9CeWyjaanW .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-gagCYW9CeWyjaanW .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-gagCYW9CeWyjaanW .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-gagCYW9CeWyjaanW .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-gagCYW9CeWyjaanW .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-gagCYW9CeWyjaanW .marker{fill:#333333;stroke:#333333;}#mermaid-svg-gagCYW9CeWyjaanW .marker.cross{stroke:#333333;}#mermaid-svg-gagCYW9CeWyjaanW svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-gagCYW9CeWyjaanW p{margin:0;}#mermaid-svg-gagCYW9CeWyjaanW .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-gagCYW9CeWyjaanW .cluster-label text{fill:#333;}#mermaid-svg-gagCYW9CeWyjaanW .cluster-label span{color:#333;}#mermaid-svg-gagCYW9CeWyjaanW .cluster-label span p{background-color:transparent;}#mermaid-svg-gagCYW9CeWyjaanW .label text,#mermaid-svg-gagCYW9CeWyjaanW span{fill:#333;color:#333;}#mermaid-svg-gagCYW9CeWyjaanW .node rect,#mermaid-svg-gagCYW9CeWyjaanW .node circle,#mermaid-svg-gagCYW9CeWyjaanW .node ellipse,#mermaid-svg-gagCYW9CeWyjaanW .node polygon,#mermaid-svg-gagCYW9CeWyjaanW .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-gagCYW9CeWyjaanW .rough-node .label text,#mermaid-svg-gagCYW9CeWyjaanW .node .label text,#mermaid-svg-gagCYW9CeWyjaanW .image-shape .label,#mermaid-svg-gagCYW9CeWyjaanW .icon-shape .label{text-anchor:middle;}#mermaid-svg-gagCYW9CeWyjaanW .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-gagCYW9CeWyjaanW .rough-node .label,#mermaid-svg-gagCYW9CeWyjaanW .node .label,#mermaid-svg-gagCYW9CeWyjaanW .image-shape .label,#mermaid-svg-gagCYW9CeWyjaanW .icon-shape .label{text-align:center;}#mermaid-svg-gagCYW9CeWyjaanW .node.clickable{cursor:pointer;}#mermaid-svg-gagCYW9CeWyjaanW .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-gagCYW9CeWyjaanW .arrowheadPath{fill:#333333;}#mermaid-svg-gagCYW9CeWyjaanW .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-gagCYW9CeWyjaanW .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-gagCYW9CeWyjaanW .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-gagCYW9CeWyjaanW .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-gagCYW9CeWyjaanW .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-gagCYW9CeWyjaanW .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-gagCYW9CeWyjaanW .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-gagCYW9CeWyjaanW .cluster text{fill:#333;}#mermaid-svg-gagCYW9CeWyjaanW .cluster span{color:#333;}#mermaid-svg-gagCYW9CeWyjaanW div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-gagCYW9CeWyjaanW .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-gagCYW9CeWyjaanW rect.text{fill:none;stroke-width:0;}#mermaid-svg-gagCYW9CeWyjaanW .icon-shape,#mermaid-svg-gagCYW9CeWyjaanW .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-gagCYW9CeWyjaanW .icon-shape p,#mermaid-svg-gagCYW9CeWyjaanW .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-gagCYW9CeWyjaanW .icon-shape .label rect,#mermaid-svg-gagCYW9CeWyjaanW .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-gagCYW9CeWyjaanW .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-gagCYW9CeWyjaanW .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-gagCYW9CeWyjaanW :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<span class=\"edgeLabel\"><\/span><span 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