{"id":51962,"date":"2025-08-11T08:55:37","date_gmt":"2025-08-11T00:55:37","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/51962.html"},"modified":"2025-08-11T08:55:37","modified_gmt":"2025-08-11T00:55:37","slug":"%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0%e5%9c%a8%e9%87%8f%e5%8c%96%e4%ba%a4%e6%98%93%e4%b8%ad%e7%9a%84%e7%a6%81%e5%8c%ba%ef%bc%9a%e5%9b%9e%e6%b5%8b%e8%a1%a8%e7%8e%b0%e5%a5%bd%e5%ae%9e%e7%9b%98%e4%ba%8f","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/51962.html","title":{"rendered":"\u5f3a\u5316\u5b66\u4e60\u5728\u91cf\u5316\u4ea4\u6613\u4e2d\u7684\u7981\u533a\uff1a\u56de\u6d4b\u8868\u73b0\u597d\u5b9e\u76d8\u4e8f\u94b1\u76844\u4e2a\u539f\u56e0"},"content":{"rendered":"<h3>\u5f15\u8a00<\/h3>\n<p>\u201c\u4e3a\u4ec0\u4e48\u4f60\u7684\u5f3a\u5316\u5b66\u4e60\u7b56\u7565\u5728\u56de\u6d4b\u4e2d\u5e74\u5316 50%\uff0c\u5230\u4e86\u5b9e\u76d8\u5374\u4e09\u4e2a\u6708\u4e8f\u5149\u672c\u91d1\uff1f\u201d<\/p>\n<p>\u5982\u679c\u4f60\u505a\u8fc7\u91cf\u5316\u4ea4\u6613\uff0c\u5c24\u5176\u662f\u5c1d\u8bd5\u7528\u5f3a\u5316\u5b66\u4e60\uff08Reinforcement Learning, RL\uff09\uff0c\u8fd9\u79cd\u573a\u666f\u53ef\u80fd\u5e76\u4e0d\u964c\u751f\uff1a<\/p>\n<ul>\n<li>\n<p>\u56de\u6d4b\u66f2\u7ebf\u5e73\u6ed1\u5411\u4e0a\uff0c\u6700\u5927\u56de\u64a4\u53ef\u63a7\uff0c\u80dc\u7387\u7a33\u5b9a<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u53c2\u6570\u548c\u67b6\u6784\u8c03\u5230\u6781\u81f4\uff0c\u6bcf\u6b21\u8fed\u4ee3\u90fd\u5e26\u6765\u66f4\u9ad8\u7684 Sharpe Ratio<\/p>\n<\/li>\n<li>\n<p>\u770b\u4f3c\u5b8c\u7f8e\u5230\u8ba9\u4eba\u6000\u7591\u81ea\u5df1\u662f\u4e0d\u662f\u53d1\u73b0\u4e86\u5e02\u573a\u7684\u201c\u5370\u949e\u673a\u201d<\/p>\n<\/li>\n<\/ul>\n<p>\u53ef\u4e00\u65e6\u4e0a\u5230\u5b9e\u76d8\u2014\u2014\u73b0\u5b9e\u5c31\u50cf\u4e00\u8bb0\u91cd\u62f3\uff1a\u6ed1\u70b9\u541e\u6389\u5229\u6da6\uff0c\u4ea4\u6613\u4fe1\u53f7\u5ef6\u8fdf\u5bfc\u81f4\u9519\u4ef7\u6210\u4ea4\uff0c\u7b56\u7565\u7a81\u7136\u50cf\u5931\u5fc6\u4e86\u4e00\u6837\uff0c\u8fde\u8fde\u8e29\u96f7\u3002<\/p>\n<hr>\n<h4>\u5f3a\u5316\u5b66\u4e60\u7684\u201c\u871c\u7cd6\u201d\u4e0e\u201c\u6bd2\u836f\u201d<\/h4>\n<p>\u5f3a\u5316\u5b66\u4e60\u5728\u91d1\u878d\u5708\u7684\u70ed\u5ea6\u4e0d\u96be\u7406\u89e3\uff1a<\/p>\n<ul>\n<li>\n<p>\u5b83\u5929\u751f\u9002\u5408\u5904\u7406\u52a8\u6001\u51b3\u7b56\u95ee\u9898<\/p>\n<\/li>\n<li>\n<p>\u80fd\u4e0d\u65ad\u81ea\u6211\u8fed\u4ee3\uff0c\u7406\u8bba\u4e0a\u53ef\u4ee5\u9002\u5e94\u590d\u6742\u591a\u53d8\u7684\u5e02\u573a<\/p>\n<\/li>\n<li>\n<p>Papers With Code \u4e0a\u4e00\u5806\u6f02\u4eae\u7684\u6536\u76ca\u66f2\u7ebf\u56fe\u8ba9\u4eba\u70ed\u8840\u6cb8\u817e<\/p>\n<\/li>\n<\/ul>\n<p>\u7136\u800c\uff0c\u5e02\u573a\u4e0d\u662f\u56f4\u68cb\u68cb\u76d8\u3002<\/p>\n<ul>\n<li>\n<p>\u68cb\u5c40\u89c4\u5219\u56fa\u5b9a\uff0c\u800c\u91d1\u878d\u5e02\u573a\u6bcf\u5929\u90fd\u5728\u53d8<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u7684\u8bad\u7ec3\u73af\u5883\u548c\u771f\u5b9e\u4ea4\u6613\u73af\u5883\u4e4b\u95f4\uff0c\u5f80\u5f80\u9694\u7740\u65e0\u5f62\u7684\u201c\u73b0\u5b9e\u9e3f\u6c9f\u201d<\/p>\n<\/li>\n<li>\n<p>\u5728\u8fd9\u6761\u9e3f\u6c9f\u91cc\uff0c\u6389\u4e0b\u53bb\u7684\uff0c\u90fd\u662f\u5b9e\u6253\u5b9e\u7684\u8d44\u91d1<\/p>\n<\/li>\n<\/ul>\n<hr>\n<h4>\u4f60\u6ca1\u88ab\u544a\u77e5\u7684\u771f\u76f8<\/h4>\n<p>\u5238\u5546\u548c\u4ea4\u6613\u5e73\u53f0\u4e0d\u4f1a\u544a\u8bc9\u4f60\u5f3a\u5316\u5b66\u4e60\u7684\u201c\u6697\u7901\u533a\u201d\uff0c\u56e0\u4e3a\uff1a<\/p>\n<ul>\n<li>\n<p>\u4ed6\u4eec\u7684\u6536\u76ca\u6765\u81ea\u4e8e\u4f60\u7684\u4ea4\u6613\u6b21\u6570\u548c\u8d44\u91d1\u89c4\u6a21\uff0c\u800c\u4e0d\u662f\u4f60\u7684\u76c8\u5229<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u5728\u56de\u6d4b\u4e2d\u770b\u8d77\u6765\u8d8a\u6f02\u4eae\uff0c\u4f60\u8d8a\u5bb9\u6613\u52a0\u4ed3\u3001\u52a0\u9891\u3001\u52a0\u98ce\u9669<\/p>\n<\/li>\n<\/ul>\n<p>\u800c\u73b0\u5b9e\u662f\uff0c\u5373\u4fbf\u662f\u9876\u7ea7\u5bf9\u51b2\u57fa\u91d1\uff0c\u4e5f\u4f1a\u4e25\u683c\u9650\u5236 RL \u7b56\u7565\u7684\u5b9e\u76d8\u6743\u91cd\uff0c\u539f\u56e0\u5f88\u7b80\u5355\uff1a<\/p>\n<p>\u56de\u6d4b\u8868\u73b0 \u2260 \u5b9e\u76d8\u6536\u76ca<\/p>\n<hr>\n<h4>\u672c\u6587\u7684\u4e3b\u65e8<\/h4>\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4f1a\u5e26\u4f60\u9010\u4e00\u62c6\u89e3\u2014\u2014 \u4e3a\u4ec0\u4e48\u5f3a\u5316\u5b66\u4e60\u7b56\u7565\u5728\u56de\u6d4b\u4e2d\u65e0\u654c\uff0c\u4f46\u5728\u5b9e\u76d8\u4e2d\u5374\u80fd\u4e8f\u5f97\u6000\u7591\u4eba\u751f\u3002 \u5177\u4f53\u6765\u8bf4\uff0c\u662f\u56db\u4e2a\u8db3\u4ee5\u8ba9\u4f60\u8840\u4e8f\u7684\u6838\u5fc3\u539f\u56e0\uff1a<\/p>\n<li>\n<p>\u6570\u636e\u96c6\u8fc7\u62df\u5408\uff08\u5386\u53f2\u6570\u636e\u7684\u201c\u6e29\u5ba4\u6548\u5e94\u201d\uff09<\/p>\n<\/li>\n<li>\n<p>\u73af\u5883\u5047\u8bbe\u4e0e\u5e02\u573a\u5fae\u7ed3\u6784\u504f\u5dee<\/p>\n<\/li>\n<li>\n<p>\u5956\u52b1\u51fd\u6570\u9519\u914d\uff08Reward Misalignment\uff09<\/p>\n<\/li>\n<li>\n<p>\u5e02\u573a\u975e\u5e73\u7a33\u6027\uff08Non-Stationarity\uff09<\/p>\n<\/li>\n<p>\u6700\u540e\uff0c\u4f60\u4f1a\u53d1\u73b0\uff0c\u5f3a\u5316\u5b66\u4e60\u5728\u91cf\u5316\u4ea4\u6613\u4e2d\u66f4\u50cf\u4e00\u628a\u950b\u5229\u7684\u6b66\u5668\u2014\u2014\u80fd\u6210\u5c31\u4f60\uff0c\u4e5f\u80fd\u6bc1\u4e86\u4f60\u3002<\/p>\n<p>&nbsp; <\/p>\n<h3>\u7b2c\u4e00\u90e8\u5206\uff1a\u6570\u636e\u96c6\u8fc7\u62df\u5408\uff08\u5386\u53f2\u6570\u636e\u7684\u201c\u6e29\u5ba4\u6548\u5e94\u201d\uff09<\/h3>\n<p>\u60f3\u8c61\u4e00\u4e0b\uff1a \u4f60\u5728 2015\u20132020 \u5e74\u7684 A \u80a1\u6570\u636e\u4e0a\u8bad\u7ec3\u4e86\u4e00\u4e2a\u57fa\u4e8e\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\uff08Deep RL\uff09\u7684\u4ea4\u6613\u7b56\u7565\u2014\u2014<\/p>\n<ul>\n<li>\n<p>\u8bad\u7ec3\u96c6\uff1a2015\u20132018 \u5e74<\/p>\n<\/li>\n<li>\n<p>\u9a8c\u8bc1\u96c6\uff1a2019 \u5e74<\/p>\n<\/li>\n<li>\n<p>\u6d4b\u8bd5\u96c6\uff1a2020 \u5e74 \u7ed3\u679c\u60ca\u8273\uff1a<\/p>\n<\/li>\n<li>\n<p>\u5e74\u5316\u6536\u76ca\u7387\uff1a51%<\/p>\n<\/li>\n<li>\n<p>\u6700\u5927\u56de\u64a4\uff1a8%<\/p>\n<\/li>\n<li>\n<p>Sharpe Ratio\uff1a2.7 \u56de\u6d4b\u66f2\u7ebf\u5e73\u6ed1\u5f97\u50cf\u6559\u79d1\u4e66\u4e0a\u7684\u7406\u60f3\u6a21\u578b\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u4f60\u4fe1\u5fc3\u6ee1\u6ee1\u6295\u5165\u5b9e\u76d8\uff0c\u7ed3\u679c\u7b2c\u4e00\u5b63\u5ea6\u5c31\u4e8f\u6389 20%\uff0c\u5e76\u4e14\u56de\u64a4\u66f2\u7ebf\u50cf\u5fc3\u7535\u56fe\u4e00\u6837\u6296\u52a8\u3002 \u95ee\u9898\u662f\u2014\u2014\u4e3a\u4ec0\u4e48\uff1f<\/p>\n<hr>\n<h4>1. \u8fc7\u62df\u5408\u7684\u672c\u8d28<\/h4>\n<p>\u8fc7\u62df\u5408\uff08Overfitting\uff09\u6307\u7684\u662f\u6a21\u578b\u5b66\u5230\u4e86\u5386\u53f2\u6570\u636e\u4e2d\u7684\u201c\u566a\u58f0\u201d\u4e0e\u5076\u7136\u6a21\u5f0f\uff0c\u800c\u4e0d\u662f\u53ef\u6cdb\u5316\u7684\u89c4\u5f8b\u3002 \u5728\u5f3a\u5316\u5b66\u4e60\u4ea4\u6613\u4e2d\uff0c\u5b83\u8868\u73b0\u5f97\u5c24\u4e3a\u9690\u853d\uff1a<\/p>\n<ul>\n<li>\n<p>\u9ad8\u7ef4\u7279\u5f81\u7a7a\u95f4\uff1a\u4f60\u53ef\u80fd\u8f93\u5165\u4e86\u51e0\u5341\u751a\u81f3\u4e0a\u767e\u4e2a<\/p>\n<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb11\u6b21\u3002\u5f3a\u5316\u5b66\u4e60\u5728\u91cf\u5316\u4ea4\u6613\u4e2d\u7684\u9677\u9631\uff1a\u4ece\u56de\u6d4b\u5929\u5802\u5230\u5b9e\u76d8\u5730\u72f1 \u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u7b56\u7565\u5728\u56de\u6d4b\u4e2d\u8868\u73b0\u4f18\u5f02\u5374\u5e38\u5728\u5b9e\u9645\u4ea4\u6613\u4e2d\u60e8\u8d25\uff0c\u6839\u672c\u539f\u56e0\u5728\u4e8e\u56db\u4e2a\u5173\u952e\u9677\u9631\uff1a1\uff09\u5386\u53f2\u6570\u636e\u8fc7\u62df\u5408\u5bfc\u81f4\u6a21\u578b\u4f9d\u8d56\u4e0d\u53ef\u590d\u73b0\u7684\u566a\u58f0\u6a21\u5f0f\uff1b2\uff09\u7406\u60f3\u5316\u4ea4\u6613\u73af\u5883\u5047\u8bbe\u5ffd\u89c6\u4e86\u6ed1\u70b9\u3001\u51b2\u51fb\u6210\u672c\u7b49\u5e02\u573a\u5fae\u7ed3\u6784\u56e0\u7d20\uff1b3\uff09\u5956\u52b1\u51fd\u6570\u8bbe\u8ba1\u4e0d\u5f53\uff0c\u8fc7\u5ea6\u8ffd\u6c42\u6536\u76ca\u800c\u5ffd\u7565\u98ce\u9669\u7ea6\u675f\uff1b4\uff09\u5e02\u573a\u975e\u5e73\u7a33\u6027\u4f7f\u8bad\u7ec3\u6570\u636e\u5206\u5e03\u4e0e\u5b9e\u65f6\u5e02\u573a\u8131\u8282\u3002\u8fd9\u4e9b\u56e0\u7d20\u5171\u540c\u9020\u6210RL\u7b56\u7565\u5728\u5b9e\u76d8\u4e2d\u5931\u6548\uff0c\u8868\u73b0\u4e3a\u5229\u6da6\u88ab\u4ea4\u6613\u6210\u672c\u541e\u566c\u3001\u6781\u7aef\u98ce\u9669\u66b4\u9732\u6216\u5e02\u573a\u53d8\u5316\u9002\u5e94\u5931\u8d25\u3002\u6709\u6548\u7684\u89e3\u51b3\u65b9\u6848\u5305\u62ec\u4e25\u683c\u7684\u65f6\u95f4\u5e8f\u5217\u9a8c\u8bc1\u3001\u9ad8\u4eff\u771f\u5e02\u573a\u6a21\u62df\u3001\u98ce\u9669\u654f\u611f\u578b\u5956\u52b1\u8bbe\u8ba1\u4ee5\u53ca<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[752,1158],"topic":[],"class_list":["post-51962","post","type-post","status-publish","format-standard","hentry","category-server","tag-752","tag-1158"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5f3a\u5316\u5b66\u4e60\u5728\u91cf\u5316\u4ea4\u6613\u4e2d\u7684\u7981\u533a\uff1a\u56de\u6d4b\u8868\u73b0\u597d\u5b9e\u76d8\u4e8f\u94b1\u76844\u4e2a\u539f\u56e0 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/51962.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5f3a\u5316\u5b66\u4e60\u5728\u91cf\u5316\u4ea4\u6613\u4e2d\u7684\u7981\u533a\uff1a\u56de\u6d4b\u8868\u73b0\u597d\u5b9e\u76d8\u4e8f\u94b1\u76844\u4e2a\u539f\u56e0 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb11\u6b21\u3002\u5f3a\u5316\u5b66\u4e60\u5728\u91cf\u5316\u4ea4\u6613\u4e2d\u7684\u9677\u9631\uff1a\u4ece\u56de\u6d4b\u5929\u5802\u5230\u5b9e\u76d8\u5730\u72f1 \u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u7b56\u7565\u5728\u56de\u6d4b\u4e2d\u8868\u73b0\u4f18\u5f02\u5374\u5e38\u5728\u5b9e\u9645\u4ea4\u6613\u4e2d\u60e8\u8d25\uff0c\u6839\u672c\u539f\u56e0\u5728\u4e8e\u56db\u4e2a\u5173\u952e\u9677\u9631\uff1a1\uff09\u5386\u53f2\u6570\u636e\u8fc7\u62df\u5408\u5bfc\u81f4\u6a21\u578b\u4f9d\u8d56\u4e0d\u53ef\u590d\u73b0\u7684\u566a\u58f0\u6a21\u5f0f\uff1b2\uff09\u7406\u60f3\u5316\u4ea4\u6613\u73af\u5883\u5047\u8bbe\u5ffd\u89c6\u4e86\u6ed1\u70b9\u3001\u51b2\u51fb\u6210\u672c\u7b49\u5e02\u573a\u5fae\u7ed3\u6784\u56e0\u7d20\uff1b3\uff09\u5956\u52b1\u51fd\u6570\u8bbe\u8ba1\u4e0d\u5f53\uff0c\u8fc7\u5ea6\u8ffd\u6c42\u6536\u76ca\u800c\u5ffd\u7565\u98ce\u9669\u7ea6\u675f\uff1b4\uff09\u5e02\u573a\u975e\u5e73\u7a33\u6027\u4f7f\u8bad\u7ec3\u6570\u636e\u5206\u5e03\u4e0e\u5b9e\u65f6\u5e02\u573a\u8131\u8282\u3002\u8fd9\u4e9b\u56e0\u7d20\u5171\u540c\u9020\u6210RL\u7b56\u7565\u5728\u5b9e\u76d8\u4e2d\u5931\u6548\uff0c\u8868\u73b0\u4e3a\u5229\u6da6\u88ab\u4ea4\u6613\u6210\u672c\u541e\u566c\u3001\u6781\u7aef\u98ce\u9669\u66b4\u9732\u6216\u5e02\u573a\u53d8\u5316\u9002\u5e94\u5931\u8d25\u3002\u6709\u6548\u7684\u89e3\u51b3\u65b9\u6848\u5305\u62ec\u4e25\u683c\u7684\u65f6\u95f4\u5e8f\u5217\u9a8c\u8bc1\u3001\u9ad8\u4eff\u771f\u5e02\u573a\u6a21\u62df\u3001\u98ce\u9669\u654f\u611f\u578b\u5956\u52b1\u8bbe\u8ba1\u4ee5\u53ca\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/51962.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2025-08-11T00:55:37+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/51962.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/51962.html\",\"name\":\"\u5f3a\u5316\u5b66\u4e60\u5728\u91cf\u5316\u4ea4\u6613\u4e2d\u7684\u7981\u533a\uff1a\u56de\u6d4b\u8868\u73b0\u597d\u5b9e\u76d8\u4e8f\u94b1\u76844\u4e2a\u539f\u56e0 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2025-08-11T00:55:37+00:00\",\"dateModified\":\"2025-08-11T00:55:37+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/51962.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/51962.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/51962.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u5f3a\u5316\u5b66\u4e60\u5728\u91cf\u5316\u4ea4\u6613\u4e2d\u7684\u7981\u533a\uff1a\u56de\u6d4b\u8868\u73b0\u597d\u5b9e\u76d8\u4e8f\u94b1\u76844\u4e2a\u539f\u56e0\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u5f3a\u5316\u5b66\u4e60\u5728\u91cf\u5316\u4ea4\u6613\u4e2d\u7684\u7981\u533a\uff1a\u56de\u6d4b\u8868\u73b0\u597d\u5b9e\u76d8\u4e8f\u94b1\u76844\u4e2a\u539f\u56e0 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/51962.html","og_locale":"zh_CN","og_type":"article","og_title":"\u5f3a\u5316\u5b66\u4e60\u5728\u91cf\u5316\u4ea4\u6613\u4e2d\u7684\u7981\u533a\uff1a\u56de\u6d4b\u8868\u73b0\u597d\u5b9e\u76d8\u4e8f\u94b1\u76844\u4e2a\u539f\u56e0 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb11\u6b21\u3002\u5f3a\u5316\u5b66\u4e60\u5728\u91cf\u5316\u4ea4\u6613\u4e2d\u7684\u9677\u9631\uff1a\u4ece\u56de\u6d4b\u5929\u5802\u5230\u5b9e\u76d8\u5730\u72f1 \u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u7b56\u7565\u5728\u56de\u6d4b\u4e2d\u8868\u73b0\u4f18\u5f02\u5374\u5e38\u5728\u5b9e\u9645\u4ea4\u6613\u4e2d\u60e8\u8d25\uff0c\u6839\u672c\u539f\u56e0\u5728\u4e8e\u56db\u4e2a\u5173\u952e\u9677\u9631\uff1a1\uff09\u5386\u53f2\u6570\u636e\u8fc7\u62df\u5408\u5bfc\u81f4\u6a21\u578b\u4f9d\u8d56\u4e0d\u53ef\u590d\u73b0\u7684\u566a\u58f0\u6a21\u5f0f\uff1b2\uff09\u7406\u60f3\u5316\u4ea4\u6613\u73af\u5883\u5047\u8bbe\u5ffd\u89c6\u4e86\u6ed1\u70b9\u3001\u51b2\u51fb\u6210\u672c\u7b49\u5e02\u573a\u5fae\u7ed3\u6784\u56e0\u7d20\uff1b3\uff09\u5956\u52b1\u51fd\u6570\u8bbe\u8ba1\u4e0d\u5f53\uff0c\u8fc7\u5ea6\u8ffd\u6c42\u6536\u76ca\u800c\u5ffd\u7565\u98ce\u9669\u7ea6\u675f\uff1b4\uff09\u5e02\u573a\u975e\u5e73\u7a33\u6027\u4f7f\u8bad\u7ec3\u6570\u636e\u5206\u5e03\u4e0e\u5b9e\u65f6\u5e02\u573a\u8131\u8282\u3002\u8fd9\u4e9b\u56e0\u7d20\u5171\u540c\u9020\u6210RL\u7b56\u7565\u5728\u5b9e\u76d8\u4e2d\u5931\u6548\uff0c\u8868\u73b0\u4e3a\u5229\u6da6\u88ab\u4ea4\u6613\u6210\u672c\u541e\u566c\u3001\u6781\u7aef\u98ce\u9669\u66b4\u9732\u6216\u5e02\u573a\u53d8\u5316\u9002\u5e94\u5931\u8d25\u3002\u6709\u6548\u7684\u89e3\u51b3\u65b9\u6848\u5305\u62ec\u4e25\u683c\u7684\u65f6\u95f4\u5e8f\u5217\u9a8c\u8bc1\u3001\u9ad8\u4eff\u771f\u5e02\u573a\u6a21\u62df\u3001\u98ce\u9669\u654f\u611f\u578b\u5956\u52b1\u8bbe\u8ba1\u4ee5\u53ca","og_url":"https:\/\/www.wsisp.com\/helps\/51962.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2025-08-11T00:55:37+00:00","author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/51962.html","url":"https:\/\/www.wsisp.com\/helps\/51962.html","name":"\u5f3a\u5316\u5b66\u4e60\u5728\u91cf\u5316\u4ea4\u6613\u4e2d\u7684\u7981\u533a\uff1a\u56de\u6d4b\u8868\u73b0\u597d\u5b9e\u76d8\u4e8f\u94b1\u76844\u4e2a\u539f\u56e0 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2025-08-11T00:55:37+00:00","dateModified":"2025-08-11T00:55:37+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/51962.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/51962.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/51962.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u5f3a\u5316\u5b66\u4e60\u5728\u91cf\u5316\u4ea4\u6613\u4e2d\u7684\u7981\u533a\uff1a\u56de\u6d4b\u8868\u73b0\u597d\u5b9e\u76d8\u4e8f\u94b1\u76844\u4e2a\u539f\u56e0"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/51962","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=51962"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/51962\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=51962"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=51962"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=51962"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=51962"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}