{"id":291985,"date":"2024-05-20T14:06:53","date_gmt":"2024-05-20T06:06:53","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/291985.html"},"modified":"2024-05-20T14:06:58","modified_gmt":"2024-05-20T06:06:58","slug":"%e9%9a%8f%e6%9c%ba%e6%95%b0%e6%98%af%e5%a6%82%e4%bd%95%e4%ba%a7%e7%94%9f%e7%9a%84","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/291985.html","title":{"rendered":"\u968f\u673a\u6570\u662f\u5982\u4f55\u4ea7\u751f\u7684"},"content":{"rendered":"<p style=\"text-align:center\"><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/27134619\/bff26c75-e707-4bd9-89cc-4c7e80b84c80.webp\" alt=\"\u968f\u673a\u6570\u662f\u5982\u4f55\u4ea7\u751f\u7684\" \/><\/p>\n<p><p>\u968f\u673a\u6570\u4ea7\u751f\u7684\u65b9\u5f0f\u4e3b\u8981\u6709\u4e24\u79cd\uff1a\u786c\u4ef6\u968f\u673a\u6570\u751f\u6210\u5668\uff08HRNGs\uff09\u548c\u4f2a\u968f\u673a\u6570\u751f\u6210\u5668\uff08PRNGs\uff09\u3002<strong>\u786c\u4ef6\u968f\u673a\u6570\u751f\u6210\u5668\u4f9d\u8d56\u4e8e\u7269\u7406\u8fc7\u7a0b<\/strong>\uff0c\u800c\u4f2a\u968f\u673a\u6570\u751f\u6210\u5668\u5219\u4f9d\u9760\u6570\u5b66\u7b97\u6cd5\u3002\u786c\u4ef6\u968f\u673a\u751f\u6210\u5668\u5e38\u5e38\u5229\u7528\u7535\u5b50\u566a\u58f0\u6216\u91cf\u5b50\u73b0\u8c61\uff0c\u6bd4\u5982<em><strong>\u653e\u5c04\u6027\u8870\u53d8<\/strong><\/em>\u7684\u968f\u673a\u6027\uff0c\u4ea7\u751f\u968f\u673a\u6570\u3002\u800c\u4f2a\u968f\u673a\u6570\u751f\u6210\u5668\u5219\u901a\u8fc7\u4e00\u4e2a\u521d\u59cb\u503c\uff08\u79cd\u5b50\uff09\u4ee5\u53ca\u590d\u6742\u7684\u7b97\u6cd5\u4ea7\u751f\u770b\u4f3c\u968f\u673a\u7684\u4e00\u7cfb\u5217\u6570\u503c\u3002\u867d\u7136\u4f2a\u968f\u673a\u6570\u5e76\u4e0d\u662f\u771f\u6b63\u7684\u968f\u673a\uff0c\u4f46\u5b83\u4eec\u5bf9\u4e8e\u5927\u591a\u6570\u5e94\u7528\u6765\u8bf4\u8db3\u591f \u201c\u968f\u673a\u201d\uff0c\u800c\u4e14\u66f4\u5bb9\u6613\u751f\u6210\u4e0e\u590d\u5236\u3002<\/p>\n<\/p>\n<p><p>\u63a5\u4e0b\u6765\uff0c\u6211\u5c06\u8be6\u7ec6\u63a2\u8ba8\u8fd9\u4e24\u79cd\u968f\u673a\u6570\u751f\u6210\u65b9\u5f0f\u53ca\u5176\u539f\u7406\u3001\u4f18\u70b9\u548c\u5e94\u7528\u9886\u57df\u3002<\/p>\n<\/p>\n<p><h3><strong>\u4e00\u3001\u786c\u4ef6\u968f\u673a\u6570\u751f\u6210\u5668(HRNGs)<\/strong><\/h3>\n<\/p>\n<p><p><strong>\u7269\u7406\u8fc7\u7a0b\u7684\u5229\u7528<\/strong><\/p>\n<\/p>\n<p><p>\u786c\u4ef6\u968f\u673a\u6570\u751f\u6210\u5668\u57fa\u4e8e\u65e0\u6cd5\u9884\u6d4b\u7684\u7269\u7406\u8fc7\u7a0b\uff0c\u6bd4\u5982\u7535\u5b50\u566a\u58f0\u3002\u8fd9\u4e9b\u7269\u7406\u8fc7\u7a0b\u53d7\u5230\u91cf\u5b50\u529b\u5b66\u89c4\u5219\u7684\u5f71\u54cd\uff0c\u96be\u4ee5\u88ab\u51c6\u786e\u6a21\u62df\u6216\u9884\u6d4b\uff0c\u56e0\u800c\u53ef\u4ee5\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u771f\u968f\u673a\u6570\u3002<\/p>\n<\/p>\n<p><p><strong>\u5e38\u89c1\u7684\u7269\u7406\u73b0\u8c61<\/strong><\/p>\n<\/p>\n<ol>\n<li><strong>\u70ed\u566a\u58f0<\/strong>\uff1a\u6765\u81ea\u7535\u963b\u7684\u81ea\u7136\u70ed\u632f\u52a8\u4ea7\u751f\u7684\u7535\u538b\u6216\u7535\u6d41\u6ce2\u52a8\u3002\u8fd9\u79cd\u566a\u58f0\u662f\u7eaf\u7cb9\u7684\u968f\u673a\u8fc7\u7a0b\uff0c\u53ef\u4ee5\u8f6c\u6362\u4e3a\u968f\u673a\u6570\u3002<\/li>\n<li><strong>\u5149\u5b50\u5230\u8fbe\u65f6\u95f4\u5dee\u5f02<\/strong>\uff1a\u5149\u5b50\u5728\u63a2\u6d4b\u5668\u4e0a\u7684\u5230\u8fbe\u65f6\u95f4\u5177\u6709\u968f\u673a\u6027\uff0c\u8be5\u65f6\u95f4\u5dee\u5f02\u53ef\u4ee5\u88ab\u7528\u4e8e\u751f\u6210\u968f\u673a\u6570\u3002<\/li>\n<li><strong>\u91cf\u5b50\u96a7\u7a7f\u6548\u5e94<\/strong>\uff1a\u5728\u5fae\u5c0f\u5c3a\u5ea6\u4e0b\uff0c\u7535\u5b50\u6709\u4e00\u5b9a\u51e0\u7387\u7a7f\u8fc7\u6f5c\u5728\u7684\u80fd\u91cf\u5c4f\u969c\uff0c\u8fd9\u4e2a\u8fc7\u7a0b\u662f\u4e0d\u786e\u5b9a\u7684\uff0c\u53ef\u7528\u6765\u4ea7\u751f\u968f\u673a\u6570\u3002<\/li>\n<\/ol>\n<p><p><strong>\u4f18\u70b9<\/strong><\/p>\n<\/p>\n<ul>\n<li><strong>\u4e0d\u53ef\u9884\u6d4b\u6027<\/strong>\uff1a\u5229\u7528\u57fa\u672c\u7269\u7406\u8fc7\u7a0b\u4ea7\u751f\u7684\u968f\u673a\u6570\u96be\u4ee5\u9884\u6d4b\uff0c\u63d0\u4f9b\u771f\u6b63\u7684\u968f\u673a\u6027\u3002<\/li>\n<li><strong>\u4e0d\u91cd\u590d\u6027<\/strong>\uff1a\u751f\u6210\u7684\u968f\u673a\u6570\u5e8f\u5217\u4e0d\u4f1a\u91cd\u590d\uff0c\u6bcf\u4e2a\u6570\u90fd\u662f\u72ec\u7acb\u4e14\u4e0d\u53ef\u9884\u6d4b\u7684\u3002<\/li>\n<\/ul>\n<p><p><strong>\u5e94\u7528\u9886\u57df<\/strong><\/p>\n<\/p>\n<ul>\n<li><strong>\u5bc6\u7801\u5b66<\/strong>\uff1a\u751f\u6210\u5bc6\u94a5\u548c\u52a0\u5bc6\u64cd\u4f5c\u65f6\u7684\u968f\u673a\u6570\u9700\u8981\u6781\u9ad8\u7684\u968f\u673a\u6027\u548c\u5b89\u5168\u6027\u3002<\/li>\n<li><strong>\u79d1\u5b66\u7814\u7a76<\/strong>\uff1a\u5728\u6a21\u62df\u81ea\u7136\u8fc7\u7a0b\u53ca\u8fdb\u884c\u9ad8\u7cbe\u5ea6\u8ba1\u91cf\u65f6\u3002<\/li>\n<li><strong>\u8d4c\u535a\u884c\u4e1a<\/strong>\uff1a\u786e\u4fdd\u6e38\u620f\u7ed3\u679c\u7684\u516c\u5e73\u6027\u548c\u4e0d\u53ef\u9884\u6d4b\u6027\u3002<\/li>\n<\/ul>\n<p><h3><strong>\u4e8c\u3001\u4f2a\u968f\u673a\u6570\u751f\u6210\u5668(PRNGs)<\/strong><\/h3>\n<\/p>\n<p><p><strong>\u6570\u5b66\u7b97\u6cd5<\/strong><\/p>\n<\/p>\n<p><p>\u4f2a\u968f\u673a\u6570\u751f\u6210\u5668\u5229\u7528\u6570\u5b66\u7b97\u6cd5\uff0c\u4ee5\u4e00\u4e2a\u521d\u59cb\u7684\u968f\u673a\u79cd\u5b50\u4f5c\u4e3a\u8d77\u70b9\uff0c\u901a\u8fc7\u9012\u5f52\u6216\u8fed\u4ee3\u7684\u65b9\u5f0f\u751f\u6210\u4e00\u7cfb\u5217\u968f\u673a\u6570\u5b57\u3002<\/p>\n<\/p>\n<p><p><strong>\u6838\u5fc3\u7b97\u6cd5\u793a\u4f8b<\/strong><\/p>\n<\/p>\n<ol>\n<li><strong>\u7ebf\u6027\u540c\u4f59\u65b9\u6cd5\uff08LCG\uff09<\/strong>\uff1a\u4e00\u4e2a\u7b80\u5355\u7684PRNG\u7b97\u6cd5\uff0c\u751f\u6210\u5e8f\u5217\u7531\u516c\u5f0f <code>X_(n+1) = (aX_n + c) mod m<\/code> \u51b3\u5b9a\uff0c\u5176\u4e2d <code>a<\/code>\u3001<code>c<\/code> \u548c <code>m<\/code> \u662f\u7b97\u6cd5\u7684\u5e38\u6570\u53c2\u6570\u3002<\/li>\n<li><strong>\u6885\u68ee\u65cb\u8f6c\u7b97\u6cd5\uff08MT19937\uff09<\/strong>\uff1a\u4e00\u4e2a\u8457\u540d\u7684PRNG\u7b97\u6cd5\uff0c\u4ee519937\u4f5c\u4e3a\u7d20\u6570\u7684\u9ed8\u68ee\u65cb\u8f6c\u65b9\u6848\uff0c\u5b83\u63d0\u4f9b\u4e86\u826f\u597d\u7684\u7edf\u8ba1\u6027\u8d28\u548c\u4e00\u4e2a\u5f88\u957f\u7684\u5468\u671f\u3002<\/li>\n<\/ol>\n<p><p><strong>\u4f18\u70b9<\/strong><\/p>\n<\/p>\n<ul>\n<li><strong>\u8ba1\u7b97\u6548\u7387\u9ad8<\/strong>\uff1a\u4f2a\u968f\u673a\u6570\u53ef\u4ee5\u5feb\u901f\u751f\u6210\uff0c\u9002\u7528\u4e8e\u8981\u6c42\u5927\u91cf\u968f\u673a\u6570\u7684\u5e94\u7528\u3002<\/li>\n<li><strong>\u53ef\u91cd\u590d\u6027<\/strong>\uff1a\u76f8\u540c\u7684\u521d\u59cb\u5316\u79cd\u5b50\u5c06\u4ea7\u751f\u5b8c\u5168\u76f8\u540c\u7684\u968f\u673a\u6570\u5e8f\u5217\uff0c\u8fd9\u5728\u8c03\u8bd5\u548c\u6d4b\u8bd5\u4e2d\u975e\u5e38\u6709\u7528\u3002<\/li>\n<\/ul>\n<p><p><strong>\u5e94\u7528\u9886\u57df<\/strong><\/p>\n<\/p>\n<ul>\n<li><strong>\u8ba1\u7b97\u673a\u6a21\u62df<\/strong>\uff1a\u5728\u6a21\u62df\u8fc7\u7a0b\u4e2d\u4ea7\u751f\u968f\u673a\u4e8b\u4ef6\uff0c\u5982\u5929\u6c14\u6a21\u5f0f\u6a21\u62df\u6216\u7ecf\u6d4e\u6a21\u578b\u3002<\/li>\n<li><strong>\u6e38\u620f\u8bbe\u8ba1<\/strong>\uff1a\u6e38\u620f\u4e2d\u7684\u968f\u673a\u4e8b\u4ef6\u3001\u7269\u54c1\u6389\u843d\u6982\u7387\u7b49\u3002<\/li>\n<li><strong>\u7edf\u8ba1\u62bd\u6837<\/strong>\uff1a\u968f\u673a\u62bd\u53d6\u6837\u672c\u8fdb\u884c\u7edf\u8ba1\u5206\u6790\u3002<\/li>\n<\/ul>\n<p><h3><strong>\u4e09\u3001\u968f\u673a\u6570\u7684\u8d28\u91cf\u4e0e\u6d4b\u8bd5<\/strong><\/h3>\n<\/p>\n<p><p><strong>\u968f\u673a\u6027\u7684\u68c0\u6d4b<\/strong><\/p>\n<\/p>\n<p><p>\u65e0\u8bba\u662f\u786c\u4ef6\u4ea7\u751f\u7684\u8fd8\u662f\u4f2a\u968f\u673a\u6570\uff0c\u90fd\u9700\u8981\u901a\u8fc7\u7edf\u8ba1\u6d4b\u8bd5\u6765\u9a8c\u8bc1\u5176\u968f\u673a\u6027\u3002\u5e38\u7528\u7684\u6d4b\u8bd5\u5982\u201c\u9891\u7387\u6d4b\u8bd5\u201d\u3001\u201cRuns\u6d4b\u8bd5\u201d\u3001\u201c\u81ea\u76f8\u5173\u6d4b\u8bd5\u201d\u7b49\u3002<\/p>\n<\/p>\n<p><p><strong>\u8d28\u91cf\u6307\u6807<\/strong><\/p>\n<\/p>\n<ol>\n<li><strong>\u5468\u671f\u6027<\/strong>\uff1a\u597d\u7684\u968f\u673a\u6570\u751f\u6210\u5668\u5e94\u5177\u6709\u5c3d\u53ef\u80fd\u957f\u7684\u5468\u671f\uff0c\u7279\u522b\u662f\u5728PRNGs\u4e2d\u3002<\/li>\n<li><strong>\u5747\u5300\u5206\u5e03<\/strong>\uff1a\u968f\u673a\u6570\u5728\u5168\u8303\u56f4\u5185\u5e94\u8be5\u5747\u5300\u5206\u5e03\uff0c\u65e0\u660e\u663e\u7684\u504f\u5dee\u3002<\/li>\n<li><strong>\u72ec\u7acb\u6027<\/strong>\uff1a\u751f\u6210\u7684\u968f\u673a\u6570\u4e4b\u95f4\u5e94\u8be5\u76f8\u4e92\u72ec\u7acb\uff0c\u6ca1\u6709\u53ef\u9884\u6d4b\u7684\u5173\u7cfb\u3002<\/li>\n<\/ol>\n<p><p><strong>\u4fdd\u8bc1\u968f\u673a\u6570\u8d28\u91cf<\/strong><\/p>\n<\/p>\n<ul>\n<li>\u5bf9\u4e8ePRNGs\uff0c\u9009\u53d6\u5408\u9002\u7684\u79cd\u5b50\u548c\u9ad8\u8d28\u91cf\u7684\u968f\u673a\u6570\u751f\u6210\u7b97\u6cd5\u81f3\u5173\u91cd\u8981\u3002<\/li>\n<li>\u5bf9\u4e8eHRNGs\uff0c\u4fdd\u8bc1\u7269\u7406\u6e90\u7684\u968f\u673a\u6027\u5e76\u6b63\u786e\u8f6c\u5316\u4e3a\u6570\u5b57\u503c\u662f\u4fdd\u8bc1\u968f\u673a\u6570\u8d28\u91cf\u7684\u5173\u952e\u3002<\/li>\n<\/ul>\n<p><h3><strong>\u56db\u3001\u968f\u673a\u6570\u5728\u5b9e\u9645\u4e2d\u7684\u5e38\u89c1\u95ee\u9898<\/strong><\/h3>\n<\/p>\n<p><p><strong>\u968f\u673a\u6570\u751f\u6210\u4e2d\u7684\u6311\u6218<\/strong><\/p>\n<\/p>\n<ul>\n<li>\u5728\u9ad8\u5b89\u5168\u8981\u6c42\u7684\u573a\u5408\uff0c\u5982\u4f55\u786e\u4fdd\u751f\u6210\u7684\u968f\u673a\u6570\u4e0d\u88ab\u9884\u6d4b\u6216\u91cd\u73b0\uff0c<\/li>\n<li>\u5728\u6027\u80fd\u9700\u6c42\u8f83\u9ad8\u7684\u5e94\u7528\u4e2d\uff0c\u968f\u673a\u6570\u7684\u751f\u6210\u901f\u5ea6\u5982\u4f55\u4f18\u5316\u3002<\/li>\n<\/ul>\n<p><p><strong>\u63d0\u5347\u968f\u673a\u6570\u8d28\u91cf\u7684\u7b56\u7565<\/strong><\/p>\n<\/p>\n<ul>\n<li>\u5bf9\u4e8eHRNGs\uff0c\u53ef\u901a\u8fc7\u591a\u79cd\u7269\u7406\u8fc7\u7a0b\u6df7\u5408\u4ea7\u751f\u968f\u673a\u6570\u4ee5\u63d0\u5347\u968f\u673a\u6027\u3002<\/li>\n<li>\u5bf9\u4e8ePRNGs\uff0c\u5b9a\u671f\u66f4\u6362\u79cd\u5b50\uff0c\u4ee5\u53ca\u4f7f\u7528\u591a\u4e2a\u7b97\u6cd5\u7684\u7ec4\u5408\u53ef\u4ee5\u589e\u52a0\u4ea7\u751f\u968f\u673a\u6570\u7684\u590d\u6742\u6027\u3002<\/li>\n<\/ul>\n<p><p><strong>\u672a\u6765\u65b9\u5411<\/strong><\/p>\n<\/p>\n<ul>\n<li>\u91cf\u5b50\u8ba1\u7b97\u63d0\u4f9b\u4e86\u65b0\u7684\u968f\u673a\u6570\u751f\u6210\u673a\u5236\uff0c\u53ef\u4ee5\u8fdb\u4e00\u6b65\u63a8\u52a8\u968f\u673a\u6570\u751f\u6210\u6280\u672f\u53d1\u5c55\u3002<\/li>\n<li><a href=\"https:\/\/docs.pingcode.com\/ask\/59192.html\" target=\"_blank\">\u673a\u5668\u5b66\u4e60<\/a>\u548c<a href=\"https:\/\/docs.pingcode.com\/tag\/AI\" target=\"_blank\">\u4eba\u5de5\u667a\u80fd<\/a>\u7684\u8fdb\u6b65\u53ef\u80fd\u4f1a\u5bf9\u4f2a\u968f\u673a\u6570\u751f\u6210\u7684\u7b97\u6cd5\u63d0\u51fa\u66f4\u9ad8\u8981\u6c42\u3002<\/li>\n<\/ul>\n<p><p>\u968f\u673a\u6570\u751f\u6210\u662f\u73b0\u4ee3\u79d1\u5b66\u6280\u672f\u548c\u4f17\u591a\u9886\u57df\u4e2d\u7684\u4e00\u4e2a\u57fa\u7840\u4e14\u5173\u952e\u65b9\u9762\u3002\u4e86\u89e3\u5176\u80cc\u540e\u7684\u539f\u7406\u548c\u65b9\u6cd5\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u66f4\u597d\u5730\u9009\u62e9\u548c\u4f7f\u7528\u968f\u673a\u6570\u751f\u6210\u5de5\u5177\uff0c\u786e\u4fdd\u6211\u4eec\u7684\u5e94\u7528\u65e2\u5b89\u5168\u53c8\u9ad8\u6548\u3002\u65e0\u8bba\u662f\u5728\u52a0\u5bc6\u901a\u8baf\u3001\u79d1\u5b66\u7814\u7a76\u8fd8\u662f\u65e5\u5e38\u7684\u5e94\u7528\u7a0b\u5e8f\u5f00\u53d1\u4e2d\uff0c\u9ad8\u8d28\u91cf\u7684\u968f\u673a\u6570\u90fd\u662f\u4e0d\u53ef\u6216\u7f3a\u7684\u8d44\u6e90\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p><strong>1. \u8bf7\u95ee\u968f\u673a\u6570\u662f\u600e\u4e48\u751f\u6210\u7684\uff1f<\/strong> 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