{"id":16713,"date":"2026-05-25T14:27:16","date_gmt":"2026-05-25T06:27:16","guid":{"rendered":"http:\/\/learncmg.cn\/?p=16713"},"modified":"2026-05-25T14:28:37","modified_gmt":"2026-05-25T06:28:37","slug":"%e5%ba%94%e7%94%a8%e6%a1%88%e4%be%8b%ef%bc%8867%ef%bc%89%ef%bc%9a%e5%9f%ba%e4%ba%8e%e7%9b%91%e7%9d%a3%e5%bc%8f%e4%ba%ba%e5%b7%a5%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c%e7%9a%84%e7%9b%b8%e5%af%b9%e6%b8%97","status":"publish","type":"post","link":"http:\/\/learncmg.cn\/?p=16713","title":{"rendered":"\u5e94\u7528\u6848\u4f8b\uff0867\uff09\uff1a\u57fa\u4e8e\u76d1\u7763\u5f0f\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u7684\u76f8\u5bf9\u6e17\u900f\u7387\u66f2\u7ebf\u53c2\u6570\u8c03\u6574"},"content":{"rendered":"\n<div class=\"ds-virtual-list-items _6f2c522\">\n<div class=\"ds-virtual-list-visible-items\">\n<div class=\"_4f9bf79 d7dc56a8 _43c05b5\" data-virtual-list-item-key=\"26\">\n<div class=\"ds-message _63c77b1\">\n<div class=\"ds-markdown ds-assistant-message-main-content\">\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\ud83d\udcdd\u00a0<\/span><strong><span class=\"\">\u6458\u8981<\/span><\/strong><br \/><span class=\"\">\u76f8\u5bf9\u6e17\u900f\u7387\u5728\u591a\u5b54\u4ecb\u8d28\u591a\u76f8\u6d41\u8868\u5f81\u4e2d\u8d77\u7740\u91cd\u8981\u4f5c\u7528\u3002\u8fd9\u4e9b\u6570\u636e\u4f5c\u4e3a\u6cb9\u85cf\u6a21\u62df\u6a21\u578b\u7684\u8f93\u5165\u53c2\u6570\uff0c\u7528\u4e8e\u786e\u5b9a\u76f8\u5206\u5e03\u3001\u6b8b\u4f59\u9971\u548c\u5ea6\u5e76\u9884\u6d4b\u6cb9\u85cf\u7684\u672a\u6765\u52a8\u6001\u3002\u76f8\u5bf9\u6e17\u900f\u7387\u7684\u4e0d\u51c6\u786e\u8868\u5f81\u4f1a\u5bfc\u81f4\u6cb9\u85cf\u901f\u5ea6\u573a\u7684\u9519\u8bef\u8868\u793a\u3001\u4ea7\u91cf\u9884\u6d4b\u7684\u4e0d\u51c6\u786e\uff0c\u5e76\u5bfc\u81f4\u9519\u8bef\u51b3\u7b56\uff0c\u5982\u4e95\u4f4d\u9009\u62e9\u4e0d\u5f53\u6216\u91c7\u6536\u6280\u672f\u9009\u62e9\u9519\u8bef\u3002\u6b64\u5916\uff0c\u5728\u5177\u6709\u5927\u91cf\u6570\u636e\u7684\u6a21\u62df\u4e2d\uff08\u5982\u5305\u542b\u591a\u4e2a\u7f51\u683c\u5757\u7684\u6cb9\u85cf\uff09\uff0c\u5904\u7406\u65f6\u95f4\u53ef\u80fd\u957f\u8fbe\u6570\u5929\u3002\u9488\u5bf9\u8fd9\u4e9b\u56f0\u96be\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u5229\u7528\u524d\u9988\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u9884\u6d4b\u76f8\u5bf9\u6e17\u900f\u7387\u66f2\u7ebf\u7684\u65b9\u6cd5\uff0c\u4ee5\u5728\u77ed\u65f6\u95f4\u5185\u6539\u5584\u6a21\u62df\u6a21\u578b\u3002\u8f93\u5165\u53d8\u91cf\u5305\u62ec\u751f\u4ea7\u4e95\u548c\u6ce8\u5165\u4e95\u7684\u5386\u53f2\u6570\u636e\uff0c\u5206\u6790\u57fa\u4e8e\u8fd9\u4e9b\u6570\u636e\u4e0e\u76f8\u5bf9\u6e17\u900f\u7387\u66f2\u7ebf\u4e4b\u95f4\u7684\u76f8\u5173\u6027\u3002\u8be5\u65b9\u6cd5\u88ab\u8bc1\u660e\u662f\u5386\u53f2\u62df\u5408\u7684\u4e00\u79cd\u66ff\u4ee3\u65b9\u6cd5\uff0c\u56e0\u4e3a\u7f51\u7edc\u5448\u73b0\u4f4e\u8bef\u5dee\uff0c\u9884\u6d4b\u503c\u975e\u5e38\u63a5\u8fd1\u6216\u7b49\u4e8e\u5386\u53f2\u503c\uff0c\u4ece\u800c\u4ee5\u66f4\u5c11\u7684\u8ba1\u7b97\u9700\u6c42\u83b7\u5f97\u66f4\u597d\u7684\u4ea7\u91cf\u9884\u6d4b\u3002<\/span><\/p>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u5173\u952e\u8bcd\uff1a\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\uff0c\u5386\u53f2\u62df\u5408\uff0c\u76f8\u5bf9\u6e17\u900f\u7387<\/span><\/p>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\ud83d\udda5\ufe0f\u00a0<\/span><strong><span class=\"\">CMG\u8f6f\u4ef6\u5e94\u7528\u60c5\u51b5\u603b\u7ed3<\/span><\/strong><\/p>\n<div class=\"ds-scroll-area ds-scroll-area--show-on-focus-within _1210dd7 c03cafe9\">\n<table>\n<thead>\n<tr>\n<th><span class=\"\">\u9879\u76ee<\/span><\/th>\n<th><span class=\"\">\u5185\u5bb9<\/span><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><span class=\"\">\u6240\u7528\u8f6f\u4ef6<\/span><\/td>\n<td><span class=\"\">CMG IMEX\uff08\u9ed1\u6cb9\u6a21\u62df\u5668\uff09<\/span><\/td>\n<\/tr>\n<tr>\n<td><span class=\"\">\u6a21\u578b\u7c7b\u578b<\/span><\/td>\n<td><span class=\"\">\u9ed1\u6cb9\u6a21\u578b<\/span><\/td>\n<\/tr>\n<tr>\n<td><span class=\"\">\u7814\u7a76\u5bf9\u8c61<\/span><\/td>\n<td><span class=\"\">UNISIM-I\u57fa\u51c6\u6a21\u578b\uff08\u57fa\u4e8e\u5df4\u897fCampos\u76c6\u5730Namorado\u6cb9\u7530\uff09<\/span><\/td>\n<\/tr>\n<tr>\n<td><span class=\"\">\u7f51\u683c\u7cfb\u7edf<\/span><\/td>\n<td><span class=\"\">\u89d2\u70b9\u7f51\u683c\uff0c81\u00d758\u00d720\u4e2a\u7f51\u683c\uff0c38,466\u4e2a\u6d3b\u8dc3\u7f51\u683c<\/span><\/td>\n<\/tr>\n<tr>\n<td><span class=\"\">\u4e95\u6570<\/span><\/td>\n<td><span class=\"\">4\u53e3\u539f\u59cb\u751f\u4ea7\u4e95 + 10\u53e3\u540e\u671f\u751f\u4ea7\u4e95 + 11\u53e3\u6ce8\u5165\u4e95<\/span><\/td>\n<\/tr>\n<tr>\n<td><span class=\"\">\u751f\u4ea7\u5386\u53f2<\/span><\/td>\n<td><span class=\"\">4,018\u5929<\/span><\/td>\n<\/tr>\n<tr>\n<td><span class=\"\">\u76f8\u5bf9\u6e17\u900f\u7387\u6a21\u578b<\/span><\/td>\n<td><span class=\"\">Brooks &amp; Corey\u6a21\u578b<\/span><\/td>\n<\/tr>\n<tr>\n<td><span class=\"\">\u4f18\u5316\u53c2\u6570<\/span><\/td>\n<td><span class=\"\">Corey\u6307\u6570\u3001\u6700\u5927\u76f8\u5bf9\u6e17\u900f\u7387\u3001\u4e34\u754c\u9971\u548c\u5ea6\u7b49<\/span><\/td>\n<\/tr>\n<tr>\n<td><span class=\"\">\u795e\u7ecf\u7f51\u7edc\u67b6\u6784<\/span><\/td>\n<td><span class=\"\">\u524d\u9988\u7f51\u7edc\uff0csigmoid\u6fc0\u6d3b\u51fd\u6570\uff0c\u53cd\u5411\u4f20\u64ad<\/span><\/td>\n<\/tr>\n<tr>\n<td><span class=\"\">\u8bad\u7ec3\u51fd\u6570<\/span><\/td>\n<td><span class=\"\">SCG\u3001LM\u3001BR\uff08Levenberg-Marquardt\u6700\u4f18\uff09<\/span><\/td>\n<\/tr>\n<tr>\n<td><span class=\"\">\u8bef\u5dee\u6307\u6807<\/span><\/td>\n<td><span class=\"\">\u5f52\u4e00\u5316\u5747\u65b9\u8bef\u5dee\uff08NMSE &lt; 0.09\u4e3a\u5408\u683c\uff09<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u6587\u4e2d\u660e\u786e\u6307\u51fa\uff1a\u4f7f\u7528CMG IMEX\u8fdb\u884c\u6cb9\u85cf\u6a21\u62df\uff0c\u751f\u6210\u751f\u4ea7\/\u6ce8\u5165\u6570\u636e\u7528\u4e8e\u795e\u7ecf\u7f51\u7edc\u8bad\u7ec3\uff08\u7b2c2.1.1\u8282\uff09\u3002<\/span><\/p>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\ud83d\udcca\u00a0<\/span><strong><span class=\"\">\u7814\u7a76\u65b9\u6cd5\u4e0e\u6d41\u7a0b<\/span><\/strong><\/p>\n<p class=\"ds-markdown-paragraph\"><strong><span class=\"\">\u6574\u4f53\u5de5\u4f5c\u6d41\u7a0b<\/span><\/strong><span class=\"\">\uff1a<\/span><\/p>\n<ol start=\"1\">\n<li>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u57fa\u4e8eBrooks &amp; Corey\u6a21\u578b\u968f\u673a\u751f\u6210200\u6761\u76f8\u5bf9\u6e17\u900f\u7387\u66f2\u7ebf\uff08\u53c2\u6570\uff1an_w, k_rw_max, S_wc, S_orw\uff09<\/span><\/p>\n<\/li>\n<li>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u5c06\u66f2\u7ebf\u8f93\u5165CMG IMEX\u6a21\u62dfUNISIM-I-H\u6a21\u578b\uff0c\u83b7\u5f97\u4ea7\u6cb9\u91cf\u3001\u4ea7\u6c34\u91cf\u3001\u6c14\u6cb9\u6bd4\u3001\u4e95\u5e95\u6d41\u538b\u7b49\u8f93\u51fa<\/span><\/p>\n<\/li>\n<li>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u4ee5\u6a21\u62df\u8f93\u51fa\u4e3a\u8f93\u5165\uff0c\u8bad\u7ec3\u524d\u9988\u795e\u7ecf\u7f51\u7edc\u9884\u6d4b\u76f8\u5bf9\u6e17\u900f\u7387\u53c2\u6570<\/span><\/p>\n<\/li>\n<li>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u6bd4\u8f83\u9884\u6d4b\u503c\u4e0e\u771f\u5b9e\u503c\uff0c\u901a\u8fc7NMSE\u8bc4\u4f30\u7f51\u7edc\u6027\u80fd<\/span><\/p>\n<\/li>\n<li>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u9009\u62e9\u6700\u4f18\u7f51\u7edc\uff08NMSE &lt; 0.09\uff09\uff0c\u7528\u4e8e\u4ea7\u91cf\u9884\u6d4b\u9a8c\u8bc1<\/span><\/p>\n<\/li>\n<\/ol>\n<p class=\"ds-markdown-paragraph\"><strong><span class=\"\">\u56fa\u5b9a\u65f6\u95f4\u5468\u671f\u6a21\u62df<\/span><\/strong><span class=\"\">\uff08\u521d\u6b65\u65b9\u6cd5\uff09\uff1a<\/span><\/p>\n<ul>\n<li>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u8bad\u7ec3\u7f51\u7edc\u9884\u6d4b\u56fa\u5b9a\u65f6\u95f4\u6b65\u957f\u5185\u7684\u76f8\u5bf9\u6e17\u900f\u7387<\/span><\/p>\n<\/li>\n<li>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u751f\u6210\u4e8620\u4e2a\u5408\u683c\u7f51\u7edc\uff08NMSE &lt; 0.09\uff09\uff0c\u6700\u4f73\u7f51\u7edcNMSE\u4f4e\u81f30.0395\uff08ANN 8\uff09<\/span><\/p>\n<\/li>\n<li>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u53d1\u73b0\u6700\u5c0f\u7f51\u7edc\u89c4\u6a21\u9700\u6c42\uff1a\u5355\u5c42\u65f6\u81f3\u5c11174\u4e2a\u795e\u7ecf\u5143\uff0c\u6216\u591a\u5c42\u4f46\u6bcf\u5c42&lt;100\u4e2a\u795e\u7ecf\u5143<\/span><\/p>\n<\/li>\n<li>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u5c40\u9650\u6027\uff1a\u53ea\u80fd\u9884\u6d4b\u56fa\u5b9a\u65f6\u95f4\u6bb5\uff0c\u4e0d\u9002\u7528\u4e8e\u5b9e\u9645\u52a8\u6001\u6cb9\u85cf<\/span><\/p>\n<\/li>\n<\/ul>\n<p class=\"ds-markdown-paragraph\"><strong><span class=\"\">\u53d8\u65f6\u95f4\u5468\u671f\u6a21\u62df<\/span><\/strong><span class=\"\">\uff08\u6539\u8fdb\u65b9\u6cd5\uff09\uff1a<\/span><\/p>\n<ul>\n<li>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u5c06\u65f6\u95f4\u4f5c\u4e3a\u8f93\u5165\u53d8\u91cf\uff0c\u4f7f\u7528\u7d2f\u8ba1\u4ea7\u91cf\u6570\u636e\u66ff\u4ee3\u7edd\u5bf9\u4ea7\u91cf<\/span><\/p>\n<\/li>\n<li>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u6d4b\u8bd5\u4e86\u4e09\u79cd\u8bad\u7ec3\u51fd\u6570\uff1aSCG\uff08\u5feb\u4f46\u7cbe\u5ea6\u5dee\uff09\u3001LM\uff08\u5e73\u8861\uff09\u3001BR\uff08\u6162\u4f46\u7cbe\u5ea6\u9ad8\uff09<\/span><\/p>\n<\/li>\n<li>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u9009\u62e9Levenberg-Marquardt\u7b97\u6cd5\uff08NMSE=0.1359\uff0c\u65f6\u95f410,874\u79d2\uff09<\/span><\/p>\n<\/li>\n<\/ul>\n<p class=\"ds-markdown-paragraph\"><strong><span class=\"\">\u8bad\u7ec3\u6570\u636e\u91cf\u4f18\u5316<\/span><\/strong><span class=\"\">\uff1a<\/span><\/p>\n<div class=\"ds-scroll-area ds-scroll-area--show-on-focus-within _1210dd7 c03cafe9\">\n<div class=\"ds-scroll-area__gutters\">\n<div class=\"ds-scroll-area__horizontal-gutter\">\u00a0<\/div>\n<div class=\"ds-scroll-area__vertical-gutter\">\u00a0<\/div>\n<\/div>\n<table>\n<thead>\n<tr>\n<th><span class=\"\">\u8bad\u7ec3\u6570\u636e\u91cf<\/span><\/th>\n<th><span class=\"\">\u8bad\u7ec3\u65f6\u95f4<\/span><\/th>\n<th><span class=\"\">NMSE<\/span><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><span class=\"\">100<\/span><\/td>\n<td><span class=\"\">1,524\u79d2<\/span><\/td>\n<td><span class=\"\">0.1404<\/span><\/td>\n<\/tr>\n<tr>\n<td><span class=\"\">200<\/span><\/td>\n<td><span class=\"\">4,132\u79d2<\/span><\/td>\n<td><span class=\"\">0.1652<\/span><\/td>\n<\/tr>\n<tr>\n<td><span class=\"\">500<\/span><\/td>\n<td><span class=\"\">10,874\u79d2<\/span><\/td>\n<td><span class=\"\">0.1359<\/span><\/td>\n<\/tr>\n<tr>\n<td><span class=\"\">1,000<\/span><\/td>\n<td><span class=\"\">124,567\u79d2<\/span><\/td>\n<td><span class=\"\">0.1311<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u9009\u62e9500\u4e2a\u6a21\u578b\u4f5c\u4e3a\u6700\u4f18\u5e73\u8861\uff08\u7cbe\u5ea6\u4e0e\u65f6\u95f4\uff09<\/span><\/p>\n<p class=\"ds-markdown-paragraph\"><strong><span class=\"\">\u6700\u7ec8\u7f51\u7edc\u914d\u7f6e<\/span><\/strong><span class=\"\">\uff1a<\/span><\/p>\n<ul>\n<li>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u67b6\u6784\uff1a[50 100]\uff08\u4e24\u5c42\uff0c50\u548c100\u4e2a\u795e\u7ecf\u5143\uff09<\/span><\/p>\n<\/li>\n<li>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u8bad\u7ec3\u51fd\u6570\uff1aLevenberg-Marquardt<\/span><\/p>\n<\/li>\n<li>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u8bad\u7ec3\u6570\u636e\uff1a500\u6761\u968f\u673a\u751f\u6210\u7684\u76f8\u5bf9\u6e17\u900f\u7387\u66f2\u7ebf<\/span><\/p>\n<\/li>\n<\/ul>\n<p class=\"ds-markdown-paragraph\"><strong><span class=\"\">\u4ea7\u91cf\u9884\u6d4b\u7ed3\u679c<\/span><\/strong><span class=\"\">\uff08\u56fe3-5\uff09\uff1a<\/span><\/p>\n<ul>\n<li>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u9884\u6d4b\u503c\uff08\u84dd\u8272\uff09\u660e\u663e\u4f18\u4e8e\u539f\u59cb\u6a21\u62df\u503c\uff08\u7070\u8272\uff09\uff0c\u66f4\u63a5\u8fd1\u5386\u53f2\u6570\u636e\uff08\u7ea2\u70b9\uff09<\/span><\/p>\n<\/li>\n<li>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u4ea7\u6c34\u91cf\u548cBHP\u6539\u5584\u6700\u4e3a\u663e\u8457<\/span><\/p>\n<\/li>\n<li>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u6ce8\u5c04\u4e95\u548c\u751f\u4ea7\u4e95\u5747\u8868\u73b0\u826f\u597d<\/span><\/p>\n<\/li>\n<\/ul>\n<p class=\"ds-markdown-paragraph\"><strong><span class=\"\">\u672a\u6765\u4ea7\u91cf\u9884\u6d4b\u80fd\u529b<\/span><\/strong><span class=\"\">\uff08\u56fe6-7\uff09\uff1a<\/span><\/p>\n<ul>\n<li>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u7528120\u4e2a\u65f6\u95f4\u6b65\u8bad\u7ec3\uff0c\u9884\u6d4b\u672a\u67651\u5e74\u4ea7\u91cf<\/span><\/p>\n<\/li>\n<li>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u9884\u6d4b\u4ea7\u91cf\u5e73\u5747\u8bef\u5dee18%\uff0c\u9a8c\u8bc1\u4e86\u57fa\u4e8e\u5386\u53f2\u6570\u636e\u9884\u6d4b\u672a\u6765\u4ea7\u91cf\u7684\u6f5c\u529b<\/span><\/p>\n<\/li>\n<\/ul>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u2705\u00a0<\/span><strong><span class=\"\">\u4e3b\u8981\u7ed3\u8bba<\/span><\/strong><\/p>\n<ol start=\"1\">\n<li>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u5efa\u7acb\u4e86\u57fa\u4e8e\u524d\u9988ANN\u7684\u76f8\u5bf9\u6e17\u900f\u7387\u53c2\u6570\u9884\u6d4b\u65b9\u6cd5\uff0c\u4f7f\u7528\u751f\u4ea7\/\u6ce8\u5165\u5386\u53f2\u6570\u636e\u4f5c\u4e3a\u8f93\u5165\uff0cBrooks &amp; Corey\u6a21\u578b\u53c2\u6570\u4f5c\u4e3a\u8f93\u51fa\u3002<\/span><\/p>\n<\/li>\n<li>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u6700\u4f18\u7f51\u7edc\u914d\u7f6e\u4e3a[50 50]\u6216[50 100]\u4e24\u5c42\u7ed3\u6784\uff0c\u91c7\u7528Levenberg-Marquardt\u8bad\u7ec3\u51fd\u6570\uff0c500\u4e2a\u8bad\u7ec3\u6a21\u578b\u3002<\/span><\/p>\n<\/li>\n<li>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u9884\u6d4b\u8bef\u5dee\u964d\u4f4e\u7ea620%\uff0c\u8ba1\u7b97\u65f6\u95f4\u4ece\u6570\u5929\u964d\u81f3\u7ea610\u5c0f\u65f6\uff0c\u6bd4\u4f20\u7edf\u5386\u53f2\u62df\u5408\u65b9\u6cd5\u66f4\u5feb\u4e14\u4e0d\u635f\u5931\u7cbe\u5ea6\u3002<\/span><\/p>\n<\/li>\n<li>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u5386\u53f2\u62df\u5408\u662f\u4e00\u4e2a\u4e0d\u9002\u5b9a\u53cd\u95ee\u9898\uff0c\u8be5\u65b9\u6cd5\u53ef\u901a\u8fc7\u5411\u8f93\u5165\u6dfb\u52a0\u566a\u58f0\u751f\u6210\u591a\u7ec4\u53ef\u80fd\u89e3\uff0c\u5728\u77ed\u65f6\u95f4\u5185\u627e\u5230\u9002\u5408\u6a21\u578b\u7684\u4e0d\u540c\u66f2\u7ebf\u3002<\/span><\/p>\n<\/li>\n<li>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u7528120\u4e2a\u65f6\u95f4\u6b65\u8bad\u7ec3\u540e\uff0c\u672a\u67651\u5e74\u4ea7\u91cf\u9884\u6d4b\u8bef\u5dee18%\uff0c\u5c55\u793a\u4e86\u9884\u6d4b\u6f5c\u529b\u3002<\/span><\/p>\n<\/li>\n<\/ol>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\ud83c\udfdb\ufe0f\u00a0<\/span><strong><span class=\"\">\u4f5c\u8005\u53ca\u5355\u4f4d\u4fe1\u606f<\/span><\/strong><\/p>\n<div class=\"ds-scroll-area ds-scroll-area--show-on-focus-within _1210dd7 c03cafe9\">\n<table>\n<thead>\n<tr>\n<th><span class=\"\">\u4f5c\u8005<\/span><\/th>\n<th><span class=\"\">\u5355\u4f4d<\/span><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><span class=\"\">Nath\u00e1lia Seiler Spada<\/span><\/td>\n<td><span class=\"\">\u5723\u4fdd\u7f57\u5927\u5b66\uff08Universidade de S\u00e3o Paulo\uff09\uff0c\u77ff\u4e1a\u4e0e\u77f3\u6cb9\u5de5\u7a0b\u7cfb\uff0cSantos &#8211; SP &#8211; Brazil<\/span><\/td>\n<\/tr>\n<tr>\n<td><span class=\"\">Cleyton de Carvalho Carneiro<\/span><\/td>\n<td><span class=\"\">\u5723\u4fdd\u7f57\u5927\u5b66\uff0c\u77ff\u4e1a\u4e0e\u77f3\u6cb9\u5de5\u7a0b\u7cfb\uff0cSantos &#8211; SP &#8211; Brazil<\/span><\/td>\n<\/tr>\n<tr>\n<td><span class=\"\">Rafael dos Santos Gioria<\/span><\/td>\n<td><span class=\"\">\u5723\u4fdd\u7f57\u5927\u5b66\uff0c\u77ff\u4e1a\u4e0e\u77f3\u6cb9\u5de5\u7a0b\u7cfb\uff0cSantos &#8211; SP &#8211; Brazil<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u901a\u8baf\u90ae\u7bb1\uff1a<\/span><span class=\"\">nathalia.spada@usp.br<\/span><br \/><span class=\"\">\u6536\u7a3f\u65e5\u671f\uff1a2020\u5e742\u670826\u65e5<\/span><br \/><span class=\"\">\u5f55\u7528\u65e5\u671f\uff1a2020\u5e746\u67086\u65e5<\/span><br \/><span class=\"\">\u53d1\u8868\u65f6\u95f4\uff1a2020\u5e7412\u67081\u65e5<\/span><br \/><span class=\"\">\u4f1a\u8bae\uff1aRio Oil &amp; Gas Expo and Conference 2020<\/span><br \/><span class=\"\">\u6587\u7ae0\u7f16\u53f7\uff1a040<\/span><\/p>\n<p class=\"ds-markdown-paragraph\"><strong><span class=\"\">\u81f4\u8c22<\/span><\/strong><span class=\"\">\uff1a<\/span><\/p>\n<ul>\n<li>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">\u5723\u4fdd\u7f57\u5927\u5b66\u7406\u5de5\u5b66\u9662\u53caInTRA\u7814\u7a76\u7ec4<\/span><\/p>\n<\/li>\n<li>\n<p class=\"ds-markdown-paragraph\"><span class=\"\">Petrobras\u901a\u8fc7FUSP\u63d0\u4f9b\u8d44\u52a9<\/span><\/p>\n<\/li>\n<li>\n<p class=\"ds-markdown-paragraph\"><strong><span class=\"\">CMG\uff08Computer Modelling Group 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class=\"\">\u5982\u9700\u63d0\u53d6\u8bba\u6587\u4e2d\u7684\u7279\u5b9a\u56fe\u8868\uff08\u5982\u9884\u6d4b\u66f2\u7ebf\u5bf9\u6bd4\u56fe\u3001\u8bad\u7ec3\u51fd\u6570\u5bf9\u6bd4\u56fe\u3001NMSE\u5bf9\u6bd4\u8868\u7b49\uff09\u6216\u7ffb\u8bd1\u5168\u6587\/\u7279\u5b9a\u7ae0\u8282\uff0c\u53ef\u4ee5\u7ee7\u7eed\u4e3a\u60a8\u5904\u7406\u3002<\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n<a href=\"http:\/\/learncmg.cn\/wp-content\/uploads\/2026\/05\/case67.pdf\" class=\"pdfemb-viewer\" style=\"\" data-width=\"max\" data-height=\"max\" data-mobile-width=\"500\"  data-scrollbar=\"none\" data-download=\"on\" data-tracking=\"on\" data-newwindow=\"on\" data-pagetextbox=\"off\" data-scrolltotop=\"off\" data-startzoom=\"100\" data-startfpzoom=\"100\" data-toolbar=\"both\" data-toolbar-fixed=\"on\">case67<br\/><\/a>\n\n\n\n<p><a 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