{"id":1064361,"date":"2020-07-15T00:32:00","date_gmt":"2020-07-15T07:32:00","guid":{"rendered":"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/?post_type=msr-blog-post&#038;p=1064361"},"modified":"2024-09-25T00:38:57","modified_gmt":"2024-09-25T07:38:57","slug":"deeprsm","status":"publish","type":"msr-blog-post","link":"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/articles\/deeprsm\/","title":{"rendered":"\u5fae\u8f6f\u4e0e\u6e05\u534e\u5927\u5b66\u8054\u5408\u63d0\u51faDeepRSM\u6a21\u578b\uff0c\u4ee5AI\u52a9\u529b\u7a7a\u6c14\u6c61\u67d3\u6cbb\u7406"},"content":{"rendered":"\n<p><em>\u4f5c\u8005\uff1a\u90a2\u4f73\u3001\u90d1\u4e66\u65b0\u3001\u79e6\u6d9b\u3001\u5218\u94c1\u5ca9<\/em><\/p>\n\n\n\n<p>\u7f16\u8005\u6309\uff1a\u4eba\u5de5\u667a\u80fd\u5982\u4f55\u5e2e\u52a9\u73af\u5883\u5b66\u5bb6\u89e3\u51b3\u7a7a\u6c14\u6c61\u67d3\u95ee\u9898\uff1f\u57287\u670810\u65e5 WAIC 2020\u201c\u4eba\u5de5\u667a\u80fd\u4e88\u529b\u6c38\u7eed\u672a\u6765\u201d\u5fae\u8f6f\u8bba\u575b\u4e0a\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u526f\u9662\u957f\u5218\u94c1\u5ca9\u535a\u58eb\u5c55\u793a\u4e86\u5fae\u8f6f\u5728\u8fd9\u4e00\u9886\u57df\u7684\u5de5\u4f5c\u3002<\/p>\n\n\n\n<p>\u63a7\u5236\u548c\u51cf\u5c11\u6c61\u67d3\u7269\u6392\u653e\u662f\u6cbb\u7406\u7a7a\u6c14\u6c61\u67d3\u7684\u91cd\u8981\u624b\u6bb5\uff0c\u7cbe\u51c6\u7684\u6392\u653e-\u6c61\u67d3\u7269\u6d53\u5ea6\u54cd\u5e94\u66f2\u9762\u53ef\u4ee5\u5e2e\u52a9\u51b3\u7b56\u8005\u5feb\u901f\u627e\u5230\u6548\u679c\u66f4\u597d\u7684\u51cf\u6392\u65b9\u6848\u3002\u4f46\u4f20\u7edf\u6392\u653e-\u6c61\u67d3\u7269\u6d53\u5ea6\u54cd\u5e94\u66f2\u9762\u9700\u8981\u4f9d\u8d56 CTM \u6a21\u578b\u8fdb\u884c\u6a21\u62df\uff0c\u5176\u5b58\u5728\u8ba1\u7b97\u91cf\u5e9e\u5927\u3001\u8fd0\u884c\u8017\u65f6\u8017\u529b\u3001\u65f6\u6548\u6027\u4f4e\u7b49\u95ee\u9898\u3002\u5bf9\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e0e\u6e05\u534e\u5927\u5b66\u8054\u5408\u63d0\u51fa DeepRSM \u6a21\u578b\uff0c\u80fd\u591f\u7cbe\u7ec6\u5730\u523b\u753b\u7a7a\u6c14\u6c61\u67d3\u7269\u6d53\u5ea6\uff0c\u5e2e\u52a9\u51b3\u7b56\u8005\u5feb\u901f\u627e\u5230\u51cf\u6392\u6548\u679c\u66f4\u597d\u3001\u6210\u672c\u66f4\u4f4e\u7684\u65b9\u6848\u3002\u8be5\u7814\u7a76\u53d1\u8868\u5728\u73af\u5883\u79d1\u5b66\u9876\u7ea7\u671f\u520a\u300a\u73af\u5883\u79d1\u5b66\u4e0e\u6280\u672f\u300b\u4e0a [1]\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u8fc7\u53bb\u6570\u5341\u5e74\u6765\uff0c\u968f\u7740\u4eba\u7c7b\u5de5\u4e1a\u3001\u519c\u4e1a\u6c34\u5e73\u7684\u98de\u901f\u8fdb\u6b65\u4ee5\u53ca\u4eba\u53e3\u6570\u91cf\u7684\u7a33\u6b65\u589e\u957f\uff0c\u4eba\u7c7b\u6d3b\u52a8\u6240\u4ea7\u751f\u7684\u6709\u5bb3\u6c14\u4f53\u9020\u6210\u4e86\u4e25\u91cd\u7684\u7a7a\u6c14\u6c61\u67d3\uff0c\u5371\u5bb3\u7740\u4eba\u7c7b\u7684\u5065\u5eb7\u3002\u9664\u4e86\u5f15\u53d1\u80ba\u90e8\u75be\u75c5\u3001\u4eba\u4f53\u4e0d\u9002\u4ee5\u5916\uff0c\u6709\u7814\u7a76\u8868\u660e\uff0c\u5728\u8fc7\u53bb25\u5e74\u95f4\uff0c\u7a7a\u6c14\u6c61\u67d3\u5728\u6240\u6709\u73af\u5883\u95ee\u9898\u4e2d\u81f4\u6b7b\u7387\u6392\u540d\u7b2c\u4e00 [2]\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"682\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-1-1024x682.jpg\" alt=\"\u7a7a\u6c14\u6c61\u67d3\" class=\"wp-image-1064364\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-1-1024x682.jpg 1024w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-1-300x200.jpg 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-1-768x512.jpg 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-1-240x160.jpg 240w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-1.jpg 1268w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5bf9\u4e8e\u7a7a\u6c14\u6c61\u67d3\u7684\u6cbb\u7406\uff0c\u63a7\u5236\u548c\u51cf\u5c11\u6c61\u67d3\u7269\u7684\u6392\u653e\u662f\u975e\u5e38\u91cd\u8981\u7684\u624b\u6bb5\uff0c\u5177\u4f53\u63aa\u65bd\u5305\u62ec\u5de5\u5382\u505c\u5de5\u3001\u673a\u52a8\u8f66\u9650\u884c\u3001\u5c45\u6c11\u9650\u7164\u7b49\u7b49\u3002\u7136\u800c\uff0c\u5927\u6c14\u6c61\u67d3\u6cbb\u7406\u8fc7\u7a0b\u4e2d\u5e38\u4f1a\u9762\u4e34\u7684\u4e00\u4e2a\u68d8\u624b\u95ee\u9898\uff0c\u5373\u65e0\u6cd5\u4ece\u5355\u7eaf\u7684\u51cf\u6392\u91cf\u6765\u63a8\u5bfc\u5176\u4e0e\u7a7a\u6c14\u8d28\u91cf\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u56e0\u4e3a\u591a\u79cd\u53cd\u5e94\u7269\u6c14\u4f53\u5728\u7a7a\u6c14\u4e2d\u7684\u6392\u653e\u3001\u5728\u5927\u6c14\u4e2d\u53d1\u751f\u53cd\u5e94\u5e76\u6700\u7ec8\u751f\u6210\u6c61\u67d3\u7269\u7684\u5316\u5b66\u8fc7\u7a0b\u662f\u975e\u5e38\u590d\u6742\u7684\u975e\u7ebf\u6027\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u523b\u753b\u6392\u653e\u91cf\u548c\u6c61\u67d3\u7269\u6d53\u5ea6\u5173\u7cfb\">\u523b\u753b\u6392\u653e\u91cf\u548c\u6c61\u67d3\u7269\u6d53\u5ea6\u5173\u7cfb<\/h2>\n\n\n\n<p>\u73af\u5883\u5b66\u5bb6\u4e3a\u6b64\u5f00\u53d1\u4e86\u590d\u6742\u7684\u6570\u503c\u6a21\u578b\uff08CTM\uff09\u6765\u5bf9\u6392\u653e\u91cf\u548c\u6700\u7ec8\u7a7a\u6c14\u4e2d\u6c61\u67d3\u7269\u6d53\u5ea6\uff08\u7a7a\u6c14\u8d28\u91cf\uff09\u4e4b\u95f4\u7684\u5173\u7cfb\u8fdb\u884c\u523b\u753b\u3002\u5176\u57fa\u672c\u539f\u7406\u662f\u5229\u7528\u6570\u503c\u51fd\u6570\u6a21\u62df\u5927\u6c14\u6c61\u67d3\u7269\u751f\u6210\u7684\u6574\u4e2a\u5316\u5b66\u53cd\u5e94\u8fc7\u7a0b\uff0c\u540c\u65f6\u7ed3\u5408\u5149\u7167\u3001\u5730\u7406\u3001\u6c14\u8c61\u7b49\u4fe1\u606f\uff0c\u6a21\u62df\u51fa\u6700\u7ec8\u7a7a\u6c14\u4e2d\u7684\u6c61\u67d3\u7269\u6d53\u5ea6\u542b\u91cf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"733\" height=\"644\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-2.jpg\" alt=\"\u5927\u6c14\u5316\u5b66\u4f20\u8f93\u6a21\u578b\uff08CTM\uff09\" class=\"wp-image-1064367\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-2.jpg 733w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-2-300x264.jpg 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-2-205x180.jpg 205w\" sizes=\"auto, (max-width: 733px) 100vw, 733px\" \/><figcaption class=\"wp-element-caption\"><em>\u5927\u6c14\u5316\u5b66\u4f20\u8f93\u6a21\u578b\uff08CTM\uff09<\/em><\/figcaption><\/figure>\n\n\n\n<p>\u5c3d\u7ba1 CTM \u6a21\u578b\u53ef\u4ee5\u5f88\u597d\u5730\u6a21\u62df\u6392\u653e\u91cf\u5230\u7a7a\u6c14\u8d28\u91cf\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u7136\u800c\u53ea\u5bf9\u67d0\u4e00\u4e2a\u51cf\u6392\u65b9\u6848\u8fdb\u884c\u7cbe\u51c6\u6a21\u62df\u662f\u8fdc\u8fdc\u4e0d\u591f\u7684\u3002\u5bf9\u4e8e\u51b3\u7b56\u8005\u6765\u8bf4\uff0c\u6700\u91cd\u8981\u7684\u662f\u5feb\u901f\u627e\u5230\u51cf\u6392\u6548\u679c\u6700\u597d\u3001\u4ee3\u4ef7\u6700\u5c0f\u7684\u51cf\u6392\u65b9\u6848\uff0c\u56e0\u6b64\uff0c\u83b7\u5f97\u4e00\u4e2a\u7ec6\u7c92\u5ea6\u3001\u9ad8\u7cbe\u5ea6\u7684\u6392\u653e-\u6c61\u67d3\u7269\u6d53\u5ea6\u54cd\u5e94\u66f2\u9762\uff08RSM, response surface model\uff09\u662f\u975e\u5e38\u5fc5\u8981\u7684\u3002\u5e38\u89c1\u7684\u65b9\u6cd5\u662f\u4f7f\u7528\u591a\u9879\u5f0f\u51fd\u6570\u8fd1\u4f3c\u54cd\u5e94\u66f2\u9762\uff08pfRSM, polynomial function RSM\uff09\uff0c\u968f\u673a\u91c7\u6837\u591a\u6b21\u4e0d\u540c\u7684\u51cf\u6392\u65b9\u6848(\u5bf9\u5e94\u4e0d\u540c\u6c61\u67d3\u7269\u7684\u4e0d\u540c\u51cf\u6392\u91cf)\uff0c\u5206\u522b\u4f7f\u7528 CTM \u6a21\u578b\u5bf9\u7a7a\u6c14\u8d28\u91cf\u8fdb\u884c\u6a21\u62df\uff0c\u5f97\u5230\u54cd\u5e94\u66f2\u9762\u4e0a\u7684\u4e0d\u540c\u51cf\u6392\u65b9\u6848\u5bf9\u5e94\u7684\u7a7a\u6c14\u8d28\u91cf\uff0c\u7136\u540e\u4f7f\u7528\u6700\u5c0f\u4e8c\u4e58\u6cd5\u6216\u63d2\u503c\u6cd5\u6765\u4f30\u8ba1\u591a\u9879\u5f0f\u51fd\u6570\u7684\u7cfb\u6570\uff0c\u5176\u7b97\u6cd5\u590d\u6742\u5ea6\u4e3a O(N)\uff0c\u5176\u4e2d N \u4e3a\u91c7\u6837\u6b21\u6570\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"381\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-3-1024x381.png\" alt=\"CTM \u5bf9\u968f\u673a\u91c7\u6837\u591a\u6b21\u4e0d\u540c\u7684\u51cf\u6392\u65b9\u6848\u8fdb\u884c\u6a21\u62df\" class=\"wp-image-1064370\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-3-1024x381.png 1024w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-3-300x112.png 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-3-768x286.png 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-3-1536x572.png 1536w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-3-2048x763.png 2048w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-3-240x89.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>CTM \u5bf9\u968f\u673a\u91c7\u6837\u591a\u6b21\u4e0d\u540c\u7684\u51cf\u6392\u65b9\u6848\u8fdb\u884c\u6a21\u62df<\/em><\/figcaption><\/figure>\n\n\n\n<p>\u7136\u800c CTM \u6a21\u578b\u7684\u8ba1\u7b97\u91cf\u5e9e\u5927\uff08\u6c42\u89e3\u504f\u5fae\u5206\u65b9\u7a0b\u8fdb\u884c\u65f6\u95f4\u7ef4\u5ea6\u7684\u8fde\u7eed\u79ef\u5206\uff09\uff0c\u8017\u65f6\u8017\u529b\uff0c\u5b8c\u6210\u4e00\u6b21\u6a21\u62df\u5f80\u5f80\u9700\u8981\u4f7f\u7528\u8d85\u7b97\u96c6\u7fa4\u8fd0\u884c1-2\u5468\u624d\u80fd\u5b8c\u6210\uff0c\u56e0\u6b64\u65f6\u6548\u6027\u4e5f\u5f88\u5dee\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u6709\u5bb3\u6c14\u4f53\u6392\u653e\u7684\u79cd\u7c7b\u53ef\u80fd\u591a\u8fbe\u5341\u4f59\u79cd\u751a\u81f3\u66f4\u591a\uff0c\u56e0\u6b64\u5f80\u5f80\u9700\u8981\u91c7\u6837\u975e\u5e38\u591a\u4e0d\u540c\u7684\u51cf\u6392\u65b9\u6848\u5e76\u4f7f\u7528 CTM \u6a21\u578b\u8fdb\u884c\u6a21\u62df\uff0c\u624d\u80fd\u5bf9\u54cd\u5e94\u66f2\u9762\u6709\u4e00\u4e2a\u8f83\u51c6\u786e\u7684\u8fd1\u4f3c\uff0c\u800c\u8fd9\u5f80\u5f80\u662f\u5b9e\u9645\u51b3\u7b56\u65f6\u6240\u4e0d\u80fd\u627f\u53d7\u7684\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"deeprsm-\u66f4\u7cbe\u7ec6\u5730\u523b\u753b-\u6392\u653e-\u6c61\u67d3\u7269\u6d53\u5ea6-\u5173\u7cfb-\u5e76\u5927\u5e45\u964d\u4f4e\u6210\u672c\">DeepRSM \u66f4\u7cbe\u7ec6\u5730\u523b\u753b\u201c\u6392\u653e-\u6c61\u67d3\u7269\u6d53\u5ea6\u201d\u5173\u7cfb\uff0c\u5e76\u5927\u5e45\u964d\u4f4e\u6210\u672c<\/h2>\n\n\n\n<p>\u4eba\u5de5\u667a\u80fd\u662f\u5982\u4f55\u5e2e\u52a9\u73af\u5883\u5b66\u5bb6\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u7684\uff1f<\/p>\n\n\n\n<p>\u8fd1\u65e5\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e0e\u6e05\u534e\u5927\u5b66\u7684\u7814\u7a76\u5458\u4eec\u5408\u4f5c\u5728\u73af\u5883\u79d1\u5b66\u9876\u7ea7\u671f\u520a\u300a\u73af\u5883\u79d1\u5b66\u4e0e\u6280\u672f\u300b\uff08Environmental Science & Technology\uff09\u4e0a\u53d1\u8868\u9898\u4e3a\u201cDeep Learning for Prediction of the Air Quality Response to Emission Changes\u201d\u7684\u8bba\u6587\uff0c\u63d0\u51fa DeepRSM \u6a21\u578b\uff0c\u8be6\u7ec6\u9610\u8ff0\u4e86\u5982\u4f55\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\u5e2e\u52a9\u73af\u5883\u5b66\u5bb6\u5728 O(1) \u7684\u590d\u6742\u5ea6\u4e0b\u5b8c\u6210\u66f4\u7cbe\u51c6\u7684\u7ec6\u7c92\u5ea6\u54cd\u5e94\u66f2\u7ebf\u62df\u5408\uff0c\u5e76\u5c06\u5355\u6b21\u62df\u5408\u6210\u672c\u964d\u4f4e90%\u4ee5\u4e0a\u3002<\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u5982\u679c\u5c06 CTM \u6a21\u578b\u4e2d\u7684\u4e00\u4e2a\u7f51\u683c\u89c6\u4e3a\u9ed1\u7bb1\u6a21\u578b\uff0c\u5219\u6c61\u67d3\u7269\u6d53\u5ea6\u968f\u65f6\u95f4\u7684\u53d8\u5316\u7387\u53ef\u4ee5\u8868\u793a\u4e3a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"493\" height=\"115\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-4.png\" alt=\"formular\" class=\"wp-image-1064373\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-4.png 493w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-4-300x70.png 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-4-240x56.png 240w\" sizes=\"auto, (max-width: 493px) 100vw, 493px\" \/><\/figure>\n\n\n\n<p>\u5176\u4e2d [P] \u662f\u6c61\u67d3\u7269\u6d53\u5ea6\uff08\u5982 PM2.5 \u6216 O3\uff09; f_i \u662f\u63cf\u8ff0\u5bf9\u6c61\u67d3\u7269\u6d53\u5ea6\u6709\u8d21\u732e\u7684\u8fc7\u7a0b i \uff08\u5982\u4f20\u8f93\u3001\u5316\u5b66\u53cd\u5e94\u3001\u6c89\u964d\u7b49\uff09\u7684\u6570\u503c\u65b9\u7a0b\uff1bk_i \u662f\u5730\u7406\u4e0e\u6c14\u8c61\u76f8\u5173\u7684\u53d8\u91cf\uff0c\u800c [I_s] \u8868\u793a\u7a7a\u6c14\u4e2d\u53cd\u5e94\u7269\u7684\u6d53\u5ea6\u3002\u5c06\u6392\u653e\u7684\u6709\u5bb3\u6c14\u4f53\u4e2d\u4f1a\u53d1\u751f\u53cd\u5e94\u5e76\u4ea7\u751f\u6c61\u67d3\u7269\u7684\u53cd\u5e94\u7269\u5206\u79bb\u4e3a\u72ec\u7acb\u53d8\u91cf\uff0c\u5176\u6d53\u5ea6\u4e0e\u6392\u653e\u91cf E_p \u6210\u6b63\u6bd4\uff0c\u56e0\u6b64\u53ef\u4ee5\u5c06 E1 \u8868\u793a\u4e3a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"510\" height=\"102\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-5.png\" alt=\"formular\" class=\"wp-image-1064376\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-5.png 510w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-5-300x60.png 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-5-240x48.png 240w\" sizes=\"auto, (max-width: 510px) 100vw, 510px\" \/><\/figure>\n\n\n\n<p>\u6570\u503c\u6a21\u578b CTM \u4e2d\u5305\u542b\u7740\u73af\u5883\u5b66\u5bb6\u5bf9\u5927\u91cf\u590d\u6742\u53cd\u5e94\u8fc7\u7a0b\u7684\u523b\u753b\uff0c\u7b80\u5355\u5730\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\u7b97\u6cd5\u5bf9\u5176\u903c\u8fd1\uff0c\u7cbe\u5ea6\u65e0\u6cd5\u5f97\u5230\u4fdd\u969c\u3002\u56e0\u6b64\u6211\u4eec\u5e0c\u671b\u53ef\u4ee5\u5c06 E2 \u8fdb\u4e00\u6b65\u62c6\u5206\uff0c\u4ee4\u4eba\u5de5\u667a\u80fd\u7b97\u6cd5\u907f\u5f00\u5bf9\u590d\u6742\u5316\u5b66\u53cd\u5e94\u8fc7\u7a0b\u7684\u8fd1\u4f3c\u3002\u6392\u653e\u91cf E_p \u53ef\u4ee5\u8fdb\u4e00\u6b65\u8868\u793a\u4e3a\u672a\u51cf\u6392\u7684\u6392\u653e\u91cf E_(p_0) \u4e58\u4ee5\u4e00\u4e2a\u51cf\u6392\u7cfb\u6570 r_p\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"578\" height=\"98\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-6.png\" alt=\"formular\" class=\"wp-image-1064379\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-6.png 578w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-6-300x51.png 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-6-240x41.png 240w\" sizes=\"auto, (max-width: 578px) 100vw, 578px\" \/><\/figure>\n\n\n\n<p>\u5f53\u5916\u754c\u6761\u4ef6\u4e0d\u53d1\u751f\u6539\u53d8\u65f6\uff0c\u5316\u5b66\u53cd\u5e94\u4f1a\u8fbe\u5230\u5e73\u8861\uff0c\u6b64\u65f6\u751f\u6210\u7269(\u6c61\u67d3\u7269)\u7684\u6d53\u5ea6\u53ea\u4e0e\u53cd\u5e94\u7269\u7684\u6d53\u5ea6\u76f8\u5173\u3002\u6b64\u65f6\uff0c\u53ef\u4ee5\u7b80\u5355\u5730\u4f7f\u7528\u4e00\u4e2a\u5173\u7cfb\u51fd\u6570 R(\u22c5) \u6765\u8868\u793a\u53cd\u5e94\u7269\u4e0e\u751f\u6210\u7269\u3001\u5916\u754c\u6761\u4ef6\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u6211\u4eec\u5c06 E3 \u8fdb\u4e00\u6b65\u62c6\u5206\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"595\" height=\"97\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-7.png\" alt=\"formular\" class=\"wp-image-1064382\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-7.png 595w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-7-300x49.png 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-7-240x39.png 240w\" sizes=\"auto, (max-width: 595px) 100vw, 595px\" \/><\/figure>\n\n\n\n<p>\u5728 E4 \u4e2d\uff0c\u6211\u4eec\u4ecd\u7136\u4fdd\u7559 CTM \u6570\u503c\u6a21\u578b\u5bf9\u672a\u51cf\u6392\u573a\u666f E_(p_0) \u7684\u6a21\u62df\uff0c\u5e76\u4e14\u4f7f\u7528\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u6765\u523b\u753b\u5173\u7cfb\u51fd\u6570 R(\u22c5)\u3002\u56e0\u4e3a R(\u22c5) \u4e2d\u4e0d\u6d89\u53ca\u4efb\u4f55\u590d\u6742\u7684\u5316\u5b66\u53cd\u5e94\u8fc7\u7a0b\uff0c\u800c\u53ea\u5173\u5fc3\u54cd\u5e94\u66f2\u9762\u4e0a\u5404\u4e2a\u70b9\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u56e0\u6b64\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u53ef\u4ee5\u5f97\u5230\u975e\u5e38\u4f4e\u7684\u8fd1\u4f3c\u8bef\u5dee\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"784\" height=\"1024\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-8-784x1024.jpg\" alt=\"diagram\" class=\"wp-image-1064385\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-8-784x1024.jpg 784w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-8-230x300.jpg 230w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-8-768x1004.jpg 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-8-138x180.jpg 138w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-8.jpg 1030w\" sizes=\"auto, (max-width: 784px) 100vw, 784px\" \/><figcaption class=\"wp-element-caption\"><em>DeepRSM \u91c7\u7528\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b<\/em><\/figcaption><\/figure>\n\n\n\n<p>\u7814\u7a76\u4eba\u5458\u4f7f\u7528\u4e86\u56db\u4e2a\u4e0d\u540c\u5c3a\u5ea6\u548c\u533a\u57df\u7684\u7a7a\u6c14\u8d28\u91cf\u54cd\u5e94\u66f2\u9762\u6570\u636e\u8fdb\u884c\u9a8c\u8bc1\uff0c\u5305\u62ec\u4e2d\u56fd\u5168\u5883\u3001\u534e\u5317\u5e73\u539f\u3001\u6c7e\u6e2d\u5e73\u539f\u4ee5\u53ca\u5ddd\u6e1d\u5e73\u539f\u3002\u5728\u56db\u4e2a\u6570\u636e\u96c6\u4e0a\uff0cDeepRSM \u5bf9\u54cd\u5e94\u66f2\u9762\u7684\u62df\u5408\u51c6\u786e\u5ea6\u90fd\u53d6\u5f97\u4e86\u663e\u8457\u4f18\u4e8e\u524d\u4eba\u65b9\u6cd5\u7684\u6548\u679c\uff0c\u5e76\u4e14\u5bf9\u6240\u9700\u91c7\u6837\u6b21\u6570\u548c\u6570\u503c\u6a21\u62df\u6210\u672c\u5747\u51cf\u5c1190%\u4ee5\u4e0a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"802\" height=\"568\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-9.png\" alt=\"DeepRSM \u5728\u56db\u4e2a\u4e0d\u540c\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u9a8c\u8bc1\" class=\"wp-image-1064388\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-9.png 802w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-9-300x212.png 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-9-768x544.png 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deeprsm-9-240x170.png 240w\" sizes=\"auto, (max-width: 802px) 100vw, 802px\" \/><figcaption class=\"wp-element-caption\"><em>DeepRSM \u5728\u56db\u4e2a\u4e0d\u540c\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u9a8c\u8bc1<\/em><\/figcaption><\/figure>\n\n\n\n<p>\u9664\u4e86\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\u5e2e\u52a9\u6cbb\u7406\u81ea\u7136\u73af\u5883\u6c61\u67d3\uff0c\u5fae\u8f6f\u4e5f\u9ad8\u5ea6\u5173\u6ce8\u4eba\u7c7b\u53ef\u6301\u7eed\u53d1\u5c55\u4e2d\u7684\u8bf8\u591a\u91cd\u8981\u8bae\u9898\uff0c\u63a2\u7d22 AI \u6280\u672f\u5728\u8282\u80fd\u51cf\u6392\u3001\u533b\u7597\u536b\u751f\u3001\u667a\u80fd\u57ce\u5e02\u5efa\u8bbe\u7b49\u591a\u4e2a\u9886\u57df\u4e2d\u7684\u5e94\u7528\uff0c\u6301\u7eed\u4ee5\u6700\u65b0\u6280\u672f\u63a8\u52a8\u4eba\u7c7b\u672a\u6765\u7684\u6c38\u7eed\u53d1\u5c55\u3002<\/p>\n\n\n\n<p>\u53c2\u8003\u6587\u732e<\/p>\n\n\n\n<p>[1] Xing J, Zheng S, Ding D, et al. Deep learning for prediction of the air quality response to emission changes[J]. Environmental Science & Technology, 2020.<\/p>\n\n\n\n<p>[2] Cohen A J, Brauer M, Burnett R, et al. Estimates and 25-year trends of the global burden of disease attributable to ambient air pollution: an analysis of data from the Global Burden of Diseases Study 2015[J]. The Lancet, 2017, 389(10082): 1907-1918.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1a\u90a2\u4f73\u3001\u90d1\u4e66\u65b0\u3001\u79e6\u6d9b\u3001\u5218\u94c1\u5ca9 \u7f16\u8005\u6309\uff1a\u4eba\u5de5\u667a\u80fd\u5982\u4f55\u5e2e\u52a9\u73af\u5883\u5b66\u5bb6\u89e3\u51b3\u7a7a\u6c14\u6c61\u67d3\u95ee\u9898\uff1f\u57287\u670810\u65e5 WAIC 2020\u201c\u4eba\u5de5\u667a\u80fd\u4e88\u529b\u6c38\u7eed\u672a\u6765\u201d\u5fae\u8f6f\u8bba\u575b\u4e0a\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u526f\u9662\u957f\u5218\u94c1\u5ca9\u535a\u58eb\u5c55\u793a\u4e86\u5fae\u8f6f\u5728\u8fd9\u4e00\u9886\u57df\u7684\u5de5\u4f5c\u3002 \u63a7\u5236\u548c\u51cf\u5c11\u6c61\u67d3\u7269\u6392\u653e\u662f\u6cbb\u7406\u7a7a\u6c14\u6c61\u67d3\u7684\u91cd\u8981\u624b\u6bb5\uff0c\u7cbe\u51c6\u7684\u6392\u653e-\u6c61\u67d3\u7269\u6d53\u5ea6\u54cd\u5e94\u66f2\u9762\u53ef\u4ee5\u5e2e\u52a9\u51b3\u7b56\u8005\u5feb\u901f\u627e\u5230\u6548\u679c\u66f4\u597d\u7684\u51cf\u6392\u65b9\u6848\u3002\u4f46\u4f20\u7edf\u6392\u653e-\u6c61\u67d3\u7269\u6d53\u5ea6\u54cd\u5e94\u66f2\u9762\u9700\u8981\u4f9d\u8d56 CTM \u6a21\u578b\u8fdb\u884c\u6a21\u62df\uff0c\u5176\u5b58\u5728\u8ba1\u7b97\u91cf\u5e9e\u5927\u3001\u8fd0\u884c\u8017\u65f6\u8017\u529b\u3001\u65f6\u6548\u6027\u4f4e\u7b49\u95ee\u9898\u3002\u5bf9\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e0e\u6e05\u534e\u5927\u5b66\u8054\u5408\u63d0\u51fa DeepRSM 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