{"id":447,"date":"2021-01-22T09:18:20","date_gmt":"2021-01-22T01:18:20","guid":{"rendered":"http:\/\/tapdata.org\/?page_id=447"},"modified":"2026-03-05T10:14:43","modified_gmt":"2026-03-05T02:14:43","slug":"%e6%96%b9%e6%b3%95%e5%ad%a6","status":"publish","type":"page","link":"http:\/\/tap-dev.makenv.com\/?page_id=447","title":{"rendered":"\u65b9\u6cd5\u5b66"},"content":{"rendered":"\n<style>\n#content-core\n{\nbackground:#fff;\nbox-shadow: 0px 3px 3px rgba(35, 35, 35, 0.15);\npadding:30px;\nmargin-top:30px;\n}\n#content-core .wp-block-column:not(:first-child) {\n    margin-left: 0px;\n}\n#content-core h3{\ncolor:#3EB457;\n}\n.ffx-menuOne {\n  width:100%;\n  padding: 5px;\n  font-size: 16px;\n  font-weight: 600;\n  line-height: 20px;\n  color: #333333;\n  background: #F7F7F7;\n  margin-bottom:10px;\n}\n.ffx-submenu {\n  display: flex;\n  flex-direction: row;\n  align-items: center;\n  padding: 0px 0px 0px 15px;\n  gap: 15px;\n  margin-bottom:10px;\n  position: relative;\n}\n.ffx-submenu.on .triangle {\n   display: block;\n}\n.ffx-submenu.on a{\n  color: #4ED06A;\n}\n.ffx-submenu a{\n  color: #666666;\n  font-family: \u5fae\u8f6f\u96c5\u9ed1;\n  font-weight: 400;\n  font-size: 14px;\n  line-height: 18px;\n  padding: 5px 0;\n  text-decoration: none;\n}\n.ffx-submenu a:hover {\n    color: #4ED06A;\n    text-decoration: none;\n}\n.triangle {\n    position: absolute;\n    display: none;\n    right: 10px;\n    top: 0px;\n    width: 0;\n    height: 0;\n    border-left: 4px solid #22e000;\n    border-bottom: 4px solid transparent;\n    border-top: 4px solid transparent;\n}\n.wp-block-columns .wp-block-column.menus {\n   position: relative;\n}\n#left-sidebar {\n  display: none;\n  position: absolute;\n  top: 0;\n  left: 0;\n  width: 100%; 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\u91ce\u706bPM<sub>2.5<\/sub> - 10km<\/a>\n     <a class=\"bitem\" pos=\"fire-pm25\" style=\"display:none;\" onclick=\"changeMenu(event)\">\u91ce\u706bPM<sub>2.5<\/sub> - 10km<\/a>\n<a class=\"bitem\" pos=\"ai-forecast\" onclick=\"changeMenu(event)\">\u6c14\u6eb6\u80f6AI\u9884\u62a5 - 50km<\/a>\n   <\/span>\n<\/div>\n\n<\/div>\n<span class=\"backtop\" onclick=\"goTop(event)\"><div class=\"arrow\"><\/div><div class=\"text\">\u9876\u90e8<\/div><\/span>\n\n\n\n<div class=\"zwTopheight\" style=\"width:100%;height:120px;\">\n<\/div>\n\n\n\n<h3 id=\"pm-10km\">PM<sub>2.5<\/sub> 10km\u6a21\u578b &gt;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">TAP\u5efa\u7acb\u4e86\u4e24\u7ea7\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u7528\u4e8e\u53cd\u6f14\u9010\u65e5\u5b8c\u6574\u8986\u76d6\u7684PM<sub>2.5<\/sub>\u6d53\u5ea6\uff0c\u6280\u672f\u8def\u7ebf\u56fe\u5982\u4e0b\u6240\u793a\u3002\u6240\u7528\u6570\u636e\u5305\u62ecPM<sub>2.5<\/sub>\u89c2\u6d4b\u6570\u636e\u3001\u536b\u661f\u9065\u611fAOD\u6570\u636e\u3001\u4e1a\u52a1\u5316\u7684CMAQ\u6a21\u62df\u3001\u6c14\u8c61\u518d\u5206\u6790\u8d44\u6599\u3001\u571f\u5730\u5229\u7528\u6570\u636e\u3001\u6d77\u62d4\u6570\u636e\u548c\u4eba\u53e3\u6570\u636e\u7b49\u3002\u5728\u7b2c\u4e00\u7ea7\u6a21\u578b\u4e2d\uff0c\u57fa\u4e8e\u89c2\u6d4b\u6570\u636e\u5b9a\u4e49\u9ad8\u6c61\u67d3\u4e8b\u4ef6\u6307\u6570\uff0c\u5e76\u7528\u5408\u6210\u5c11\u6570\u7c7b\u8fc7\u91c7\u6837\u6280\u672f\uff08SMOTE\uff09\u5bf9\u8bad\u7ec3\u6570\u636e\u96c6\u8fdb\u884c\u91cd\u91c7\u6837\uff0c\u63d0\u9ad8\u9ad8\u6c61\u67d3\u4e8b\u4ef6\u5728\u8bad\u7ec3\u6570\u636e\u96c6\u4e2d\u7684\u5360\u6bd4\u3002\u57fa\u4e8e\u91cd\u91c7\u6837\u540e\u7684\u8bad\u7ec3\u6570\u636e\u96c6\u548c\u968f\u673a\u68ee\u6797\u7b97\u6cd5\uff08Random Forest\uff09\u5efa\u6a21\uff0c\u5b9e\u73b0\u5bf9\u9ad8\u6c61\u67d3\u4e8b\u4ef6\u7684\u9884\u6d4b\u3002\u5728\u7b2c\u4e8c\u7ea7\u6a21\u578b\u4e2d\uff0c\u5229\u7528CMAQ\u6a21\u62df\u7684PM<sub>2.5<\/sub>\u6d53\u5ea6\u548cPM<sub>2.5<\/sub>\u89c2\u6d4b\u6d53\u5ea6\u4e4b\u95f4\u7684\u6b8b\u5dee\u5efa\u7acb\u7b2c\u4e8c\u4e2a\u968f\u673a\u68ee\u6797\u6a21\u578b\uff0c\u7528\u6b8b\u5dee\u53d6\u4ee3PM<sub>2.5<\/sub>\u89c2\u6d4b\u6d53\u5ea6\u4f5c\u4e3a\u5b66\u4e60\u76ee\u6807\u503c\u53ef\u4ee5\u52a0\u5f3a\u5404\u53c2\u6570\u5bf9PM<sub>2.5<\/sub>\u6d53\u5ea6\u53d8\u5316\u7684\u54cd\u5e94\uff0c\u63d0\u9ad8\u6a21\u62df\u7cbe\u5ea6\u3002\u5728\u4e24\u7ea7\u6a21\u578b\u4e2d\uff0c\u90fd\u5229\u7528\u57fa\u4e8e\u51b3\u7b56\u6811\u7684\u65b9\u6cd5\u5efa\u7acb\u7f3a\u5931\u6570\u636e\u4e0e\u5176\u4ed6\u53c2\u6570\u4e4b\u95f4\u7684\u5173\u8054\uff0c\u5f25\u8865\u536b\u661f\u6570\u636e\u7684\u7f3a\u5931\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"\/wp-content\/uploads\/2021\/03\/Fig1-1024x417.png\" alt=\"\" class=\"wp-image-701\" width=\"768\" height=\"313\" srcset=\"http:\/\/tap-dev.makenv.com\/wp-content\/uploads\/2021\/03\/Fig1-1024x417.png 1024w, http:\/\/tap-dev.makenv.com\/wp-content\/uploads\/2021\/03\/Fig1-300x122.png 300w, http:\/\/tap-dev.makenv.com\/wp-content\/uploads\/2021\/03\/Fig1-768x313.png 768w, http:\/\/tap-dev.makenv.com\/wp-content\/uploads\/2021\/03\/Fig1-1536x625.png 1536w, http:\/\/tap-dev.makenv.com\/wp-content\/uploads\/2021\/03\/Fig1.png 1963w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u53c2\u8003\u6587\u732e\uff1a<\/p>\n\n\n\n<ul><li>Geng, G., Xiao, Q., Liu, S., Liu, X., Cheng, J., Zheng, Y., Xue, T., Tong, D., Zheng, B., Peng, Y., Huang, X., He, K., &amp; Zhang, Q. (2021). Tracking Air Pollution in China: Near Real-Time PM<sub>2.5<\/sub>&nbsp;Retrievals from Multisource Data Fusion.&nbsp;<em>Environ Sci Technol<\/em>, <em>55, <\/em>12106-12115.&nbsp;<strong><span class=\"has-inline-color has-vivid-green-cyan-color\">[<\/span><a href=\"https:\/\/pubs.acs.org\/doi\/10.1021\/acs.est.1c01863\"><span class=\"has-inline-color has-vivid-green-cyan-color\">\u94fe\u63a5<\/span><\/a><span class=\"has-inline-color has-vivid-green-cyan-color\">]<\/span> <span class=\"has-inline-color has-vivid-red-color\">[<\/span><a href=\"https:\/\/pubs.acs.org\/doi\/pdf\/10.1021\/acs.est.1c01863\"><span class=\"has-inline-color has-vivid-red-color\">PDF<\/span><\/a><span class=\"has-inline-color has-vivid-red-color\">]<\/span><\/strong><\/li><\/ul><ul><li>Xiao, Q., Zheng, Y., Geng, G., Chen, C., Huang, X., Che, H., Zhang, X., He, K., &amp; Zhang, Q. (2021). Separating emission and meteorological contribution to PM<sub>2.5<\/sub> trends over East China during 2000\u20132018.&nbsp;<em>Atmos Chem Phys<\/em>, 21, 9475-9496.<strong><span class=\"has-inline-color has-vivid-green-cyan-color\">[<\/span><a href=\"https:\/\/acp.copernicus.org\/articles\/21\/9475\/2021\/\"><span class=\"has-inline-color has-vivid-green-cyan-color\">\u94fe\u63a5<\/span><\/a><span class=\"has-inline-color has-vivid-green-cyan-color\">]<\/span> <span class=\"has-inline-color has-vivid-red-color\">[<\/span><a href=\"https:\/\/acp.copernicus.org\/articles\/21\/9475\/2021\/acp-21-9475-2021.pdf\"><span class=\"has-inline-color has-vivid-red-color\">PDF<\/span><\/a><span class=\"has-inline-color has-vivid-red-color\">]<\/span><\/strong><\/li><\/ul>\n<ul><li>Xiao, Q., Geng, G., Cheng, J., Liang, F., Li, R., Meng, X., Xue, T., Huang, X., Kan, H., Zhang, Q., &amp; He, K. (2021). Evaluation of gap-filling approaches in satellite-based daily PM<sub>2.5<\/sub>&nbsp;prediction models.&nbsp;<em>Atmos Environ, 244<\/em>, 117921.<strong><span class=\"has-inline-color has-vivid-green-cyan-color\">[<\/span><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1352231020306555\"><span class=\"has-inline-color has-vivid-green-cyan-color\">\u94fe\u63a5<\/span><\/a><span class=\"has-inline-color has-vivid-green-cyan-color\">]<\/span> <span class=\"has-inline-color has-vivid-red-color\">[<\/span><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1352231020306555\/pdfft?md5=e6a530ead7de636e672bbe03b084794c&amp;pid=1-s2.0-S1352231020306555-main.pdf\"><span class=\"has-inline-color has-vivid-red-color\">PDF<\/span><\/a><span class=\"has-inline-color has-vivid-red-color\">]<\/span><\/strong><\/li><\/ul>\n\n\n\n<h3 id=\"pm-10km-sub\">PM<sub>2.5<\/sub>\u7ec4\u520610km\u6a21\u578b &gt;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u572810km\u5206\u8fa8\u7387\u6570\u636e\u96c6\u7684\u57fa\u7840\u4e0a\uff0cTAP\u7814\u53d1\u4e86PM<sub>2.5<\/sub>\u7ec4\u5206\u6d53\u5ea6\u6570\u636e\u4ea7\u54c1\uff0c\u6280\u672f\u8def\u7ebf\u56fe\u5982\u4e0b\u6240\u793a\u3002\u4ee5PM<sub>2.5<\/sub>\u6d53\u5ea6\u4e3a\u603b\u7ea6\u675f\uff0c\u4ece\u4e1a\u52a1\u5316CMAQ\u6a21\u62df\u83b7\u53d6PM<sub>2.5<\/sub>\u7ec4\u5206\u4fe1\u606f\u3002\u5176\u4e2d\uff0c\u4e3a\u4fee\u6b63CMAQ\u6a21\u578b\u6a21\u62df\u504f\u5dee\uff0c\u9996\u5148\u6539\u8fdb\u4e86\u6c99\u5c18\u6392\u653e\u6a21\u62df\u6a21\u5757\uff0c\u5176\u6b21\u57fa\u4e8ePM<sub>2.5<\/sub>\u7ec4\u5206\u89c2\u6d4b\u6570\u636e\u548c\u6781\u7aef\u68af\u5ea6\u63d0\u5347\uff08XGBoost\uff09\u7b97\u6cd5\u6784\u5efa\u6a21\u578b\u4fee\u6b63\u6a21\u62dfPM<sub>2.5<\/sub>\u7ec4\u5206\u6d53\u5ea6\u76f8\u5bf9\u8d21\u732e\uff0c\u83b7\u5f97\u66f4\u51c6\u786e\u7684PM<sub>2.5<\/sub>\u5411PM<sub>2.5<\/sub>\u7ec4\u5206\u7684\u8f6c\u6362\u56e0\u5b50\uff0c\u8fdb\u800c\u5f97\u5230PM<sub>2.5<\/sub>\u7ec4\u5206\u6d53\u5ea6\u6570\u636e\u3002TAP\u53d1\u5e03\u7684PM<sub>2.5<\/sub>\u7ec4\u5206\u6d53\u5ea6\u6570\u636e\u5305\u62ec\u786b\u9178\u76d0\uff08SO<sub>4<\/sub><sup>2-<\/sup>\uff09\u3001\u785d\u9178\u76d0\uff08NO<sub>3<\/sub><sup>-<\/sup>\uff09\u3001\u94f5\u76d0\uff08NH<sub>4<\/sub><sup>+<\/sup>\uff09\u3001\u6709\u673a\u7269\uff08OM\uff09\u548c\u9ed1\u78b3\uff08BC\uff09\u7b49\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"\/wp-content\/uploads\/2022\/02\/MethodologyFramework.v2.png\" alt=\"\" class=\"wp-image-1203\" width=\"768\" height=\"313\"\/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u53c2\u8003\u6587\u732e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Geng, G., Zhang, Q., Tong, D., Li, M., Zheng, Y., Wang, S., &amp; He, K. (2017). Chemical composition of ambient PM<sub>2.5<\/sub> over China and relationship to precursor emissions during 2005\u20132012.&nbsp;<em><em>Atmos Chem Phys<\/em><\/em>,&nbsp;<em>17<\/em>(14), 9187-9203. <strong><span class=\"has-inline-color has-vivid-green-cyan-color\">[<\/span><a href=\"https:\/\/acp.copernicus.org\/articles\/17\/9187\/2017\/\"><span class=\"has-inline-color has-vivid-green-cyan-color\">\u94fe\u63a5<\/span><\/a><span class=\"has-inline-color has-vivid-green-cyan-color\">]<\/span> <span class=\"has-inline-color has-vivid-red-color\">[<\/span><a href=\"https:\/\/acp.copernicus.org\/articles\/17\/9187\/2017\/acp-17-9187-2017.pdf\"><span class=\"has-inline-color has-vivid-red-color\">PDF<\/span><\/a><span class=\"has-inline-color has-vivid-red-color\">]<\/span><\/strong><\/li><\/ul>\n\n\n\n<ul class=\"wp-block-list\"><li>Liu, S., Geng, G., Xiao, Q., Zheng, Y., Liu, X., Cheng, J., &amp; Zhang, Q. (2022). Tracking daily concentrations of PM<sub>2.5<\/sub> chemical composition in China since 2000. <em>Environ Sci Technol<\/em>, 56, 16517\u201316527. <strong><span class=\"has-inline-color has-vivid-green-cyan-color\">[<\/span><a href=\"https:\/\/pubs.acs.org\/doi\/full\/10.1021\/acs.est.2c06510\"><span class=\"has-inline-color has-vivid-green-cyan-color\">\u94fe\u63a5<\/span><\/a><span class=\"has-inline-color has-vivid-green-cyan-color\">] <\/span><span class=\"has-inline-color has-vivid-red-color\">[<\/span><a href=\"https:\/\/pubs.acs.org\/doi\/pdf\/10.1021\/acs.est.2c06510\"><span class=\"has-inline-color has-vivid-red-color\">PDF<\/span><\/a><span class=\"has-inline-color has-vivid-red-color\">]<\/span><\/strong><\/li><\/ul>\n\n\n\n<h3 id=\"pm25-1km\">PM<sub>2.5<\/sub> 1km\u6a21\u578b &gt;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u572810km\u5206\u8fa8\u7387\u6570\u636e\u96c6\u7684\u57fa\u7840\u4e0a\uff0c\u901a\u8fc7\u878d\u5408\u9ad8\u5206\u8fa8\u7387\u536b\u661f\u9065\u611fAOD\u6570\u636e\u548c\u8def\u7f51\u7b49\u73af\u5883\u7a7a\u95f4\u6570\u636e\uff0c\u5efa\u7acb\u4e86\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u7528\u4e8e\u53cd\u6f14\u9010\u65e5\u5b8c\u6574\u8986\u76d6\u76841km\u5206\u8fa8\u7387PM<sub>2.5<\/sub>\u6d53\u5ea6\uff0c\u5176\u6280\u672f\u8def\u7ebf\u56fe\u5982\u4e0b\u6240\u793a\u3002\u4e3a\u4e86\u51c6\u786e\u8868\u5f81\u4e0e\u6c61\u67d3\u7269\u6392\u653e\u5bc6\u5207\u76f8\u5173\u7684\u7a7a\u95f4\u7279\u5f81\u6570\u636e\u7684\u65f6\u7a7a\u53d8\u5316\uff0c\u9996\u5148\u901a\u8fc7\u5efa\u7acb\u5730\u7406\u4fe1\u606f\u6a21\u578b\u548c\u7edf\u8ba1\u6a21\u578b\u878d\u5408\u7edf\u8ba1\u6570\u636e\u53ca\u7f51\u683c\u5316\u516c\u5f00\u6570\u636e\uff0c\u6784\u5efa\u4e86\u9010\u5e74\u8fde\u7eed\u7684\u73af\u5883\u7a7a\u95f4\u6570\u636e\u96c6\uff0c\u5305\u62ec\u4eba\u53e3\u5206\u5e03\uff0c\u8def\u7f51\uff0c\u690d\u88ab\u8986\u76d6\uff0c\u5730\u8868\u7c7b\u578b\u4ee5\u53ca\u6d77\u62d4\u3002\u4e4b\u540e\u5229\u752810km\u5206\u8fa8\u7387PM<sub>2.5<\/sub>\u6d53\u5ea6\u548cPM<sub>2.5<\/sub>\u89c2\u6d4b\u6d53\u5ea6\u4e4b\u95f4\u7684\u6b8b\u5dee\u5efa\u7acb\u4e86\u968f\u673a\u68ee\u6797\u6a21\u578b\uff0c\u4ece\u800c\u52a0\u5f3a\u5404\u53c2\u6570\u5bf9PM<sub>2.5<\/sub>\u6d53\u5ea6\u53d8\u5316\u7684\u54cd\u5e94\uff0c\u6700\u7ec8\u83b7\u5f97\u5b8c\u6574\u65f6\u7a7a\u8986\u76d6\u76841km\u5206\u8fa8\u7387PM<sub>2.5<\/sub>\u6d53\u5ea6\u6570\u636e\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"\/wp-content\/uploads\/2025\/09\/QQ20250910-133508.png\" alt=\"\" class=\"wp-image-1258\" width=\"768\" height=\"313\"\/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u53c2\u8003\u6587\u732e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Xiao, Q., Geng G., Liu, S., Liu, J., Meng, X., &amp; Zhang, Q. (2022). Spatiotemporal continuous estimates of daily 1\u2009km PM<sub>2.5<\/sub>&nbsp;from 2000 to present under the Tracking Air Pollution in China (TAP) framework.&nbsp;<em>Atmos Chem&nbsp;<\/em>Phys,&nbsp;<em>22,&nbsp;<\/em>13229\u201313242. <strong><span class=\"has-inline-color has-vivid-green-cyan-color\">[<\/span><a href=\"https:\/\/acp.copernicus.org\/articles\/22\/13229\/2022\/acp-22-13229-2022.html\"><span class=\"has-inline-color has-vivid-green-cyan-color\">\u94fe\u63a5<\/span><\/a><span class=\"has-inline-color has-vivid-green-cyan-color\">]<\/span> <span class=\"has-inline-color has-vivid-red-color\">[<\/span><a href=\"https:\/\/acp.copernicus.org\/articles\/22\/13229\/2022\/acp-22-13229-2022.pdf\"><span class=\"has-inline-color has-vivid-red-color\">PDF<\/span><\/a><span class=\"has-inline-color has-vivid-red-color\">]<\/span><\/strong><\/li><\/ul>\n\n\n\n<h3 id=\"o3-mode\">O<sub>3<\/sub>\u6a21\u578b &gt;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">TAP\u5efa\u7acb\u4e86\u673a\u5668\u5b66\u4e60\u6a21\u578b\u878d\u5408\u591a\u6e90\u6570\u636e\uff0c\u7528\u4e8e\u53cd\u6f14\u9010\u65e5\u5b8c\u6574\u8986\u76d6\u7684O<sub>3<\/sub>\u6d53\u5ea6\uff0c\u6280\u672f\u8def\u7ebf\u56fe\u5982\u4e0b\u6240\u793a\u3002\u6240\u7528\u6570\u636e\u5305\u62ecO<sub>3<\/sub>\u89c2\u6d4b\u6570\u636e\u3001\u536b\u661f\u9065\u611fO<sub>3<\/sub>\u5782\u76f4\u5ed3\u7ebf\u3001CMAQ\u6a21\u62df\u3001WRF\u6a21\u62df\u3001\u690d\u88ab\u6307\u6570\u3001\u591c\u95f4\u706f\u5149\u548c\u4eba\u53e3\u6570\u636e\u7b49\u3002\u9996\u5148\u5206\u522b\u5efa\u7acb\u4e24\u4e2a\u968f\u673a\u68ee\u6797\u6a21\u578b\uff0c\u4e00\u4e2a\u7528\u4e8e\u5173\u8054O<sub>3<\/sub>\u89c2\u6d4b\u503c\u3001CMAQ\u6a21\u62dfO<sub>3<\/sub>\u6d53\u5ea6\u53ca\u5176\u4ed6\u53d8\u91cf\uff0c\u53e6\u4e00\u4e2a\u5728\u4e0a\u4e2a\u6a21\u578b\u7684\u57fa\u7840\u4e0a\u589e\u52a0\u536b\u661f\u9065\u611fO<sub>3<\/sub>\u5782\u76f4\u5ed3\u7ebf\u3002\u7531\u4e8e\u536b\u661f\u9065\u611f\u6570\u636e\u5b58\u5728\u7f3a\u5931\uff0c\u7b2c\u4e8c\u4e2a\u968f\u673a\u68ee\u6797\u6a21\u578b\u7684\u9884\u6d4b\u503c\u5728\u65f6\u7a7a\u4e0a\u4e0d\u8fde\u7eed\u3002\u5176\u6b21\u5efa\u7acb\u201c\u5f39\u6027\u7f51\u201d\u56de\u5f52\u6a21\u578b\u5c06\u4e24\u4e2a\u968f\u673a\u68ee\u6797\u6a21\u578b\u7684\u9884\u6d4b\u7ed3\u679c\u878d\u5408\uff0c\u65e2\u63d0\u9ad8\u7cbe\u5ea6\uff0c\u53c8\u5b9e\u73b0\u5b8c\u6574\u65f6\u7a7a\u8986\u76d6\u3002\u6700\u540e\uff0c\u5229\u7528\u65f6\u7a7a\u65b9\u5dee-\u534f\u65b9\u5dee\u51fd\u6570\u6765\u6a21\u62df\u6b8b\u5dee\u7684\u76f8\u5173\u6027\uff0c\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u5229\u7528\u65f6\u7a7a\u514b\u91cc\u91d1\u63d2\u503c\uff0c\u8fdb\u4e00\u6b65\u628a\u7ad9\u70b9\u89c2\u6d4b\u7684\u4fe1\u53f7\u878d\u5408\u5230\u6700\u7ec8\u7684\u9884\u6d4b\u503c\u4e2d\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"\/wp-content\/uploads\/2025\/09\/QQ20250910-133520.png\" alt=\"\" class=\"wp-image-1259\" width=\"768\" height=\"313\"\/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u53c2\u8003\u6587\u732e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Xue, T., Zheng, Y., Geng, G., Xiao, Q., Meng, X., Wang, M., Li, X., Wu, N., Zhang, Q., &amp; Zhu, T. (2020). Estimating spatiotemporal variation in ambient ozone exposure during 2013\u20132017 using a data-fusion model.&nbsp;<em>Environ Sci <em>Technol<\/em>, 54<\/em>, 14877-14888. <strong><span class=\"has-inline-color has-vivid-green-cyan-color\">[<\/span><a href=\"https:\/\/pubs.acs.org\/doi\/10.1021\/acs.est.0c03098\"><span class=\"has-inline-color has-vivid-green-cyan-color\">\u94fe\u63a5<\/span><\/a><span class=\"has-inline-color has-vivid-green-cyan-color\">]<\/span> <span class=\"has-inline-color has-vivid-red-color\">[<\/span><a href=\"https:\/\/pubs.acs.org\/doi\/pdf\/10.1021\/acs.est.0c03098\"><span class=\"has-inline-color has-vivid-red-color\">PDF<\/span><\/a><span class=\"has-inline-color has-vivid-red-color\">]<\/span><\/strong><\/li><\/ul>\n\n\n\n<ul class=\"wp-block-list\"><li>Xiao, Q., Geng, G., Xue, T., Liu, S., Cai, C., He, K., &amp; Zhang, Q. (2021). Tracking PM<sub>2.5<\/sub> and O<sub>3<\/sub> Pollution and the Related Health Burden in China 2013\u20132020.&nbsp;<em><em>Environ Sci Technol<\/em><\/em>. <strong><span class=\"has-inline-color has-vivid-green-cyan-color\">[<\/span><a href=\"https:\/\/pubs.acs.org\/doi\/10.1021\/acs.est.1c04548\"><span class=\"has-inline-color has-vivid-green-cyan-color\">\u94fe\u63a5<\/span><\/a><span class=\"has-inline-color has-vivid-green-cyan-color\">]<\/span> <span class=\"has-inline-color has-vivid-red-color\">[<\/span><a href=\"https:\/\/pubs.acs.org\/doi\/pdf\/10.1021\/acs.est.1c04548\"><span class=\"has-inline-color has-vivid-red-color\">PDF<\/span><\/a><span class=\"has-inline-color has-vivid-red-color\">]<\/span><\/strong><\/li><\/ul>\n\n\n\n<h3 id=\"global-pm-10\">PM<sub>2.5<\/sub> \u53ca \u91ce\u706bPM<sub>2.5<\/sub> - 10km &gt;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9996\u5148\u5229\u7528\u5168\u7403\u9ad8\u65f6\u7a7a\u5206\u8fa8\u7387\u91ce\u706b\u6392\u653e\u6e05\u5355\u9a71\u52a8\u5927\u6c14\u5316\u5b66\u6a21\u5f0fGEOS-Chem\uff0c\u83b7\u5f97\u91ce\u706b\u6392\u653e\u5bf9\u5168\u7403PM<sub>2.5<\/sub>\u65e5\u5747\u6d53\u5ea6\u7684\u76f8\u5bf9\u8d21\u732e\u3002\u540c\u65f6\u878d\u5408\u591a\u5957\u5730\u9762\u89c2\u6d4b\u6570\u636e\u3001\u518d\u5206\u6790\u8d44\u6599\u3001\u536b\u661f\u9065\u611f\u89c2\u6d4b\u548c\u91ce\u706b\u6392\u653e\u6e05\u5355\uff0c\u57fa\u4e8e\u968f\u673a\u68ee\u6797\u7b97\u6cd5\u3001\u5408\u6210\u5c11\u6570\u7c7b\u8fc7\u91c7\u6837\u6280\u672f\u548c\u6b8b\u5dee\u6821\u6b63\u6a21\u578b\u6784\u5efa\u4e09\u5c42\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u6784\u5efa\u4e86\u5168\u740310\u516c\u91cc\u5206\u8fa8\u7387PM<sub>2.5<\/sub>\u65e5\u5747\u6d53\u5ea6\u53cd\u6f14\u65b9\u6cd5\u3002\u8fdb\u4e00\u6b65\u901a\u8fc7\u4e1a\u52a1\u5316\u6570\u636e\u9884\u5904\u7406\u3001\u5728\u7ebf\u6570\u503c\u6a21\u62df\u548c\u673a\u5668\u5b66\u4e60\u6a21\u578b\u6eda\u52a8\u8bad\u7ec3\uff0c\u5b9e\u73b0\u4e86\u5bf9\u5168\u740310\u516c\u91cc\u5206\u8fa8\u7387\u65e5\u5747PM<sub>2.5<\/sub>\u6d53\u5ea6\u548c\u91ce\u706bPM<sub>2.5<\/sub>\u6d53\u5ea6\u7684\u540c\u6b65\u8fd1\u5b9e\u65f6\u53cd\u6f14\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/tap-dev.makenv.com\/wp-content\/uploads\/2025\/09\/model_framework-1024x910.png\" alt=\"\" class=\"wp-image-1947\" width=\"768\" height=\"645\"\/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u53c2\u8003\u6587\u732e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li> Zhang, Q., Wang Y., Xiao Q., Geng G., S. J. Davis, Liu,X., J. Yang, J. J. Liu, W. Y. Huang, C. P. He, B. H. Luo, R. V. Martin, M. Brauer, J. T. Randerson, and K. B. He (2025), Long-range PM<sub>2.5<\/sub> pollution and health impacts from the 2023 Canadian wildfires.&nbsp;<em><em>Nature<\/em><\/em>. <strong><span class=\"has-inline-color has-vivid-green-cyan-color\">[<\/span><a href=\"https:\/\/pubs.acs.org\/doi\/10.1021\/acs.est.1c04548\"><span class=\"has-inline-color has-vivid-green-cyan-color\">\u94fe<\/span><\/a><a href=\"https:\/\/www.nature.com\/articles\/s41586-025-09482-1\"><span class=\"has-inline-color has-vivid-green-cyan-color\">\u63a5<\/span><\/a><span class=\"has-inline-color has-vivid-green-cyan-color\">]<\/span><\/strong><\/li><\/ul>\n\n\n\n<h3 id=\"ai-forecast\">\u5168\u7403\u6c14\u6eb6\u80f6\u4eba\u5de5\u667a\u80fd\u9884\u62a5\u5927\u6a21\u578bAI-GAMFS &gt;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7531\u4e2d\u56fd\u6c14\u8c61\u79d1\u5b66\u7814\u7a76\u9662\u7814\u5236\u7684\u5168\u7403\u9996\u4e2a\u6c14\u6eb6\u80f6\u4eba\u5de5\u667a\u80fd\u9884\u62a5\u5927\u6a21\u578b\uff08AI-GAMFS\uff09\uff0c\u5df2\u5728TAP\u5e73\u53f0\u5b9e\u73b0\u4e1a\u52a1\u5316\u90e8\u7f72\uff0c\u6280\u672f\u8def\u7ebf\u56fe\u5982\u4e0b\u6240\u793a\u3002\u8be5\u6a21\u578b\u53c2\u6570\u89c4\u6a21\u8fbe13\u4ebf\uff0c\u91c7\u7528\u89c6\u89c9\u53d8\u6362\u5668\uff08Vision Transformer\uff09\u4e0eU-Net\u7f51\u7edc\u878d\u5408\u7684\u521b\u65b0\u67b6\u6784\u3002\u901a\u8fc7\u96c6\u6210\u5168\u5c40\u6ce8\u610f\u529b\u673a\u5236\u3001\u65f6\u7a7a\u7f16\u7801\u6a21\u5757\u548c\u63a5\u529b\u9884\u62a5\u7b56\u7565\u7b49\u591a\u9879\u5173\u952e\u6280\u672f\uff0cAI-GAMFS\u7cbe\u51c6\u523b\u753b\u4e86\u6c14\u6eb6\u80f6\u4e0e\u6c14\u8c61\u4e4b\u95f4\u590d\u6742\u7684\u76f8\u4e92\u4f5c\u7528\uff0c\u663e\u8457\u63d0\u5347\u4e86\u5bf9\u9ad8\u7ef4\u73af\u5883\u6c14\u8c61\u6570\u636e\u7684\u7279\u5f81\u63d0\u53d6\u80fd\u529b\u3002\u6a21\u578b\u8bad\u7ec3\u4f9d\u625842\u5e74\u5168\u7403\u5148\u8fdb\u6c14\u6eb6\u80f6\u518d\u5206\u6790\u6570\u636e\u96c6\uff0c\u5e76\u4ee5GEOS-FP\uff08GEOS Forward Processing\uff09\u5206\u6790\u6570\u636e\u8fdb\u884c\u521d\u59cb\u5316\u9884\u62a5\u3002AI-GAMFS\u5177\u5907\u5feb\u901f\u9ad8\u6548\u7684\u9884\u62a5\u80fd\u529b\uff1a\u6bcf\u65e5\u53ef\u5b8c\u62108\u6b21\u6eda\u52a8\u9884\u62a5\uff0c\u6bcf\u6b21\u4ec5\u970036\u79d2\uff08\u5355\u5f20GPU\u5361\uff09\uff0c\u5373\u53ef\u5b9e\u73b0\u5bf9\u6c99\u5c18\u3001\u786b\u9178\u76d0\u3001\u9ed1\u78b3\u3001\u6709\u673a\u78b3\u3001\u6d77\u76d0\u7b49\u6c14\u6eb6\u80f6\u5173\u952e\u7ec4\u5206\u7684\u5149\u5b66\u7279\u6027\u3001\u5730\u9762\u6d53\u5ea6\u53ca\u76f8\u5173\u6c14\u8c61\u8981\u7d20\u7684\u5168\u7403\u8303\u56f45\u5929\u3001\u90103\u5c0f\u65f6\u9884\u62a5\u3002\u6a21\u578b\u6db5\u76d654\u4e2a\u9884\u62a5\u53d8\u91cf\uff0c\u7a7a\u95f4\u5206\u8fa8\u7387\u8fbe50\u516c\u91cc\uff0c\u663e\u8457\u63d0\u5347\u4e86\u5168\u7403\u6c14\u6eb6\u80f6\u4e0e\u6c14\u8c61\u8026\u5408\u9884\u62a5\u7684\u4e1a\u52a1\u80fd\u529b\u4e0e\u65f6\u6548\u6c34\u5e73\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/tap-dev.makenv.com\/wp-content\/uploads\/2026\/02\/Fig.1.png\" alt=\"\" class=\"wp-image-2085\" width=\"768\" height=\"313\"\/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u53c2\u8003\u6587\u732e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li> Gui, K., Zhang, X., Che, H., Li, L., Zheng, Y., An, L., Miao, Y., Zhao, H., Dubovik, O., Holben, B., Wang, J., Gupta, P., Lind, E S., Toledano, C., Wang, H., Wang, Z., Wang, Y., Huang, X., Dai, K., Xia, X., Xu, X., &amp; Zhang, X. (2026). Advancing operational global aerosol forecasting with machine learning.&nbsp;<em><em>Nature<\/em><\/em>. <strong><span class=\"has-inline-color has-vivid-green-cyan-color\">[<\/span><a href=\"https:\/\/www.nature.com\/articles\/s41586-026-10234-y\"><span class=\"has-inline-color has-vivid-green-cyan-color\">\u94fe<\/span><\/a><a href=\"https:\/\/www.nature.com\/articles\/s41586-026-10234-y\"><span class=\"has-inline-color has-vivid-green-cyan-color\">\u63a5<\/span><\/a><span class=\"has-inline-color has-vivid-green-cyan-color\">]<\/span><\/strong><\/li><\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:0%\"><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u4e2d\u56fd PM2.5 - 10km PM2.5\u7ec4\u5206 - 10km PM2.5 - 1km O3 - 10km \u5168\u7403&hellip;<\/p>\n<p class=\"more-link\"><a href=\"http:\/\/tap-dev.makenv.com\/?page_id=447\" class=\"themebutton2\">Read More<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-447","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"http:\/\/tap-dev.makenv.com\/index.php?rest_route=\/wp\/v2\/pages\/447","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/tap-dev.makenv.com\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"http:\/\/tap-dev.makenv.com\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"http:\/\/tap-dev.makenv.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/tap-dev.makenv.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=447"}],"version-history":[{"count":192,"href":"http:\/\/tap-dev.makenv.com\/index.php?rest_route=\/wp\/v2\/pages\/447\/revisions"}],"predecessor-version":[{"id":2123,"href":"http:\/\/tap-dev.makenv.com\/index.php?rest_route=\/wp\/v2\/pages\/447\/revisions\/2123"}],"wp:attachment":[{"href":"http:\/\/tap-dev.makenv.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=447"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}