{"id":43686,"date":"2023-07-12T21:12:32","date_gmt":"2023-07-12T13:12:32","guid":{"rendered":"https:\/\/swarma.org\/?p=43686"},"modified":"2023-07-12T21:12:32","modified_gmt":"2023-07-12T13:12:32","slug":"nature-%e9%80%9f%e9%80%92%ef%bc%9a3d%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c%e7%b2%be%e7%a1%ae%e9%a2%84%e6%b5%8b%e4%b8%ad%e6%9c%9f%e5%85%a8%e7%90%83%e5%a4%a9%e6%b0%94","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=43686","title":{"rendered":"Nature \u901f\u9012\uff1a3D\u795e\u7ecf\u7f51\u7edc\u7cbe\u786e\u9884\u6d4b\u4e2d\u671f\u5168\u7403\u5929\u6c14"},"content":{"rendered":"
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\u5173\u952e\u8bcd\uff1aAI \u5929\u6c14\u9884\u62a5\uff0c\u5927\u6c14\u52a8\u529b\u5b66\uff0c3D\u795e\u7ecf\u7f51\u7edc\uff0c\u6781\u7aef\u5929\u6c14\uff0c\u96c6\u5408\u9884\u62a5<\/span><\/strong><\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/strong><\/strong><\/span><\/p>\n


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\u8bba\u6587\u9898\u76ee\uff1aAccurate medium-range global weather forecasting with 3D neural networks<\/span><\/section>\n
\u8bba\u6587\u6765\u6e90\uff1aNature<\/em><\/span><\/section>\n
\u6591\u56fe\u94fe\u63a5\uff1ahttps:\/\/pattern.swarma.org\/paper\/1d1811b6-1b89-11ee-af09-0242ac17000d<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n

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\u5929\u6c14\u9884\u62a5\u7684\u91cd\u8981\u6027\u4e0d\u8a00\u800c\u55bb\uff0c\u5c24\u5176\u662f\u9884\u6d4b\u6781\u7aef\u5929\u6c14\u4e8b\u4ef6\uff0c\u5bf9\u79d1\u5b66\u548c\u793e\u4f1a\u90fd\u5f88\u91cd\u8981\u3002\u76ee\u524d\uff0c\u6700\u7cbe\u51c6\u7684\u9884\u62a5\u7cfb\u7edf\u662f\u6570\u503c\u5929\u6c14\u9884\u62a5<\/span>\uff08numerical weather prediction\uff0cNWP\uff09<\/span>\u65b9\u6cd5\u3002\u5b83\u7528\u79bb\u6563\u7684\u7f51\u683c\u8868\u793a\u5927\u6c14\u72b6\u6001\uff0c\u901a\u8fc7\u6c42\u89e3\u504f\u5fae\u5206\u65b9\u7a0b\u6765\u63cf\u8ff0\u8fd9\u4e9b\u72b6\u6001\u8f6c\u79fb\uff0c\u4f46\u6b64\u8fc7\u7a0b\u7684\u8ba1\u7b97\u6210\u672c\u5f88\u9ad8\u3002\u8fd1\u5e74\u6765\uff0c\u57fa\u4e8eAI\u7684\u65b9\u6cd5\u5728\u9884\u62a5\u5929\u6c14\u65b9\u9762\u5df2\u663e\u73b0\u51fa\u4e00\u5b9a\u7684\u6f5c\u529b\uff0c\u4f46\u5176\u9884\u62a5\u7cbe\u5ea6\u4ecd\u7136\u660e\u663e\u4f4e\u4e8eNWP\u65b9\u6cd5\u3002<\/span><\/section>\n

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\u6700\u8fd1\u53d1\u8868\u5728 Nature<\/em> \u7684\u8fd9\u7bc7\u6587\u7ae0\u4ecb\u7ecd\u4e86\u4e00\u79cd\u57fa\u4e8eAI\u7684\u65b9\u6cd5\uff0c\u53ef\u4ee5\u51c6\u786e\u9884\u6d4b\u4e2d\u671f\u5168\u7403\u5929\u6c14<\/span>\uff08medium-range global weather forecasting\uff09<\/span>\u3002\u4e2d\u671f\u5929\u6c14\u9884\u62a5\u662f\u5bf9\u672a\u6765\u4e8e4\uff5e10\u5929\u5185\u5929\u6c14\u53d8\u5316\u8d8b\u52bf\u7684\u9884\u62a5\u3002\u4ed6\u4eec\u63d0\u51fa\u7684\u8fd9\u79cd\u4e09\u7ef4\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u5b66\u4e60\u4e86\u5730\u7403\u7279\u5b9a\u7684\u5148\u9a8c\u77e5\u8bc6\uff0c\u80fd\u6709\u6548\u5730\u5904\u7406\u5929\u6c14\u6570\u636e\u4e2d\u7684\u590d\u6742\u6a21\u5f0f<\/strong>\uff0c\u800c\u4e14\u8fd9\u79cd\u5206\u5c42\u65f6\u95f4\u805a\u5408\u7b56\u7565<\/span>\uff08hierarchical temporal aggregation strategy\uff09<\/span>\u51cf\u5c11\u4e86\u4e2d\u671f\u5929\u6c14\u9884\u62a5\u7684\u7d2f\u79ef\u8bef\u5dee\u3002<\/span><\/section>\n

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\u6b64\u9879\u76ee Pangu-Weather \u4ee539\u5e74\u7684\u5168\u7403\u6570\u636e\u4e3a\u57fa\u7840\uff0c\u4e0e\u4e16\u754c\u4e0a\u6700\u597d\u7684NWP\u7cfb\u7edf\u2014\u2014\u6b27\u6d32\u4e2d\u671f\u5929\u6c14\u9884\u62a5\u4e2d\u5fc3<\/span>\uff08European Centre for Medium-Range Weather Forecasts\uff0cECMWF\uff09<\/span>\u7684\u7efc\u5408\u9884\u62a5\u7cfb\u7edf\u76f8\u6bd4\uff0c\u5728\u6240\u6709\u6d4b\u8bd5\u53d8\u91cf\u7684\u518d\u5206\u6790\u6570\u636e\u4e0a\u83b7\u5f97\u4e86\u66f4\u5f3a\u7684\u786e\u5b9a\u6027\u9884\u62a5\u7ed3\u679c\u3002\u6b64\u65b9\u6cd5\u4e5f\u9002\u7528\u4e8e\u6781\u7aef\u5929\u6c14\u9884\u62a5\u548c<\/strong>\u96c6\u5408\u9884\u62a5<\/strong><\/span>\uff08ensemble forecasts\uff09<\/span>\u3002\u5c06\u518d\u5206\u6790\u6570\u636e<\/span>\uff08reanalysis data\uff09<\/span>\u521d\u59cb\u5316\u540e\uff0c\u5bf9\u70ed\u5e26\u6c14\u65cb\u7684\u8ddf\u8e2a\u7cbe\u5ea6\u4e5f\u9ad8\u4e8eECMWF-HRES\u3002<\/span><\/section>\n

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\u56fe3. \u6b64\u7cfb\u7edf\u5728\u8ffd\u8e2a\u6c14\u65cb\u65f6\u4f18\u4e8eECMWF-HRES\u3002<\/span><\/section>\n

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\u52a0\u901f\u7ecf\u5178\u7b97\u6cd5\u6548\u7387\uff0c\u7a81\u7834\u73b0\u5b9e\u6280\u672f\u74f6\u9888\uff1a\u56fe\u795e\u7ecf\u7f51\u7edc\u4e0e\u7ec4\u5408\u4f18\u5316\u8bfb\u4e66\u4f1a\u542f\u52a8<\/a><\/span>
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\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><\/p>\n

\u200d<\/span>1. <\/strong>\u795e\u7ecf\u79d1\u5b66\u547c\u5524\u7f51\u7edc\u79d1\u5b66 | Barab\u00e1si\u3001Bianconi \u7b49\u6700\u65b0\u7814\u7a76\u901f\u9012<\/a><\/strong><\/span><\/strong><\/strong><\/section>\n
<\/strong>2. <\/strong>PM2.5-GNN \u56fe\u7f51\u7edc\u96fe\u973e\u9884\u62a5\u6a21\u578b\uff1a\u590d\u6742\u7cfb\u7edf\u81ea\u52a8\u5efa\u6a21\u5728\u5927\u6c14\u6c61\u67d3\u4e2d\u7684\u5e94\u7528<\/a><\/strong><\/span><\/strong><\/section>\n
3. <\/strong><\/strong>\u4e1c\u8fb9\u65e5\u51fa\u897f\u8fb9\u96e8\uff1a\u6781\u7aef\u5929\u6c14\u7f51\u7edc\u4e2d\u7684\u957f\u7a0b\u5173\u8054\u4e0e\u8d85\u6307\u6570\u5206\u5e03<\/a><\/strong><\/strong><\/span><\/strong><\/strong><\/section>\n
4. \u300a\u5f20\u6c5f\u00b7\u590d\u6742\u79d1\u5b66\u524d\u6cbf27\u8bb2\u300b\u5b8c\u6574\u4e0a\u7ebf\uff01<\/strong><\/a><\/strong><\/strong><\/strong><\/section>\n
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5. \u6210\u4e3a\u96c6\u667aVIP\uff0c\u89e3\u9501\u5168\u7ad9\u8bfe\u7a0b\uff0f\u8bfb\u4e66\u4f1a<\/span><\/strong><\/a><\/strong><\/strong><\/strong><\/strong><\/section>\n
6.<\/strong><\/strong><\/strong> <\/strong><\/strong><\/strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/strong><\/strong><\/strong><\/a><\/span><\/section>\n

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\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/strong><\/strong><\/span><\/strong><\/section>\n

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\u5173\u952e\u8bcd\uff1aAI \u5929\u6c14\u9884\u62a5\uff0c\u5927\u6c14\u52a8\u529b\u5b66\uff0c3D\u795e\u7ecf\u7f51\u7edc\uff0c\u6781\u7aef\u5929\u6c14\uff0c\u96c6\u5408\u9884\u62a5 \u8bba\u6587\u9898\u76ee\uff1aAccurate medium-range global weather forecasting with 3D neural networks \u8bba\u6587\u6765\u6e90\uff1aNature \u6591\u56fe\u94fe\u63a5\uff1ahttps:\/\/pattern.swar…<\/p>\n","protected":false},"author":0,"featured_media":43680,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/43686"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=43686"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/43686\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/43680"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=43686"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=43686"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=43686"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=43686"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}