{"id":23358,"date":"2024-12-06T12:40:48","date_gmt":"2024-12-06T04:40:48","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=23358"},"modified":"2024-12-06T12:40:48","modified_gmt":"2024-12-06T04:40:48","slug":"%e5%85%ab%e5%88%86%e9%92%9f%e9%a2%84%e6%b5%8b-15-%e5%a4%a9%ef%bc%9a%e8%b0%b7%e6%ad%8c-gencast-ai-%e6%a8%a1%e5%9e%8b%e7%99%bb%e5%9c%ba%ef%bc%8c%e6%a0%91%e7%ab%8b%e5%a4%a9%e6%b0%94%e9%a2%84%e6%8a%a5","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/12\/06\/23358\/","title":{"rendered":"\u516b\u5206\u949f\u9884\u6d4b 15 \u5929\uff1a\u8c37\u6b4c GenCast AI \u6a21\u578b\u767b\u573a\uff0c\u6811\u7acb\u5929\u6c14\u9884\u62a5\u65b0\u6807\u6746"},"content":{"rendered":"<div><img data-dominant-color=\"8aafdc\" data-has-transparency=\"false\" style=\"--dominant-color: #8aafdc;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-23360\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/78064d7431648b1ce5e157198231f522460990-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/78064d7431648b1ce5e157198231f522460990-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/78064d7431648b1ce5e157198231f522460990-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">\u8c37\u6b4c\u63a8\u51fa\u5168\u65b0 AI \u6c14\u8c61\u6a21\u578b GenCast\uff0c\u80fd\u591f\u63d0\u524d 15 \u5929\u63d0\u4f9b\u66f4\u5feb\u901f\u3001\u66f4\u7cbe\u51c6\u7684\u5929\u6c14\u9884\u62a5\uff0c\u5176\u9884\u6d4b\u51c6\u786e\u5ea6\u8d85\u8d8a\u4e86\u6b27\u6d32\u4e2d\u671f\u5929\u6c14\u9884\u62a5\u4e2d\u5fc3\uff08ECMWF\uff09\u7684 ENS \u7cfb\u7edf\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p><img data-dominant-color=\"8aafdc\" data-has-transparency=\"false\" style=\"--dominant-color: #8aafdc;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-23361\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/78064d7431648b1ce5e157198231f522460990-1.jpg\" width=\"800\" height=\"475\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/78064d7431648b1ce5e157198231f522460990-1.jpg 800w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/78064d7431648b1ce5e157198231f522460990-1-300x178.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/78064d7431648b1ce5e157198231f522460990-1-150x89.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/78064d7431648b1ce5e157198231f522460990-1-768x456.jpg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/p>\n<p>12 \u6708 5 \u65e5\u6d88\u606f\uff0c\u8c37\u6b4c DeepMind \u56e2\u961f\u6628\u65e5\uff0812 \u6708 4 \u65e5\uff09\u53d1\u5e03\u535a\u6587\uff0c\u63a8\u51fa\u5168\u65b0 AI \u6c14\u8c61\u6a21\u578b GenCast\uff0c<strong>\u80fd\u591f\u63d0\u524d 15 \u5929\u63d0\u4f9b\u66f4\u5feb\u901f\u3001\u66f4\u7cbe\u51c6\u7684\u5929\u6c14\u9884\u62a5\uff0c\u5176\u9884\u6d4b\u51c6\u786e\u5ea6\u8d85\u8d8a\u4e86\u6b27\u6d32\u4e2d\u671f\u5929\u6c14\u9884\u62a5\u4e2d\u5fc3\uff08ECMWF\uff09\u7684 ENS \u7cfb\u7edf\u3002<\/strong><\/p>\n<h3>\u9879\u76ee\u80cc\u666f<\/h3>\n<p>\u5929\u6c14\u5f71\u54cd\u6211\u4eec\u6240\u6709\u4eba\uff0c\u5851\u9020\u7740\u6211\u4eec\u7684\u51b3\u7b56\u3001\u5b89\u5168\u548c\u751f\u6d3b\u65b9\u5f0f\u3002<\/p>\n<p>IT\u4e4b\u5bb6\u6ce8\uff1a\u968f\u7740\u6c14\u5019\u53d8\u5316\u5bfc\u81f4\u66f4\u591a\u6781\u7aef\u5929\u6c14\u4e8b\u4ef6\uff0c\u51c6\u786e\u53ef\u9760\u7684\u9884\u62a5\u6bd4\u4ee5\u5f80\u4efb\u4f55\u65f6\u5019\u90fd\u66f4\u52a0\u91cd\u8981\u3002\u7136\u800c\uff0c\u5929\u6c14\u65e0\u6cd5\u5b8c\u7f8e\u9884\u6d4b\uff0c\u800c\u4e14\u51e0\u5929\u540e\u7684\u9884\u62a5\u5c24\u5176\u4e0d\u786e\u5b9a\u3002<\/p>\n<p>\u7531\u4e8e\u5b8c\u7f8e\u7684\u5929\u6c14\u9884\u62a5\u662f\u4e0d\u53ef\u80fd\u7684\uff0c\u79d1\u5b66\u5bb6\u548c\u6c14\u8c61\u673a\u6784\u4f7f\u7528\u6982\u7387\u96c6\u5408\u9884\u62a5\uff0c\u5373\u6a21\u578b\u9884\u6d4b\u4e00\u7cfb\u5217\u53ef\u80fd\u7684\u5929\u6c14\u60c5\u666f\u3002<\/p>\n<p>\u8fd9\u79cd\u96c6\u5408\u9884\u62a5\u6bd4\u4f9d\u8d56\u5355\u4e00\u9884\u62a5\u66f4\u6709\u7528\uff0c\u4e3a\u51b3\u7b56\u8005\u63d0\u4f9b\u4e86\u672a\u6765\u51e0\u5929\u548c\u51e0\u5468\u5185\u53ef\u80fd\u51fa\u73b0\u7684\u5929\u6c14\u72b6\u51b5\u4ee5\u53ca\u6bcf\u79cd\u60c5\u666f\u7684\u53ef\u80fd\u6027\u66f4\u5168\u9762\u7684\u4fe1\u606f\u3002<\/p>\n<h3>GenCast \u6a21\u578b<\/h3>\n<p>\u73b0\u6709\u7684\u5929\u6c14\u6a21\u578b\u5efa\u7acb\u5728\u786e\u5b9a\u6027\u5929\u6c14\u6a21\u578b\u4e4b\u4e0a\uff0c\u4ec5\u63d0\u4f9b\u5bf9\u672a\u6765\u5929\u6c14\u7684\u5355\u4e00\u6700\u4f73\u4f30\u8ba1\uff0c\u800c GenCast \u9884\u6d4b\u96c6\u5408\u5305\u542b 50 \u4e2a\u6216\u66f4\u591a\u9884\u6d4b\uff0c\u6bcf\u4e2a\u9884\u6d4b\u4ee3\u8868\u4e00\u79cd\u53ef\u80fd\u7684\u5929\u6c14\u8f68\u8ff9\u3002<\/p>\n<p>GenCast \u662f\u4e00\u79cd\u6269\u6563\u6a21\u578b\uff0c\u8fd9\u79cd\u751f\u6210\u5f0f AI \u6a21\u578b\u652f\u6491\u4e86\u56fe\u50cf\u3001\u89c6\u9891\u548c\u97f3\u4e50\u751f\u6210\u9886\u57df\u7684\u6700\u65b0\u5feb\u901f\u53d1\u5c55\u3002\u7136\u800c\uff0cGenCast \u4e0e\u8fd9\u4e9b\u6a21\u578b\u4e0d\u540c\uff0c\u5b83\u9002\u7528\u4e8e\u5730\u7403\u7684\u7403\u9762\u51e0\u4f55\u5f62\u72b6\uff0c\u5e76\u5728\u83b7\u5f97\u6700\u65b0\u7684\u5929\u6c14\u72b6\u6001\u4f5c\u4e3a\u8f93\u5165\u540e\uff0c\u5b66\u4e60\u51c6\u786e\u751f\u6210\u672a\u6765\u5929\u6c14\u60c5\u666f\u7684\u590d\u6742\u6982\u7387\u5206\u5e03\u3002<\/p>\n<p><img data-dominant-color=\"938f81\" data-has-transparency=\"false\" style=\"--dominant-color: #938f81;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-23362\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/c9f9e1822dbc251ae34741490d8eac17990a0b.jpg\" width=\"1072\" height=\"603\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/c9f9e1822dbc251ae34741490d8eac17990a0b.jpg 1072w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/c9f9e1822dbc251ae34741490d8eac17990a0b-300x169.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/c9f9e1822dbc251ae34741490d8eac17990a0b-1024x576.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/c9f9e1822dbc251ae34741490d8eac17990a0b-150x84.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/c9f9e1822dbc251ae34741490d8eac17990a0b-768x432.jpg 768w\" sizes=\"auto, (max-width: 1072px) 100vw, 1072px\" \/><\/p>\n<p>GenCast \u4f7f\u7528 ECMWF ERA5 \u6863\u6848\u4e2d\u56db\u5341\u5e74\u7684\u5386\u53f2\u6c14\u8c61\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff0c\u6570\u636e\u5305\u62ec\u6e29\u5ea6\u3001\u98ce\u901f\u3001\u6c14\u538b\u7b49\u53d8\u91cf\uff0c\u6a21\u578b\u76f4\u63a5\u4ece\u8fd9\u4e9b\u6570\u636e\u4e2d\u5b66\u4e60\u5168\u7403\u5929\u6c14\u6a21\u5f0f\uff0c\u5206\u8fa8\u7387\u9ad8\u8fbe 0.25\u00b0\u3002<\/p>\n<p>\u5728 Google Cloud TPU v5 \u4e0a\uff0cGenCast \u53ea\u9700 8 \u5206\u949f\u5373\u53ef\u751f\u6210\u4e00\u4e2a 15 \u5929\u7684\u5929\u6c14\u9884\u62a5\uff0c\u5e76\u4e14\u96c6\u5408\u4e2d\u7684\u6bcf\u4e2a\u9884\u6d4b\u90fd\u53ef\u4ee5\u5e76\u884c\u751f\u6210\uff0c\u8fdc\u8d85\u4f20\u7edf\u7269\u7406\u6a21\u578b\u7684\u8ba1\u7b97\u901f\u5ea6\u3002<\/p>\n<p><img data-dominant-color=\"dae3ea\" data-has-transparency=\"false\" style=\"--dominant-color: #dae3ea;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-23363\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/757928223573e97e0ed356833f9866e85ab852.jpg\" width=\"1024\" height=\"746\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/757928223573e97e0ed356833f9866e85ab852.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/757928223573e97e0ed356833f9866e85ab852-300x219.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/757928223573e97e0ed356833f9866e85ab852-150x109.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/757928223573e97e0ed356833f9866e85ab852-768x560.jpg 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<h3>GenCast \u6027\u80fd\u8bc4\u4f30\u4e0e\u5e94\u7528\uff1a<\/h3>\n<p>\u4f7f\u7528 2018 \u5e74\u524d\u7684\u6570\u636e\u8bad\u7ec3\uff0c2019 \u5e74\u7684\u6570\u636e\u6d4b\u8bd5\uff0cGenCast \u5728 1320 \u79cd\u4e0d\u540c\u53d8\u91cf\u548c\u63d0\u524d\u65f6\u95f4\u7684\u7ec4\u5408\u6d4b\u8bd5\u4e2d\uff0c\u51c6\u786e\u7387\u8d85\u8fc7 ENS \u7684 97.2%\uff0c\u5728\u63d0\u524d 36 \u5c0f\u65f6\u4ee5\u4e0a\u7684\u9884\u6d4b\u4e2d\uff0c\u51c6\u786e\u7387\u66f4\u662f\u9ad8\u8fbe 99.8%\u3002<\/p>\n<p><img data-dominant-color=\"fbfbfb\" data-has-transparency=\"false\" style=\"--dominant-color: #fbfbfb;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-23364\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/d4f331b18e1ad42490c78433b65f2ea0bcd2d1.jpg\" width=\"1070\" height=\"601\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/d4f331b18e1ad42490c78433b65f2ea0bcd2d1.jpg 1070w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/d4f331b18e1ad42490c78433b65f2ea0bcd2d1-300x169.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/d4f331b18e1ad42490c78433b65f2ea0bcd2d1-1024x575.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/d4f331b18e1ad42490c78433b65f2ea0bcd2d1-150x84.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/d4f331b18e1ad42490c78433b65f2ea0bcd2d1-768x431.jpg 768w\" sizes=\"auto, (max-width: 1070px) 100vw, 1070px\" \/><\/p>\n<p>\u6b64\u5916 GenCast \u5728\u9884\u6d4b\u6781\u7aef\u9ad8\u6e29\u3001\u4f4e\u6e29\u548c\u5f3a\u98ce\u7b49\u65b9\u9762\u6301\u7eed\u4f18\u4e8e ENS\uff0c\u5e76\u80fd\u66f4\u51c6\u786e\u5730\u9884\u6d4b\u53f0\u98ce \/ \u98d3\u98ce\u7684\u8def\u5f84\uff0c\u4f8b\u5982\u5bf9\u53f0\u98ce\u201c\u6d77\u8d1d\u601d\u201d\u7684\u8def\u5f84\u9884\u6d4b\u3002<\/p>\n<p><img data-dominant-color=\"fbfbfc\" data-has-transparency=\"false\" style=\"--dominant-color: #fbfbfc;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-23365\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/52f2efe3172ef3355959453d1f9096798582a2.jpg\" width=\"1070\" height=\"601\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/52f2efe3172ef3355959453d1f9096798582a2.jpg 1070w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/52f2efe3172ef3355959453d1f9096798582a2-300x169.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/52f2efe3172ef3355959453d1f9096798582a2-1024x575.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/52f2efe3172ef3355959453d1f9096798582a2-150x84.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/52f2efe3172ef3355959453d1f9096798582a2-768x431.jpg 768w\" sizes=\"auto, (max-width: 1070px) 100vw, 1070px\" \/><\/p>\n<p>\u53c2\u8003<\/p>\n<ul data-id=\"u738a58b-RGUZI6Hl\">\n<li data-id=\"ld70c578-Ic493DBY\">GenCast predicts weather and the risks of extreme conditions with state-of-the-art accuracy<\/li>\n<li data-id=\"ld70c578-UlhnY9da\">Probabilistic weather forecasting with machine learning<\/li>\n<li data-id=\"ld70c578-UlhnY9da\"><\/li>\n<\/ul>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_23358\" class=\"pvc_stats total_only  \" data-element-id=\"23358\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 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