{"id":6607,"date":"2025-12-06T10:54:36","date_gmt":"2025-12-06T02:54:36","guid":{"rendered":"https:\/\/nullthought.net\/?p=6607"},"modified":"2025-12-06T13:16:06","modified_gmt":"2025-12-06T05:16:06","slug":"%e5%9c%b0%e7%90%83%e5%9f%ba%e7%a1%80%e6%a8%a1%e5%9e%8balphaearth-foundations-aef","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=6607","title":{"rendered":"\u5730\u7403\u57fa\u7840\u6a21\u578bAlphaEarth Foundations (AEF)"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Google DeepMind \u4eca\u5e74\u63a8\u51fa\u4e86 <strong><a href=\"https:\/\/deepmind.google\/blog\/alphaearth-foundations-helps-map-our-planet-in-unprecedented-detail\/\" target=\"_blank\" rel=\"noreferrer noopener\">AlphaEarth Foundations (AEF)<\/a><\/strong> \u6a21\u578b\uff0c\u8be5\u6a21\u578b\u4ee5\u524d\u6240\u672a\u6709\u7684\u7ec6\u8282\u6c34\u5e73\uff0c\u5e2e\u52a9\u6211\u4eec\u7ed8\u5236\u548c\u76d1\u6d4b\u6211\u4eec\u8d56\u4ee5\u751f\u5b58\u7684\u8fd9\u9897\u84dd\u8272\u661f\u7403\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"AlphaEarth\uff1a\u667a\u6167\u5730\u7403\u6a21\u578b\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/XCPMKtZleNs?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e00\u3001 AlphaEarth Foundations (AEF) \u7684\u6838\u5fc3\u5185\u5bb9<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b80\u5355\u6765\u8bf4\uff0cAlphaEarth Foundations \u662f\u4e00\u4e2a<strong>\u4eba\u5de5\u667a\u80fd\u6a21\u578b\uff0c\u5176\u529f\u80fd\u5c31\u50cf\u4e00\u9897\u201c\u865a\u62df\u536b\u661f\u201d<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u7684\u6838\u5fc3\u4efb\u52a1\u662f\u6574\u5408\u548c\u5904\u7406\u6d77\u91cf\uff08PB \u7ea7\uff09\u7684\u5730\u7403\u89c2\u6d4b\u6570\u636e\uff0c\u5e76\u5c06\u8fd9\u4e9b\u590d\u6742\u3001\u591a\u6a21\u5f0f\u7684\u4fe1\u606f\u8f6c\u5316\u6210\u4e00\u4e2a\u7edf\u4e00\u7684\u6570\u5b57\u8868\u793a\uff0c\u6211\u4eec\u79f0\u4e4b\u4e3a\u201c\u5d4c\u5165\u201d\uff08embedding\uff09\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u8ba1\u7b97\u673a\u7cfb\u7edf\u5c31\u80fd\u8f7b\u677e\u9ad8\u6548\u5730\u5904\u7406\u8fd9\u4e9b\u6570\u636e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AEF \u6a21\u578b\u7684\u8f93\u51fa\u6210\u679c\uff0c\u5c31\u662f\u88ab\u79f0\u4e3a <strong>\u201c\u536b\u661f\u5d4c\u5165\u6570\u636e\u96c6\u201d (Satellite Embedding dataset)<\/strong> \u7684\u5168\u7403\u5e74\u5ea6\u5d4c\u5165\u96c6\u5408\uff0c\u8be5\u6570\u636e\u96c6\u5df2\u7ecf\u88ab\u53d1\u5e03\u5230 Google Earth Engine \u4e0a\u4f9b\u4e13\u5bb6\u4f7f\u7528\u3002\u8fd9\u4e2a\u6570\u636e\u96c6\u662f\u540c\u7c7b\u4e2d\u89c4\u6a21\u6700\u5927\u7684\u4e4b\u4e00\uff0c\u6bcf\u5e74\u5305\u542b\u8d85\u8fc7 1.4 \u4e07\u4ebf\u4e2a\u5d4c\u5165\u8db3\u8ff9\uff08footprints\uff09\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e8c\u3001 AlphaEarth Foundations \u7684\u72ec\u7279\u7279\u70b9<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">AlphaEarth Foundations\u4e4b\u6240\u4ee5\u80fd\u5e26\u6765\u4e00\u573a\u201c\u5168\u7403\u6d4b\u7ed8\u4e0e\u76d1\u6d4b\u7684\u9769\u547d\u201d\uff0c\u662f\u56e0\u4e3a\u5b83\u89e3\u51b3\u4e86\u73b0\u6709\u5730\u7403\u89c2\u6d4b\u6570\u636e\u9762\u4e34\u7684\u4e24\u4e2a\u4e3b\u8981\u6311\u6218\uff1a<strong>\u6570\u636e\u8fc7\u8f7d<\/strong>\u548c<strong>\u4fe1\u606f\u4e0d\u4e00\u81f4<\/strong>\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u591a\u6e90\u6570\u636e\u6df1\u5ea6\u878d\u5408\uff1a<\/strong> AEF \u5c06\u6765\u81ea\u6570\u5341\u4e2a\u4e0d\u540c\u516c\u5171\u6765\u6e90\u7684\u6d77\u91cf\u4fe1\u606f\u7f16\u7ec7\u5728\u4e00\u8d77\u8fdb\u884c\u5206\u6790\u3002\u8fd9\u4e9b\u6570\u636e\u6e90\u975e\u5e38\u591a\u6837\u5316\uff0c\u5305\u62ec\u5149\u5b66\u536b\u661f\u56fe\u50cf\u3001\u96f7\u8fbe\u30013D \u6fc0\u5149\u6d4b\u7ed8\uff0c\u751a\u81f3\u6c14\u5019\u6a21\u62df\u6570\u636e\u3002\u5b83\u751a\u81f3\u5c06\u5730\u7403\u89c2\u6d4b\u8bb0\u5f55\u4e2d\u7a00\u758f\u3001\u975e\u5747\u5300\u91c7\u6837\u7684\u89c2\u6d4b\u7ed3\u679c\u6574\u5408\u4e3a\u4e00\u4e2a\u8fde\u7eed\u7684\u8bb0\u5f55\u3002<\/li>\n\n\n\n<li><strong>\u9ad8\u7cbe\u5ea6\u4e0e\u9ad8\u6548\u7387\u517c\u5f97\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u9ad8\u7a7a\u95f4\u7cbe\u5ea6\uff1a<\/strong> AEF \u80fd\u591f\u4ee5<strong>\u6e05\u6670\u7684 10&#215;10 \u7c73\uff0810 \u5e73\u65b9\u7c73\uff09\u65b9\u683c<\/strong>\u6765\u5206\u6790\u4e16\u754c\u7684\u9646\u5730\u548c\u6cbf\u6d77\u6c34\u57df\uff0c\u5e76\u4ee5\u5353\u8d8a\u7684\u7cbe\u5ea6\u8ddf\u8e2a\u968f\u65f6\u95f4\u53d1\u751f\u7684\u53d8\u5316\u3002<\/li>\n\n\n\n<li><strong>\u9ad8\u6570\u636e\u538b\u7f29\u7387\uff1a<\/strong> \u8be5\u7cfb\u7edf\u7684\u5173\u952e\u521b\u65b0\u5728\u4e8e\u80fd\u591f\u4e3a\u6bcf\u4e2a\u65b9\u683c\u521b\u5efa\u9ad8\u5ea6\u7d27\u51d1\u7684\u6458\u8981\uff08\u5373\u5d4c\u5165\uff09\u3002\u8fd9\u4e9b\u6458\u8981\u6240\u9700\u7684\u5b58\u50a8\u7a7a\u95f4\u6bd4\u6211\u4eec\u6d4b\u8bd5\u8fc7\u7684\u5176\u4ed6 AI \u7cfb\u7edf<strong>\u5c11 16 \u500d<\/strong>\uff0c\u4ece\u800c\u663e\u8457\u964d\u4f4e\u4e86\u884c\u661f\u5c3a\u5ea6\u5206\u6790\u7684\u6210\u672c\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u65f6\u95f4\u8fde\u7eed\u6027\u5efa\u6a21\u80fd\u529b\uff1a<\/strong> AEF \u662f\u7b2c\u4e00\u4e2a\u652f\u6301\u8fde\u7eed\u65f6\u95f4\u7684\u5730\u7403\u89c2\u6d4b\u7279\u5f81\u5316\u65b9\u6cd5\u3002\u8fd9\u610f\u5473\u7740\u5b83\u53ef\u4ee5\u5c06\u7a00\u758f\u7684\u89c2\u6d4b\u8bb0\u5f55\u6574\u5408\u4e3a\u4e00\u4e2a\u8fde\u7eed\u7684\u8bb0\u5f55\uff0c\u65e0\u8bba\u6570\u636e\u7684\u53ef\u7528\u6027\u5982\u4f55\u6ce2\u52a8\u3002\u8fd9\u79cd\u80fd\u529b\u4f7f\u5176\u80fd\u591f\u901a\u8fc7\u5206\u79bb\u4e0e\u6d4b\u91cf\u884c\u4e3a\u65e0\u5173\u7684\u5171\u540c\u4fe1\u606f\uff0c\u5728\u4fdd\u6301\u5bf9\u5730\u7403\u8868\u9762\u5c5e\u6027\u7d27\u51d1\u63cf\u8ff0\u7684\u540c\u65f6\uff0c\u4fdd\u6301\u5bf9\u5730\u7403\u6210\u50cf\u4efb\u52a1\u56fa\u6709\u7684\u566a\u58f0\u548c\u7a00\u758f\u6027\u7684\u9c81\u68d2\u6027\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e09\u3001 AlphaEarth Foundations \u5e26\u6765\u7684\u91cd\u8981\u6210\u679c<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">AEF \u7684\u8bde\u751f\u89e3\u9501\u4e86\u4e00\u4e2a\u65b0\u7684\u53d1\u73b0\u65f6\u4ee3\uff0c\u5e76\u5e26\u6765\u4e86\u5207\u5b9e\u7684\u5168\u7403\u5f71\u54cd\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5353\u8d8a\u7684\u6d4b\u7ed8\u6027\u80fd\uff1a<\/strong> \u5728\u4e25\u683c\u7684\u6027\u80fd\u6d4b\u8bd5\u4e2d\uff0c\u4e0e\u4f20\u7edf\u65b9\u6cd5\u548c\u5176\u4ed6 AI \u6d4b\u7ed8\u7cfb\u7edf\u76f8\u6bd4\uff0cAEF \u59cb\u7ec8\u662f\u6700\u51c6\u786e\u7684\u3002\u5b83\u5728\u5e7f\u6cdb\u7684\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u8272\uff0c\u5305\u62ec\u571f\u5730\u5229\u7528\u8bc6\u522b\u548c\u5730\u8868\u7279\u6027\u4f30\u7b97\u3002\u5e73\u5747\u800c\u8a00\uff0cAEF \u7684\u9519\u8bef\u7387\u6bd4\u6211\u4eec\u6d4b\u8bd5\u7684\u6a21\u578b\u4f4e <strong>24%<\/strong>\uff0c\u6bd4\u6b21\u4f18\u65b9\u6cd5\u5e73\u5747\u964d\u4f4e\u4e86\u7ea6 23.9% \u7684\u8bef\u5dee\u5e45\u5ea6\u3002<\/li>\n\n\n\n<li><strong>\u89e3\u51b3\u5b9e\u9645\u6311\u6218\u7684\u80fd\u529b\uff1a<\/strong> \u8be5\u6a21\u578b\u80fd\u591f\u4e3a\u79d1\u5b66\u5bb6\u63d0\u4f9b\u5173\u4e8e\u5730\u7403\u6f14\u53d8\u7684\u66f4\u5b8c\u6574\u3001\u66f4\u4e00\u81f4\u7684\u56fe\u50cf\uff0c\u5e2e\u52a9\u4ed6\u4eec\u5728\u7cae\u98df\u5b89\u5168\u3001\u68ee\u6797\u780d\u4f10\u3001\u57ce\u5e02\u6269\u5f20\u548c\u6c34\u8d44\u6e90\u7b49\u5173\u952e\u95ee\u9898\u4e0a\u505a\u51fa\u66f4\u660e\u667a\u7684\u51b3\u7b56\u3002<\/li>\n\n\n\n<li><strong>\u5177\u4f53\u7684\u5e94\u7528\u6848\u4f8b\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u7a7f\u900f\u4e91\u5c42\u89c2\u6d4b\uff1a<\/strong> \u5728\u5384\u74dc\u591a\u5c14\uff0c\u8be5\u6a21\u578b\u80fd\u591f\u7a7f\u900f\u6301\u7eed\u7684\u4e91\u5c42\uff0c\u8be6\u7ec6\u63cf\u7ed8\u5904\u4e8e\u4e0d\u540c\u53d1\u5c55\u9636\u6bb5\u7684\u519c\u7530\u3002<\/li>\n\n\n\n<li><strong>\u590d\u6742\u533a\u57df\u6d4b\u7ed8\uff1a<\/strong> \u5b83\u80fd\u6e05\u6670\u5730\u63cf\u7ed8\u5357\u6781\u6d32\u7684\u590d\u6742\u5730\u8868\uff0c\u8fd9\u4e2a\u533a\u57df\u56e0\u4e3a\u4e0d\u89c4\u5219\u7684\u536b\u661f\u6210\u50cf\u800c\u96be\u4ee5\u6210\u50cf\u3002<\/li>\n\n\n\n<li><strong>\u751f\u6001\u7cfb\u7edf\u5206\u7c7b\u548c\u4fdd\u62a4\uff1a<\/strong> Global Ecosystems Atlas \u7b49\u7ec4\u7ec7\u6b63\u4f7f\u7528\u8be5\u6570\u636e\u96c6\u6765\u5e2e\u52a9\u5404\u56fd\u5206\u7c7b\u5c1a\u672a\u6d4b\u7ed8\u7684\u751f\u6001\u7cfb\u7edf\uff0c\u5982\u6d77\u5cb8\u704c\u6728\u6797\u548c\u6781\u7aef\u5e72\u65f1\u6c99\u6f20\u3002\u8fd9\u5bf9\u4e8e\u786e\u5b9a\u4fdd\u62a4\u533a\u7684\u4f18\u5148\u6b21\u5e8f\u548c\u5e94\u5bf9\u751f\u7269\u591a\u6837\u6027\u4e27\u5931\u81f3\u5173\u91cd\u8981\u3002<\/li>\n\n\n\n<li><strong>\u519c\u4e1a\u4e0e\u73af\u5883\u53d8\u5316\u76d1\u6d4b\uff1a<\/strong> MapBiomas \u6b63\u5728\u5df4\u897f\u6d4b\u8bd5\u8be5\u6570\u636e\u96c6\uff0c\u4ee5\u66f4\u6df1\u5165\u5730\u4e86\u89e3\u5168\u56fd\u8303\u56f4\u5185\u7684\u519c\u4e1a\u548c\u73af\u5883\u53d8\u5316\uff0c\u8fd9\u6709\u52a9\u4e8e\u4e9a\u9a6c\u900a\u96e8\u6797\u7b49\u5173\u952e\u751f\u6001\u7cfb\u7edf\u7684\u4fdd\u62a4\u7b56\u7565\u548c\u53ef\u6301\u7eed\u53d1\u5c55\u5021\u8bae\u3002\u8be5\u6570\u636e\u96c6\u4f7f\u5176\u80fd\u591f\u751f\u4ea7\u51fa<strong>\u66f4\u51c6\u786e\u3001\u66f4\u7cbe\u786e\u3001\u66f4\u5feb\u901f<\/strong>\u7684\u5730\u56fe\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u901a\u8fc7 AlphaEarth Foundations\uff0c\u79d1\u5b66\u5bb6\u548c\u4ece\u4e1a\u8005\u73b0\u5728\u62e5\u6709\u4e86\u4e00\u4e2a\u65b0\u578b\u7684\u5730\u7406\u7a7a\u95f4\u6570\u636e\u57fa\u7840\uff0c\u53ef\u4ee5\u6839\u636e\u9700\u8981\u521b\u5efa\u8be6\u7ec6\u3001\u4e00\u81f4\u7684\u5168\u7403\u5730\u56fe\uff0c\u800c\u4e0d\u518d\u4f9d\u8d56\u5355\u4e00\u536b\u661f\u7684\u7ecf\u8fc7\u3002\u5b83\u5c31\u50cf\u4e00\u628a<strong>\u4e07\u80fd\u94a5\u5319<\/strong>\uff0c\u6253\u5f00\u4e86\u957f\u671f\u4ee5\u6765\u53d7\u9650\u4e8e\u7a00\u758f\u89c2\u6d4b\u8bb0\u5f55\u548c\u5e9e\u6742\u6570\u636e\u91cf\u7684\u5730\u7403\u79d1\u5b66\u5927\u95e8\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"572\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2025\/12\/AlphaEarth-FoundationsAEF-1024x572.jpg\" alt=\"\" class=\"wp-image-6608\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2025\/12\/AlphaEarth-FoundationsAEF-1024x572.jpg 1024w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/12\/AlphaEarth-FoundationsAEF-300x167.jpg 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/12\/AlphaEarth-FoundationsAEF-768x429.jpg 768w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/12\/AlphaEarth-FoundationsAEF-1536x857.jpg 1536w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/12\/AlphaEarth-FoundationsAEF-2048x1143.jpg 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><strong><a href=\"https:\/\/deepmind.google\/blog\/alphaearth-foundations-helps-map-our-planet-in-unprecedented-detail\/\" target=\"_blank\" rel=\"noreferrer noopener\">AlphaEarth Foundations (AEF)<\/a><\/strong> <\/figcaption><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>Google DeepMind \u4eca\u5e74\u63a8\u51fa\u4e86 AlphaEarth Foundations (AEF) \u6a21\u578b\uff0c\u8be5 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