{"id":49200,"date":"2024-03-26T19:13:10","date_gmt":"2024-03-26T11:13:10","guid":{"rendered":"https:\/\/swarma.org\/?p=49200"},"modified":"2024-03-26T19:13:10","modified_gmt":"2024-03-26T11:13:10","slug":"nat-commun-%e5%89%8d%e6%b2%bf%ef%bc%9a%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e7%9a%84%e5%a4%8d%e6%9d%82%e7%b3%bb%e7%bb%9f%e9%ab%98%e9%98%b6%e7%bb%93%e6%9e%84%e6%8e%a8%e6%96%ad%e4%b8%8e%e5%8a%a8","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=49200","title":{"rendered":"Nat. Commun. \u524d\u6cbf\uff1a\u6570\u636e\u9a71\u52a8\u7684\u590d\u6742\u7cfb\u7edf\u9ad8\u9636\u7ed3\u6784\u63a8\u65ad\u4e0e\u52a8\u529b\u5b66\u9884\u6d4b"},"content":{"rendered":"
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\u8fd1\u65e5\uff0c\u590d\u65e6\u5927\u5b66\u6797\u4f1f\u6559\u6388\u3001\u6731\u7fa4\u559c\u535a\u58eb\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u683c\u5170\u6770\u56e0\u679c\u548c\u50a8\u5907\u6c60\u8ba1\u7b97\u7684\u8f7b\u91cf\u5316\u673a\u5668\u5b66\u4e60\u6846\u67b6\uff0c\u65e8\u5728\u9ad8\u6548\u4e14\u7a33\u5065\u5730\u63ed\u793a\u7cfb\u7edf\u9ad8\u9636\u76f8\u4e92\u4f5c\u7528\uff0c\u5e76\u5229\u7528\u8fd9\u4e9b\u9ad8\u9636\u7ed3\u6784\u4fe1\u606f\u8fdb\u884c\u7cbe\u51c6\u52a8\u529b\u5b66\u9884\u6d4b\u3002\u8fd9\u4e00\u7814\u7a76\u6210\u679c\u4ee5\u201cHigher-order Granger reservoir computing: Simultaneously achieving scalable complex structures inference and accurate dynamics prediction\u201d\u4e3a\u9898\uff0c\u5728\u300a\u81ea\u7136\u00b7\u901a\u8baf\u300b\u6742\u5fd7\u4e0a\u53d1\u8868\u3002\u672c\u6587\u662f\u8bba\u6587\u7684\u901a\u8baf\u4f5c\u8005\u6731\u7fa4\u559c\u4e0e\u7b2c\u4e00\u4f5c\u8005\u674e\u946b\u5bf9\u8be5\u9879\u7814\u7a76\u7684\u89e3\u8bfb\u3002<\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/section>\n
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\u8bba\u6587\u9898\u76ee\uff1aHigher-order Granger reservoir computing: Simultaneously achieving scalable complex structures inference and accurate dynamics prediction<\/span><\/p>\n

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\u8bba\u6587\u94fe\u63a5\uff1a<\/span>https:\/\/doi.org\/10.1038\/s41467-024-46852-1<\/section>\n
\u62a5\u9053\u94fe\u63a5\uff1a<\/span>https:\/\/techxplore.com\/news\/2024-03-lightweight-machine-method-scalable-inference.html<\/section>\n<\/blockquote>\n

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\u8fd1\u5e74\u6765\uff0c\u5305\u62ec\u50a8\u5907\u6c60\u8ba1\u7b97<\/span>\uff08Reservoir Computing, RC\uff09<\/span>\u5728\u5185\u7684\u673a\u5668\u5b66\u4e60\u6280\u672f\u5728\u590d\u6742\u7cfb\u7edf\u6f14\u5316\u9884\u6d4b\u7814\u7a76\u4e2d\u53d6\u5f97\u4e86\u5de8\u5927\u6210\u529f\u3002\u7814\u7a76\u8005\u81f4\u529b\u4e8e\u5f00\u53d1\u5148\u8fdb\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u5e76\u5e94\u7528\u4e8e\u7531\u590d\u6742\u7cfb\u7edf\u751f\u6210\u7684\u53ef\u89c2\u6d4b\u65f6\u95f4\u5e8f\u5217\u6570\u636e\uff0c\u65e8\u5728\u6df1\u5165\u7406\u89e3\u548c\u7cbe\u51c6\u9884\u6d4b\u7cfb\u7edf\u52a8\u529b\u5b66\u6f14\u5316\u884c\u4e3a\u3002\u5c3d\u7ba1\u5982\u6b64\uff0c\u5982\u4f55\u5728\u4fdd\u6301\u6a21\u578b\u8f7b\u91cf\u5316\u7684\u540c\u65f6\uff0c\u66f4\u5168\u9762\u5730\u5229\u7528\u7ed3\u6784\u4fe1\u606f\u5b9e\u73b0\u5bf9\u590d\u6742\u52a8\u529b\u5b66\u7684\u7cbe\u786e\u9884\u6d4b\uff0c\u4ecd\u662f\u4e00\u4e2a\u5de8\u5927\u6311\u6218\u3002<\/span><\/section>\n

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\u56fd\u9645\u77e5\u540d\u5b66\u672f\u7f51\u7ad9techxplore.com\u4ee5\u201cLightweight machine learning method enhances scal<\/span>able structural inference and dynamic prediction accuracy\u201d\u4e3a\u9898\u4e13\u6587\u63a8\u9001\u4e86\u8be5\u5de5\u4f5c\u7684\u4ecb\u7ecd\u3002\u590d\u65e6\u5927\u5b66\u667a\u80fd\u590d\u6742\u4f53\u7cfb\u5b9e\u9a8c\u5ba4\u8054\u5408\u57f9\u517b\u7684\u535a\u58eb\u751f\u674e\u946b\u4e3a\u8be5\u8bba\u6587\u7b2c\u4e00\u4f5c\u8005\uff0c\u590d\u65e6\u5927\u5b66\u6797\u4f1f\u6559\u6388\u3001\u6731\u7fa4\u559c\u535a\u58eb\u548c\u56fd\u79d1\u5927\u8d75\u57ce\u5229\u526f\u6559\u6388\u4e3a\u672c\u6587\u5171\u540c\u901a\u8baf\u4f5c\u8005\uff0c\u82cf\u5dde\u5927\u5b66\u9a6c\u6b22\u98de\u6559\u6388\u4e5f\u5728\u5de5\u4f5c\u4e2d\u7ed9\u4e88\u4e86\u6307\u5bfc\u548c\u652f\u6301\u3002<\/span><\/span><\/section>\n

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\u4e3b\u8981\u53c2\u8003\u6587\u732e<\/span><\/strong><\/span><\/section>\n
[1] Skardal P S, Arenas A. Higher order interactions in complex networks of phase oscillators promote abrupt synchronization switching[J]. Communications Physics, 2020, 3(1): 218.<\/span><\/section>\n

[2] Srinivasan K, Coble N, Hamlin J, et al. Parallel machine learning for forecasting the dynamics of complex networks[J]. Physical Review Letters, 2022, 128(16): 164101.<\/span><\/p>\n


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\u968f\u7740\u5bf9\u73b0\u5b9e\u4e16\u754c\u63a2\u7d22\u7684\u4e0d\u65ad\u6df1\u5165\uff0c\u4eba\u4eec\u53d1\u73b0\u5728\u8bb8\u591a\u771f\u5b9e\u7684\u590d\u6742\u7cfb\u7edf\u4e2d\uff0c\u7ec4\u6210\u7cfb\u7edf\u7684\u4e2a\u4f53\u4e4b\u95f4\u4e0d\u4ec5\u5b58\u5728\u4e8c\u5143\u4ea4\u4e92\u5173\u7cfb\uff0c\u4e5f\u5e7f\u6cdb\u5b58\u5728\u591a\u4e2a\u4f53\u540c\u65f6\uff08\u6216\u4ee5\u7279\u5b9a\u987a\u5e8f\uff09\u8fdb\u884c\u4ea4\u4e92\uff0c\u5373\u9ad8\u9636\u4ea4\u4e92\u73b0\u8c61\u3002\u4e3a\u6b64\uff0c\u7814\u7a76\u4eba\u5458\u5206\u522b\u53d1\u5c55\u51fa\u4e86\u57fa\u4e8e\u8d85\u56fe\u3001\u5355\u7eaf\u590d\u5f62\u3001\u4f9d\u8d56\u5173\u7cfb\u7b49\u7684\u7f51\u7edc\u9ad8\u9636\u8868\u793a\u6a21\u578b\uff0c\u4e3a\u590d\u6742\u7f51\u7edc\u5206\u6790\u548c\u7814\u7a76\u63d0\u4f9b\u4e86\u65b0\u7684\u601d\u8def\u3002<\/span><\/section>\n

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\u7531\u7535\u5b50\u79d1\u6280\u5927\u5b66\u5415\u7433\u5a9b\u8001\u5e08\u3001\u4efb\u6653\u9f99\u8001\u5e08\u53ca\u4e2d\u56fd\u5730\u8d28\u5927\u5b66\uff08\u5317\u4eac\uff09\u7ba1\u9752\u8001\u5e08\u5728\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u53d1\u8d77\u4e86\u3010\u9ad8\u9636\u7f51\u7edc\u8bfb\u4e66\u4f1a<\/a>\u3011\u3002\u8bfb\u4e66\u4f1a\u56f4\u7ed5\u9ad8\u9636\u4ea4\u4e92\u7f51\u7edc\u7684\u57fa\u672c\u6982\u5ff5\u3001\u6a21\u578b\u3001\u65b9\u6cd5\u4e0e\u5e94\u7528\u7b49\u7814\u7a76\u8fdb\u884c\u7814\u8ba8\uff0c\u6309\u7167\u300c\u57fa\u7840\u7406\u8bba\u300d+\u300c\u6df1\u5165\u7406\u8bba\u300d+\u300c\u6848\u4f8b\u7814\u8ba8\u300d\u7684\u6a21\u5f0f\u5c55\u5f00\u3002\u8bfb\u4e66\u4f1a\u7b2c\u4e00\u5b63\u5df2\u7ecf\u5706\u6ee1\u7ed3\u675f\uff0c\u7b2c\u4e8c\u5b63\u6b63\u5728\u7b79\u5907\u4e2d\u3002\u73b0\u5728\u62a5\u540d\u52a0\u5165\u53ef\u4ee5\u89e3\u9501\u7b2c\u4e00\u5b63\u5168\u90e8\u5f55\u64ad\u89c6\u9891\u5e76\u52a0\u5165\u793e\u7fa4\u4ea4\u6d41\u3002<\/span><\/section>\n


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\u63a2\u7d22\u590d\u6742\u7cfb\u7edf\u9ad8\u9636\u4ea4\u4e92\u7684\u5965\u79d8 | \u9ad8\u9636\u7f51\u7edc\u8bfb\u4e66\u4f1a\u542f\u52a8<\/strong><\/a>
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\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><\/p>\n

1. <\/strong>PRL\u901f\u9012\uff1a\u9ad8\u9636\u65f6\u5e8f\u7f51\u7edc\u7684\u6e17\u6d41\u4e0e\u62d3\u6251<\/a><\/strong><\/span><\/strong><\/section>\n
2. <\/strong>Nat. Commun.\u524d\u6cbf\uff1a\u6570\u636e\u9a71\u52a8\u7684\u590d\u6742\u7cfb\u7edf\u9884\u6d4b<\/a><\/strong><\/span><\/section>\n
3. <\/strong><\/strong>Physics Reports \u6700\u65b0\u7efc\u8ff0\uff1a\u9ad8\u9636\u4e92\u52a8\u7f51\u7edc\u7684\u7ed3\u6784\u548c\u52a8\u529b\u5b66<\/a><\/strong><\/strong><\/span><\/strong><\/strong><\/section>\n
4. <\/strong><\/strong><\/span>\u5f20\u6c5f\uff1a\u7b2c\u4e09\u4ee3\u4eba\u5de5\u667a\u80fd\u6280\u672f\u57fa\u7840\u2014\u2014\u4ece\u53ef\u5fae\u5206\u7f16\u7a0b\u5230\u56e0\u679c\u63a8\u7406 | \u96c6\u667a\u5b66\u56ed\u5168\u65b0\u8bfe\u7a0b<\/a><\/strong><\/strong><\/span><\/section>\n
<\/a><\/strong><\/strong><\/span><\/section>\n
<\/strong><\/strong>5.<\/strong> \u9f99\u5e74\u5927\u8fd0\u8d77\uff0c\u5b66\u4e60\u6b63\u5f53\u65f6\uff01\u89e3\u9501\u96c6\u667a\u5168\u7ad9\u5185\u5bb9\uff0c\u5f00\u542f\u65b0\u5e74\u5b66\u4e60\u8ba1\u5212<\/a><\/strong><\/strong><\/strong><\/strong><\/span><\/a><\/strong><\/strong><\/strong><\/strong><\/span><\/section>\n
6. <\/strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/span><\/a><\/section>\n


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

<\/mp-style-type><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

\u5bfc\u8bed \u8fd1\u65e5\uff0c\u590d\u65e6\u5927\u5b66\u6797\u4f1f\u6559\u6388\u3001\u6731\u7fa4\u559c\u535a\u58eb\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u683c\u5170\u6770\u56e0\u679c\u548c\u50a8\u5907\u6c60\u8ba1\u7b97\u7684\u8f7b\u91cf\u5316\u673a\u5668\u5b66\u4e60\u6846\u67b6\uff0c\u65e8\u5728\u9ad8\u6548\u4e14\u7a33\u5065\u5730\u63ed\u793a\u7cfb\u7edf\u9ad8\u9636\u76f8\u4e92\u4f5c\u7528\uff0c\u5e76\u5229\u7528\u8fd9\u4e9b\u9ad8\u9636\u7ed3\u6784\u4fe1\u606f\u8fdb\u884c\u7cbe\u51c6\u52a8\u529b\u5b66\u9884\u6d4b\u3002\u8fd9\u4e00\u7814\u7a76\u6210\u679c\u4ee5\u201cHigher-order Granger reservoir computing: Simulta…<\/p>\n","protected":false},"author":0,"featured_media":49195,"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\/49200"}],"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=49200"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/49200\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/49195"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=49200"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=49200"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=49200"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=49200"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}