{"id":60393,"date":"2025-06-04T21:02:39","date_gmt":"2025-06-04T13:02:39","guid":{"rendered":"https:\/\/swarma.org\/?p=60393"},"modified":"2025-06-04T21:02:39","modified_gmt":"2025-06-04T13:02:39","slug":"%e5%af%bb%e6%89%be%e5%a4%8d%e6%9d%82%e7%bd%91%e7%bb%9c%e7%9a%84%e5%85%b3%e9%94%ae%e8%8a%82%e7%82%b9%ef%bc%9a%e9%87%8f%e5%ad%90%e6%b7%b1%e5%ba%a6%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0%e7%9a%84%e8%a7%86","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=60393","title":{"rendered":"\u5bfb\u627e\u590d\u6742\u7f51\u7edc\u7684\u5173\u952e\u8282\u70b9\uff1a\u91cf\u5b50\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7684\u89c6\u89d2"},"content":{"rendered":"
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\u7f51\u7edc\u5173\u952e\u8282\u70b9\u8bc6\u522b\u662f\u7f51\u7edc\u79d1\u5b66\u7684\u4e00\u4e2a\u57fa\u672c\u95ee\u9898\u3002\u672c\u7814\u7a76\u63d0\u51fa\u4e86\u4e00\u79cd\u91cf\u5b50\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\uff08QDRL\uff09\u6846\u67b6\uff0c\u8be5\u6846\u67b6\u5c06\u5f3a\u5316\u5b66\u4e60\u4e0e\u53d8\u5206\u91cf\u5b50\u56fe\u795e\u7ecf\u7f51\u7edc\u76f8\u7ed3\u5408\uff0c\u6709\u6548\u8bc6\u522b\u5206\u5e03\u5f0f\u5f71\u54cd\u8282\u70b9\uff0c\u540c\u65f6\u4fdd\u7559\u7f51\u7edc\u7684\u57fa\u672c\u62d3\u6251\u7279\u6027\u3002\u901a\u8fc7\u5229\u7528\u91cf\u5b50\u8ba1\u7b97\u539f\u7406\uff0c\u4e0e\u4f20\u7edf\u795e\u7ecf\u7f51\u7edc\u76f8\u6bd4\uff0c\u6211\u4eec\u7684\u65b9\u6cd5\u65e8\u5728\u51cf\u5c11\u6a21\u578b\u53c2\u6570\u548c\u8ba1\u7b97\u590d\u6742\u5ea6\u3002\u5728\u5c0f\u578b\u7f51\u7edc\u4e0a\u8bad\u7ec3\uff0c\u5b83\u5728\u4e0d\u540c\u7684\u573a\u666f\u4e2d\u8868\u73b0\u51fa\u5f88\u5f3a\u7684\u6cdb\u5316\u80fd\u529b\u3002\u6211\u4eec\u5c06\u8be5\u7b97\u6cd5\u4e0e\u4e00\u4e9b\u7ecf\u5178\u7684\u8282\u70b9\u6392\u5e8f\u548c\u7f51\u7edc\u62c6\u89e3\u7b97\u6cd5\u5728\u5404\u79cd\u7efc\u5408\u7f51\u7edc\u548c\u7ecf\u9a8c\u7f51\u7edc\u4e0a\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002\u7ed3\u679c\u8868\u660e\uff0c\u8be5\u7b97\u6cd5\u4f18\u4e8e\u73b0\u6709\u7684\u57fa\u7ebf\u65b9\u6cd5\u3002\u6b64\u5916\uff0c\u5728\u57fa\u4e8eErd\u0151s-R\u00e9nyi\u548cWatts-Strogatz\u6a21\u578b\u7684\u5408\u6210\u7f51\u7edc\u4e2d\uff0cQDRL\u8bc1\u660e\u4e86\u5b83\u80fd\u591f\u964d\u4f4e\u7f51\u7edc\u4fe1\u606f\u4f20\u64ad\u548c\u8282\u70b9\u5f71\u54cd\u529b\u6392\u5e8f\u4e2d\u7684\u5c40\u90e8\u6027\u95ee\u9898\u3002\u6211\u4eec\u7684\u7814\u7a76\u4e3a\u4f7f\u7528\u91cf\u5b50\u673a\u5668\u5b66\u4e60\u89e3\u51b3\u590d\u6742\u7f51\u7edc\u4e2d\u7684\u57fa\u672c\u95ee\u9898\u63d0\u4f9b\u4e86\u89c1\u89e3\uff0c\u5c55\u793a\u4e86\u91cf\u5b50\u65b9\u6cd5\u5728\u7f51\u7edc\u5206\u6790\u4efb\u52a1\u4e2d\u7684\u6f5c\u529b\u3002<\/span><\/span><\/strong><\/p>\n


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\u5173\u952e\u8bcd\uff1a\u91cf\u5b50\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\uff08QDRL\uff09\u3001\u590d\u6742\u7f51\u7edc\u3001\u5173\u952e\u8282\u70b9\u8bc6\u522b\u3001\u53d8\u5206\u91cf\u5b50\u7535\u8def\uff08VQC\uff09\u3001\u7f51\u7edc\u62c6\u89e3<\/span><\/span><\/strong><\/p>\n<\/section>\n

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\u8bba\u6587\u9898\u76ee\uff1aFinding Key Nodes in Complex Networks Through Quantum Deep Reinforcement Learning<\/span><\/span><\/p>\n

\u53d1\u8868\u65f6\u95f4\uff1a2025\u5e744\u67083\u65e5<\/span><\/span><\/p>\n

\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/www.mdpi.com\/1099-4300\/27\/4\/382<\/span><\/span><\/p>\n

\u53d1\u8868\u671f\u520a\uff1a<\/span><\/span>Entropy<\/span><\/span><\/em><\/p>\n<\/blockquote>\n


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\u590d\u6742\u7f51\u7edc\u662f\u63cf\u8ff0\u73b0\u5b9e\u4e16\u754c\u7cfb\u7edf<\/span>\uff08\u5982\u793e\u4ea4\u7f51\u7edc\u3001\u4ea4\u901a\u7f51\u7edc\u3001\u86cb\u767d\u8d28\u76f8\u4e92\u4f5c\u7528\uff09<\/span>\u7684\u91cd\u8981\u5de5\u5177\uff0c\u800c\u8bc6\u522b\u5176\u4e2d\u7684\u5173\u952e\u8282\u70b9\u5bf9\u7406\u89e3\u7f51\u7edc\u9c81\u68d2\u6027\u3001\u4fe1\u606f\u4f20\u64ad\u6548\u7387\u7b49\u81f3\u5173\u91cd\u8981\u3002\u4f20\u7edf\u65b9\u6cd5\u4f9d\u8d56\u5ea6\u4e2d\u5fc3\u6027\u3001\u4ecb\u6570\u4e2d\u5fc3\u6027\u7b49\u6307\u6807\uff0c\u4f46\u9762\u4e34\u9ad8\u8ba1\u7b97\u590d\u6742\u5ea6\u6216\u5c40\u90e8\u6027\u504f\u5dee\u7684\u5c40\u9650\u3002\u968f\u7740\u91cf\u5b50\u8ba1\u7b97\u7684\u53d1\u5c55\uff0c\u7814\u7a76\u8005\u5f00\u59cb\u63a2\u7d22\u5176\u89e3\u51b3\u7ec4\u5408\u4f18\u5316\u95ee\u9898\u7684\u6f5c\u529b\u3002  \u8fd1\u671f\u53d1\u8868\u4e8e<\/span><\/span>Entropy<\/span><\/span><\/em>\u7684\u4e00\u7bc7\u6587\u7ae0\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd<\/span><\/span>\u91cf\u5b50\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u6846\u67b6<\/span><\/span><\/strong>\uff08QDRL\uff09<\/span>\uff0c\u5c06\u53d8\u5206\u91cf\u5b50\u56fe\u795e\u7ecf\u7f51\u7edc\u4e0e\u6df1\u5ea6Q\u5b66\u4e60\u7ed3\u5408\uff0c\u901a\u8fc7\u91cf\u5b50\u8ba1\u7b97\u7684\u53e0\u52a0\u4e0e\u7ea0\u7f20\u7279\u6027\uff0c\u9ad8\u6548\u8bc6\u522b\u5206\u5e03\u5f0f\u5173\u952e\u8282\u70b9\uff0c\u540c\u65f6\u964d\u4f4e\u6a21\u578b\u53c2\u6570\u89c4\u6a21\u3002\u8fd9\u4e00\u65b9\u6cd5\u5728\u5c0f\u89c4\u6a21\u7f51\u7edc\u8bad\u7ec3\u540e\uff0c\u5c55\u73b0\u4e86\u5f3a\u5927\u7684\u8de8\u573a\u666f\u6cdb\u5316\u80fd\u529b\uff0c\u5e76\u5728\u5408\u6210\u4e0e\u771f\u5b9e\u7f51\u7edc\u4e2d\u8d85\u8d8a\u7ecf\u5178\u7b97\u6cd5\u3002<\/span><\/span><\/p>\n


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QDRL\u7684\u6838\u5fc3\u7531\u7f16\u7801\u5668<\/span>\uff08Encoder\uff09<\/span>\u548c\u89e3\u7801\u5668<\/span>\uff08Decoder\uff09<\/span>\u7ec4\u6210\u3002\u7f16\u7801\u5668\u901a\u8fc7\u91cf\u5b50\u56fe\u5377\u79ef\u7f51\u7edc<\/span>\uff08Quantum GraphSage\uff09<\/span>\u5c06\u7f51\u7edc\u62d3\u6251\u6620\u5c04\u5230\u91cf\u5b50\u6001\uff1a\u6bcf\u4e2a\u8282\u70b9\u53ca\u5176\u90bb\u5c45\u7684\u62d3\u6251\u7279\u5f81<\/span>\uff08\u5982\u5ea6\u4e2d\u5fc3\u6027\u3001\u805a\u7c7b\u7cfb\u6570\uff09<\/span>\u88ab\u7f16\u7801\u4e3a\u91cf\u5b50\u65cb\u8f6c\u95e8\u53c2\u6570\uff0c\u5e76\u901a\u8fc7\u7ea0\u7f20\u95e8<\/span>\uff08CNOT\uff09<\/span>\u805a\u5408\u90bb\u57df\u4fe1\u606f\u3002\u8fd9\u4e00\u8fc7\u7a0b\u4fdd\u7559\u4e86\u7f51\u7edc\u5168\u5c40\u7ed3\u6784\uff0c\u751f\u6210\u7684\u91cf\u5b50\u6001\u4f5c\u4e3a\u89e3\u7801\u5668\u7684\u8f93\u5165\u3002<\/span><\/span><\/p>\n


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\u89e3\u7801\u5668\u91c7\u7528\u53d8\u5206\u91cf\u5b50\u7535\u8def<\/span>\uff08VQC\uff09<\/span>\u8fd1\u4f3cQ\u51fd\u6570\uff0c\u5e76\u5c06\u5904\u7406\u540e\u7684\u91cf\u5b50\u6001\u8868\u793a\u6620\u5c04\u4e3a\u8282\u70b9\u91cd\u8981\u6027\u6392\u5e8f\u5411\u91cf\u3002\u901a\u8fc7\u591a\u7ec4\u53c2\u6570\u5316\u65cb\u8f6c\u95e8\u4e0e\u7ea0\u7f20\u64cd\u4f5c\uff0c\u5b66\u4e60\u8282\u70b9\u79fb\u9664\u5bf9\u7f51\u7edc\u8fde\u901a\u6027\u7684\u957f\u671f\u5f71\u54cd\u3002\u8bad\u7ec3\u4e2d\u5f15\u5165\u53ccQ\u7f51\u7edc<\/span>\uff08DDQN\uff09<\/span>\u548c\u7ecf\u9a8c\u56de\u653e\u673a\u5236\uff0c\u4ee5\u91cf\u5b50\u6d4b\u91cf\u7684\u671f\u671b\u503c\u4f5c\u4e3aQ\u503c\uff0c\u6307\u5bfc\u667a\u80fd\u4f53\u9009\u62e9\u6700\u5927\u5316\u7d2f\u79ef\u5956\u52b1<\/span>\uff08\u5373\u6700\u5c0f\u5316\u7f51\u7edc\u8fde\u901a\u6027\uff09<\/span>\u7684\u8282\u70b9\u79fb\u9664\u7b56\u7565\u3002<\/span><\/span><\/p>\n


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\u56fe 1. <\/span><\/span>QDRL\u6a21\u578b\u603b\u4f53\u6846\u67b6\u56fe<\/span><\/span><\/span><\/span><\/p>\n


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\u5728\u7f8e\u56fd\u822a\u7a7a\u7f51\u7edc<\/span>\uff08USAir\uff09<\/span>\u3001\u5927\u5b66\u8db3\u7403\u8054\u8d5b\u7f51\u7edc<\/span>\uff08Football\uff09<\/span>\u7b49\u771f\u5b9e\u6570\u636e\u96c6\u4e0a\uff0cQDRL\u7684\u62c6\u89e3\u6548\u7387<\/span>\uff08\u4ee5\u7d2f\u8ba1\u7f51\u7edc\u8fde\u901a\u6027ANC\u4e3a\u6307\u6807\uff09<\/span>\u4e0e\u7ecf\u5178\u65b9\u6cd5<\/span>\uff08PageRank\u3001\u4ecb\u6570\u4e2d\u5fc3\u6027\uff09<\/span>\u76f8\u5f53\uff0c\u4f46\u53c2\u6570\u91cf\u4ec5\u4e3a\u4f20\u7edf\u795e\u7ecf\u7f51\u7edc\u7684\u7ebf\u6027\u89c4\u6a21\u3002\u8003\u8651\u5230\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4f7f\u7528\u7684\u91cf\u5b50\u6bd4\u7279\u6570\u91cf\u6709\u9650\uff0cQDRL\u7684\u4fe1\u606f\u805a\u5408\u80fd\u529b\u5728\u5e94\u7528\u4e8e\u8f83\u5c0f\u89c4\u6a21\u7684\u7f51\u7edc\u65f6\u8fbe\u5230\u4e86\u6700\u4f73\u72b6\u6001\u3002<\/span><\/span><\/p>\n


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\u56fe 2. \u4e0d\u540c\u65b9\u6cd5\u5728\u771f\u5b9e\u7f51\u7edc\u4e0a\u7684\u62c6\u89e3\u6027\u80fd\u3002x\u8f74\u8868\u793a\u88ab\u79fb\u9664\u8282\u70b9\u7684\u6bd4\u4f8b\u3002\uff08a-c\uff09\u4e2d\uff0cy\u8f74\u8868\u793a\u8282\u70b9\u79fb\u9664\u540e\u7684ANC\u503c\uff0c\uff08d-f\uff09\u4e2d\uff0cy\u8f74\u8868\u793aGCC \uff08giant connected component\uff09\u7684\u5927\u5c0f\u3002<\/span><\/span><\/p>\n


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\u6b64\u5916\uff0cQDRL\u5728\u8bad\u7ec3\u9636\u6bb5\u4ec5\u9700\u6570\u767e\u4e2a\u91cf\u5b50\u7ebf\u8def\u53c2\u6570\uff0c\u4e14\u5728\u5c0f\u89c4\u6a21\u5408\u6210\u7f51\u7edc<\/span>\uff0830-50\u8282\u70b9\uff09<\/span>\u8bad\u7ec3\u540e\uff0c\u53ef\u76f4\u63a5\u6cdb\u5316\u81f3\u6570\u767e\u8282\u70b9\u7684\u771f\u5b9e\u7f51\u7edc\uff0c\u65e0\u9700\u5fae\u8c03\u3002\u8fd9\u79cd\u201c\u5c0f\u6837\u672c\u5b66\u4e60\u201d\u80fd\u529b\u4e3a\u672a\u6765\u91cf\u5b50-\u7ecf\u5178\u6df7\u5408\u67b6\u6784\u7684\u5927\u89c4\u6a21\u5e94\u7528\u63d0\u4f9b\u4e86\u53ef\u80fd\u3002<\/span><\/span><\/p>\n


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\u8fdb\u4e00\u6b65\uff0c\u5355\u72ec\u5bf9Football\u6570\u636e\u96c6\u8fdb\u884c\u4e86\u8282\u70b9\u6392\u540d\u53ef\u89c6\u5316\u548c\u76f8\u5173\u6027\u5206\u6790\u3002\u4e0b\u56fe\u5c55\u793a\u4e86\u57fa\u4e8e\u6240\u6709\u8282\u70b9\u6392\u540d\u8ba1\u7b97\u5f97\u5230\u7684\u6210\u5bf9\u76ae\u5c14\u900a\u76f8\u5173\u7cfb\u6570\uff0c\u8be5\u6307\u6807\u4e3a\u4e0d\u540c\u8282\u70b9\u6392\u5e8f\u65b9\u6cd5\u4e4b\u95f4\u7684\u4e00\u81f4\u6027\u63d0\u4f9b\u4e86\u5b9a\u91cf\u8bc4\u4f30\u3002\u53ef\u4ee5\u770b\u51fa\u4f20\u7edf\u65b9\u6cd5\u503e\u5411\u4e8e\u9009\u62e9\u9ad8\u5ea6\u8fde\u63a5\u7684\u201c\u5bcc\u4eba\u4ff1\u4e50\u90e8\u201d\u8282\u70b9\uff0c\u800cQDRL\u8bc6\u522b\u51fa\u5206\u5e03\u66f4\u5747\u5300\u7684\u5173\u952e\u8282\u70b9\u3002<\/span><\/span><\/p>\n


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\u56fe 3. \u516d\u79cd\u65b9\u6cd5\u4e0b\u7684\u8282\u70b9\u6392\u540d\u7684\u53ef\u89c6\u5316\u548c\u76f8\u5173\u6027\u5206\u6790\uff0c\u4ee5Football\u7f51\u7edc\u4e3a\u4f8b\u3002<\/span><\/span><\/p>\n


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\u672a\u6765\u5c55\u671b\uff1a\u91cf\u5b50\u8ba1\u7b97\u4e0e\u7f51\u7edc\u79d1\u5b66\u7684\u4ea4\u53c9\u70b9<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

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\u5c3d\u7ba1\u5f53\u524d\u91cf\u5b50\u786c\u4ef6\u9650\u5236\u4f7fQDRL\u6682\u65e0\u6cd5\u5904\u7406\u8d85\u5927\u89c4\u6a21\u7f51\u7edc\uff0c\u4f46\u5176\u6846\u67b6\u9a8c\u8bc1\u4e86\u91cf\u5b50\u7b97\u6cd5\u5728\u590d\u6742\u7f51\u7edc\u5206\u6790\u4e2d\u7684\u53ef\u884c\u6027\u3002\u968f\u7740\u91cf\u5b50\u6bd4\u7279\u6570\u7684\u589e\u957f\u548c\u7ea0\u9519\u6280\u672f\u7684\u8fdb\u6b65\uff0cQDRL\u6709\u671b\u5728\u793e\u4ea4\u7f51\u7edc\u5f71\u54cd\u529b\u6700\u5927\u5316\u3001\u57fa\u7840\u8bbe\u65bd\u6297\u6bc1\u6027\u4f18\u5316\u7b49\u9886\u57df\u5c55\u73b0\u66f4\u5927\u6f5c\u529b\u3002\u8fd9\u9879\u7814\u7a76\u4e0d\u4ec5\u4e3a\u5173\u952e\u8282\u70b9\u8bc6\u522b\u63d0\u4f9b\u4e86\u65b0\u5de5\u5177\uff0c\u66f4\u542f\u793a\u4e86\u4e00\u6761\u901a\u5411\u201c\u91cf\u5b50\u7f51\u7edc\u79d1\u5b66\u201d\u7684\u9053\u8def\u2014\u2014\u5229\u7528\u91cf\u5b50\u5e76\u884c\u6027\u91cd\u65b0\u5b9a\u4e49\u6211\u4eec\u5bf9\u590d\u6742\u7cfb\u7edf\u7684\u8ba4\u77e5\u4e0e\u64cd\u63a7\u3002<\/span><\/span><\/p>\n


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\u5f6d\u6668<\/span><\/span> <\/span><\/span>| \u7f16\u8bd1<\/span><\/span><\/strong><\/span><\/strong><\/section>\n

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\u5173\u4e8e\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


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\u96c6\u667a\u4ff1\u4e50\u90e8\u6210\u7acb\u4e8e 2003 \u5e74\uff0c\u662f\u4e00\u4e2a\u4ece\u4e8b\u5b66\u672f\u7814\u7a76\u3001\u4eab\u53d7\u79d1\u5b66\u4e50\u8da3\u7684\u63a2\u7d22\u8005\u7684\u56e2\u4f53\uff0c\u4e5f\u662f<\/span><\/span>\u56fd\u5185\u6700\u65e9\u7684\u7814\u7a76\u4eba\u5de5\u667a\u80fd\u3001\u590d\u6742\u7cfb\u7edf\u7684\u79d1\u5b66\u793e\u533a<\/span><\/span><\/strong>\u3002\u5b83\u5021\u5bfc\u4ee5\u5e73\u7b49\u5f00\u653e\u7684\u6001\u5ea6\u3001\u79d1\u5b66\u5b9e\u8bc1\u7684\u7cbe\u795e\uff0c\u8fdb\u884c\u8de8\u5b66\u79d1\u7684\u7814\u7a76\u4e0e\u4ea4\u6d41\uff0c\u529b\u56fe\u642d\u5efa\u4e00\u4e2a\u4e2d\u56fd\u7684 \u201c \u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240 \u201d\u3002\u96c6\u667a\u79d1\u5b66\u7814\u7a76\u4e2d\u5fc3\uff08<\/span><\/span>\u6c11\u95f4\u975e\u76c8\u5229\u4f01\u4e1a\uff09\u662f\u96c6\u667a\u4ff1\u4e50\u90e8\u7684\u8fd0\u8425\u4e3b\u4f53\uff0c\u957f\u671f\u8fd0\u8425\u793e\u533a\u751f\u6001\uff0c\u50ac\u5316\u7406\u8bba\u521b\u65b0\u3002<\/span><\/span><\/span>\u4f7f\u547d\uff1a\u8425\u9020\u8de8\u5b66\u79d1\u63a2\u7d22\u5c0f\u751f\u5883\uff0c\u50ac\u5316\u590d\u6742\u6027\u79d1\u5b66\u65b0\u7406\u8bba<\/span><\/span><\/strong>\u3002<\/span><\/span><\/span><\/p>\n

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\u975e\u5e73\u8861\u7edf\u8ba1\u7269\u7406\u8bfb\u4e66\u4f1a<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


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2024\u5e74\u8bfa\u8d1d\u5c14\u7269\u7406\u5b66\u5956\u6388\u4e88\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\uff0c\u8fd9\u662f\u4e00\u573a\u7edf\u8ba1\u7269\u7406\u5f15\u53d1\u7684\u673a\u5668\u5b66\u4e60\u9769\u547d\u3002\u7edf\u8ba1\u7269\u7406\u5b66\u4e0d\u4ec5\u80fd\u89e3\u91ca\u70ed\u5b66\u73b0\u8c61\uff0c\u8fd8\u80fd\u5e2e\u52a9\u6211\u4eec\u7406\u89e3\u4ece\u5fae\u89c2\u7c92\u5b50\u5230\u5b8f\u89c2\u5b87\u5b99\u7684\u5404\u4e2a\u5c42\u7ea7\u5982\u4f55\u8054\u7cfb\u8d77\u6765\uff0c\u590d\u6742\u73b0\u8c61\u5982\u4f55\u6d8c\u73b0\u3002\u5b83\u901a\u8fc7\u7814\u7a76\u5927\u91cf\u7c92\u5b50\u7684\u96c6\u4f53\u884c\u4e3a\uff0c\u6210\u529f\u5730\u5c06\u5fae\u89c2\u4e16\u754c\u7684\u968f\u673a\u6027\u4e0e\u5b8f\u89c2\u4e16\u754c\u7684\u786e\u5b9a\u6027\u8054\u7cfb\u8d77\u6765\uff0c\u4e3a\u6211\u4eec\u7406\u89e3\u81ea\u7136\u754c\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u5de5\u5177\uff0c\u4e5f\u4e3a\u673a\u5668\u5b66\u4e60\u548c\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u53d1\u5c55\u63d0\u4f9b\u4e86\u91cd\u8981\u63a8\u52a8\u529b\u3002<\/span><\/span><\/span><\/p>\n


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\u4e3a\u4e86\u6df1\u5165\u63a2\u7d22\u7edf\u8ba1\u7269\u7406\u524d\u6cbf\u8fdb\u5c55\uff0c<\/span><\/span>\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u897f\u6e56\u5927\u5b66\u7406\u5b66\u9662\u53ca\u4ea4\u53c9\u79d1\u5b66\u4e2d\u5fc3\u8bb2\u5e2d\u6559\u6388\u6c64\u96f7\u7ff0\u3001\u7ebd\u7ea6\u5dde\u7acb\u5927\u5b66\u77f3\u6eaa\u5206\u6821\u5316\u5b66\u548c\u7269\u7406\u5b66\u7cfb\u6559\u6388\u6c6a\u52b2\u3001\u5fb7\u7d2f\u65af\u987f\u7cfb\u7edf\u751f\u7269\u5b66\u4e2d\u5fc3\u535a\u58eb\u540e\u7814\u7a76\u5458\u6881\u5e08\u7fce\u3001\u9999\u6e2f\u6d78\u4f1a\u5927\u5b66\u7269\u7406\u7cfb\u52a9\u7406\u6559\u6388\u5510\u4e7e\u5143\uff0c\u4ee5\u53ca\u591a\u4f4d\u56fd\u5185\u5916\u77e5\u540d\u5b66\u8005\u5171\u540c\u53d1\u8d77\u300c\u975e\u5e73\u8861\u7edf\u8ba1\u7269\u7406\u300d\u8bfb\u4e66\u4f1a<\/a>\u3002\u8bfb\u4e66\u4f1a\u65e8\u5728\u63a2\u8ba8\u7edf\u8ba1\u7269\u7406\u5b66\u7684\u6700\u65b0\u7406\u8bba\u7a81\u7834\uff0c\u7edf\u8ba1\u7269\u7406\u5728\u590d\u6742\u7cfb\u7edf\u548c\u751f\u547d\u79d1\u5b66\u4e2d\u7684\u5e94\u7528\uff0c\u4ee5\u53ca\u4e0e\u673a\u5668\u5b66\u4e60\u7b49\u524d\u6cbf\u9886\u57df\u7684\u4ea4\u53c9\u7814\u7a76\u3002\u8bfb\u4e66\u4f1a\u5df2\u5b8c\u7ed3\uff0c\u73b0\u5728\u62a5\u540d\u53ef\u52a0\u5165\u793e\u7fa4\u5e76\u89e3\u9501\u56de\u653e\u89c6\u9891\u6743\u9650\u3002<\/span><\/span><\/span><\/p>\n


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\"\u56fe\u7247\"<\/span><\/a><\/section>\n

<\/span><\/span><\/section>\n

\u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/span>\u4ece\u70ed\u529b\u5b66\u3001\u751f\u547d\u5230\u4eba\u5de5\u667a\u80fd\u7684\u7edf\u8ba1\u7269\u7406\u4e4b\u8def\uff1a\u975e\u5e73\u8861\u7edf\u8ba1\u7269\u7406\u8bfb\u4e66\u4f1a\u542f\u52a8\uff01<\/a><\/span><\/span><\/p>\n


<\/span><\/p>\n


<\/span><\/p>\n

\u63a8\u8350\u9605\u8bfb<\/span><\/span><\/strong><\/strong><\/strong><\/section>\n
<\/strong><\/section>\n
1.Science Advances\u901f\u9012\uff1a\u91cf\u5b50\u7f51\u7edc\u4e2d\u975e\u6700\u77ed\u8def\u5f84\u7684\u91cd\u8981\u6027<\/span><\/a><\/span><\/strong>
<\/span><\/strong><\/span><\/section>\n
2.Nat. Commun.\u901f\u9012\uff1a\u591a\u4efb\u52a1\u795e\u7ecf\u7f51\u7edc\u9884\u6d4b\u591a\u4f53\u91cf\u5b50\u6001\u7269\u7406\u6027\u8d28<\/span><\/a><\/span><\/strong>
<\/span><\/strong><\/span><\/section>\n
3.PRL \u901f\u9012\uff1a\u9ad8\u6548\u901a\u4fe1\u91cf\u5b50\u7b97\u6cd5\u7528\u4e8e\u5206\u5e03\u5f0f\u673a\u5668\u5b66\u4e60<\/span><\/a><\/span><\/strong><\/section>\n
<\/strong><\/section>\n
4. <\/span><\/strong><\/span>\u6e38\u620f\u5316\u79d1\u7814\u2014\u2014\u8ba9\u6211\u4eec\u7a81\u7834\u5185\u5377\u3001\u5171\u7814\u6d8c\u73b0<\/a><\/span><\/strong><\/strong><\/span><\/section>\n
<\/strong>5. <\/span><\/strong>\u63a2\u7d22\u8005\u8ba1\u5212 | \u96c6\u667a\u4ff1\u4e50\u90e82025\u5185\u5bb9\u56e2\u961f\u62db\u52df\uff08\u5168\u804c&\u517c\u804c\uff09<\/a><\/span><\/strong><\/span><\/section>\n

6. \u52a0\u5165\u96c6\u667a\uff0c\u73a9\u8f6c\u590d\u6742\uff0c\u5171\u521b\u6591\u56fe\uff01\u96c6\u667a\u4ff1\u4e50\u90e8\u7ebf\u4e0b\u5fd7\u613f\u8005\u62db\u52df<\/span><\/a><\/span><\/strong><\/p>\n


<\/span><\/strong><\/span><\/section>\n


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\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/span><\/span><\/section>\n<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

\u6458\u8981 \u7f51\u7edc\u5173\u952e\u8282\u70b9\u8bc6\u522b\u662f\u7f51\u7edc\u79d1\u5b66\u7684\u4e00\u4e2a\u57fa\u672c\u95ee\u9898\u3002\u672c\u7814\u7a76\u63d0\u51fa\u4e86\u4e00\u79cd\u91cf\u5b50\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\uff08QDRL\uff09\u6846\u67b6\uff0c\u8be5\u6846\u67b6\u5c06\u5f3a\u5316\u5b66\u4e60\u4e0e\u53d8\u5206\u91cf\u5b50\u56fe\u795e\u7ecf\u7f51\u7edc\u76f8\u7ed3\u5408\uff0c\u6709\u6548\u8bc6\u522b\u5206\u5e03\u5f0f\u5f71\u54cd\u8282\u70b9\uff0c\u540c\u65f6\u4fdd\u7559\u7f51\u7edc\u7684\u57fa\u672c\u62d3\u6251\u7279\u6027\u3002\u901a\u8fc7\u5229\u7528\u91cf\u5b50\u8ba1\u7b97\u539f\u7406\uff0c\u4e0e\u4f20\u7edf\u795e\u7ecf\u7f51\u7edc\u76f8\u6bd4\uff0c\u6211\u4eec\u7684\u65b9\u6cd5\u65e8\u5728\u51cf\u5c11\u6a21\u578b\u53c2\u6570\u548c\u8ba1\u7b97\u590d\u6742\u5ea6\u3002\u5728\u5c0f\u578b\u7f51\u7edc\u4e0a\u8bad\u7ec3\uff0c\u5b83\u5728\u4e0d…<\/p>\n","protected":false},"author":0,"featured_media":60384,"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\/60393"}],"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=60393"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/60393\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/60384"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=60393"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=60393"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=60393"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=60393"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}