{"id":36201,"date":"2022-08-01T21:35:44","date_gmt":"2022-08-01T13:35:44","guid":{"rendered":"https:\/\/swarma.org\/?p=36201"},"modified":"2022-08-01T21:35:44","modified_gmt":"2022-08-01T13:35:44","slug":"ai%e7%a7%91%e5%ad%a6%e5%ae%b6%ef%bc%9a%e8%87%aa%e5%8a%a8%e5%8f%91%e7%8e%b0%e7%89%a9%e7%90%86%e7%b3%bb%e7%bb%9f%e7%9a%84%e9%9a%90%e8%97%8f%e7%8a%b6%e6%80%81%e5%8f%98%e9%87%8f","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=36201","title":{"rendered":"AI\u79d1\u5b66\u5bb6\uff1a\u81ea\u52a8\u53d1\u73b0\u7269\u7406\u7cfb\u7edf\u7684\u9690\u85cf\u72b6\u6001\u53d8\u91cf"},"content":{"rendered":"
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\u6700\u8fd1\u673a\u5668\u5b66\u4e60\u6280\u672f\u7684\u8fdb\u5c55\u548c\u8ba1\u7b97\u673a\u7b97\u529b\u7684\u63d0\u5347\uff0c\u4e3a\u79d1\u5b66\u6a21\u578b\u7684\u53d1\u73b0\u63d0\u4f9b\u4e86\u65b0\u7684\u8def\u5f84\uff1a\u5148\u8fdb\u7684\u7b97\u6cd5\u53ef\u4ee5\u901a\u8fc7\u7b5b\u9009\u5927\u91cf\u6570\u636e\uff0c\u53d1\u73b0\u53d8\u91cf\u4e4b\u95f4\u7684\u51fd\u6570\u5173\u7cfb\u3002\u662f\u5426\u6709\u53ef\u80fd\u7528\u4eba\u5de5\u667a\u80fd\u65b9\u6cd5\u81ea\u52a8\u53d1\u73b0\u9690\u85cf\u7684\u72b6\u6001\u53d8\u91cf\u5462\uff1f\u57287\u670825\u65e5\u53d1\u8868\u4e8e Nature Computational Science<\/em> \u7684\u4e00\u9879\u6700\u65b0\u7814\u7a76\u4e2d\uff0c\u7f8e\u56fd\u54e5\u4f26\u6bd4\u4e9a\u5927\u5b66\u7684\u7814\u7a76\u4eba\u5458\u901a\u8fc7\u6444\u50cf\u673a\u89c2\u5bdf\u7269\u7406\u73b0\u8c61\uff0c\u5229\u7528\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u4ece\u89c2\u6d4b\u5f97\u5230\u7684\u4e00\u7cfb\u5217\u89c6\u9891\u5e27\u4e2d\uff0c\u76f4\u63a5\u8bc6\u522b\u7cfb\u7edf\u7684\u9690\u85cf\u72b6\u6001\u53d8\u91cf\u3002<\/strong><\/span><\/section>\n

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\u56fe1. \u4ece\u5355\u6446\u3001\u53cd\u5e94-\u6269\u6563\u8fc7\u7a0b\u5230\u706b\u7130\uff0c\u662f\u54ea\u4e9b\u72b6\u6001\u53d8\u91cf\u63cf\u8ff0\u4e86\u8fd9\u4e9b\u52a8\u529b\u7cfb\u7edf\uff1f\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u53ef\u4ee5\u4ece\u539f\u59cb\u89c2\u6d4b\u6570\u636e\u4e2d\u8bc6\u522b\u51fa\u72b6\u6001\u53d8\u91cf\uff0c\u6210\u4e3a\u81ea\u52a8\u79d1\u5b66\u53d1\u73b0\u7684\u5de5\u5177\u3002<\/span><\/p>\n


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2. \u8ba1\u7b97\u673a\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\u7269\u7406\u5b9a\u5f8b<\/span><\/strong><\/strong><\/p>\n<\/section>\n

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3. \u81ea\u52a8\u5b66\u4e60\u7269\u7406\u7cfb\u7edf\u7684\u72b6\u6001\u53d8\u91cf<\/span><\/strong><\/strong><\/p>\n<\/section>\n

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\u901a\u5e38\u7684\u6a21\u578b\u8bc6\u522b\u65b9\u6cd5\u4f9d\u8d56\u4e8e\u4f20\u611f\u5668\u6570\u636e\uff0c\u8fd9\u4e9b\u6570\u636e\u76f4\u63a5\u6d4b\u91cf\u67d0\u4e2a\u7279\u5b9a\u53d8\u91cf\u3002\u8fd9\u7bc7\u65b0\u7814\u7a76\u91c7\u7528\u4e00\u79cd\u4e0d\u540c\u8def\u5f84\uff0c\u7eaf\u7cb9\u6839\u636e\u539f\u59cb\u76f8\u673a\u89c2\u6d4b\u4e2d\u7f16\u7801\u7684\u89c6\u89c9\u4fe1\u606f\uff0c\u8bc6\u522b\u7cfb\u7edf\u7684\u5185\u5728\u7ef4\u5ea6\u548c\u76f8\u5e94\u7684\u9690\u85cf\u72b6\u6001\u53d8\u91cf\u3002\u8be5\u65b9\u6cd5\u53ef\u4ee5\u63a8\u5e7f\u5230\u4efb\u4f55\u7269\u7406\u7cfb\u7edf\uff0c\u5e76\u907f\u514d\u6602\u8d35\u7684\u5b9e\u9a8c\u8bbe\u7f6e\u3002<\/span><\/section>\n

<\/section>\n
\u4f8b\u5982\uff0c\u6444\u50cf\u673a\u89c2\u5bdf\u6446\u52a8\u7684\u5355\u6446\uff0c\u6210\u50cf\u5206\u8fa8\u7387\u4e3a128 \u00d7 128 \u50cf\u7d20\u7684\u4e09\u8272\u901a\u9053\uff0c\u6700\u7ec8\u6bcf\u5e27\u5c06\u6d4b\u91cf\u5f97\u5230 49,152 \u4e2a\u53d8\u91cf\u3002\u4e00\u5e27\u56fe\u50cf\u7684\u5927\u91cf\u6570\u636e\u867d\u7136\u76f4\u89c2\u4e0a\u5177\u6709\u63cf\u8ff0\u6027\uff0c\u5374\u4e0d\u8db3\u4ee5\u7ed9\u51fa\u5355\u6446\u7684\u5b8c\u6574\u72b6\u6001\u3002\u6211\u4eec\u77e5\u9053\uff0c\u5355\u6446\u7684\u72b6\u6001\u53ea\u9700\u4e24\u4e2a\u53d8\u91cf\u5c31\u80fd\u5b8c\u6574\u63cf\u8ff0\uff0c\u5373\u89d2\u5ea6\u548c\u89d2\u901f\u5ea6\u3002\u8fd9\u9879\u7814\u7a76\u7684\u76ee\u6807\u662f\u56de\u7b54\uff0c\u7ed9\u5b9a\u5305\u542b\u5355\u6446\u5b8c\u6574\u548c\u51c6\u786e\u8fd0\u52a8\u8f68\u8ff9\u7684\u4e00\u7cfb\u5217\u89c6\u9891\u5e27\uff0c\u662f\u5426\u6709\u4e00\u79cd\u65b9\u6cd5\u53ef\u4ee5\u77e5\u9053\uff0c\u53ea\u9700\u8981\u4e24\u4e2a\u53d8\u91cf\u5c31\u53ef\u4ee5\u5b8c\u6574\u5730\u63cf\u8ff0\u5355\u6446\u7684\u52a8\u529b\u5b66\uff1f\u662f\u5426\u6709\u4e00\u4e2a\u81ea\u52a8\u8fc7\u7a0b\uff0c\u53ef\u4ee5\u5c06\u5927\u91cf\u65e0\u5173\u548c\u591a\u4f59\u7684\u50cf\u7d20\u4fe1\u606f\uff0c\u7ea6\u51cf\u8868\u793a\u4e3a\u4e24\u4e2a\u72b6\u6001\u53d8\u91cf\uff1f<\/strong><\/span><\/section>\n

<\/section>\n
\u7814\u7a76\u7684\u8d77\u70b9\u662f\u901a\u8fc7\u5e26\u6709\u6f5c\u5728\u5d4c\u5165\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u76f4\u63a5\u4ece\u89c6\u9891\u8868\u5f81\u6765\u5efa\u6a21\u7cfb\u7edf\u52a8\u529b\u5b66\u3002\u5982\u679c\u7f51\u7edc\u80fd\u591f\u5bf9\u672a\u6765\u505a\u51fa\u51c6\u786e\u9884\u6d4b\uff0c\u7f51\u7edc\u5185\u90e8\u5e94\u8be5\u5c01\u88c5\u4e86\u8fde\u63a5\u76f8\u5173\u5f53\u524d\u72b6\u6001\u548c\u672a\u6765\u72b6\u6001\u7684\u5173\u7cfb\u3002\u7814\u7a76\u7684\u4e3b\u8981\u6311\u6218\u662f\u4ece\u7f51\u7edc\u7f16\u7801\u4e2d\u63d0\u53d6\u51fa\u9690\u85cf\u7684\u72b6\u6001\u53d8\u91cf\u3002<\/span><\/section>\n

<\/span><\/section>\n
\u7814\u7a76\u65b9\u6cd5\u5305\u62ec\u4e24\u4e2a\u4e3b\u8981\u9636\u6bb5\u3002\u9996\u5148\uff0c\u7814\u7a76\u4eba\u5458\u8bad\u7ec3\u795e\u7ecf\u7f51\u7edc\u6b63\u786e\u9884\u6d4b\u7ed9\u5b9a\u7684\u89c6\u9891\u5e27\uff0c\u7136\u540e\u7528\u51e0\u4f55\u6d41\u5f62\u5b66\u4e60\u7b97\u6cd5\uff0c\u627e\u51fa\u7f51\u7edc\u8981\u51c6\u786e\u9884\u6d4b\u6240\u9700\u7684\u5185\u90e8\u795e\u7ecf\u5143\u6570\u91cf\u2014\u2014\u6587\u4e2d\u79f0\u4e4b\u4e3a\u5185\u5728\u7ef4\u5ea6<\/span><\/span>\uff08intrinsic dimension\uff09<\/span>\u3002\u5185\u5728\u7ef4\u5ea6\u8868\u793a\u63cf\u8ff0\u52a8\u529b\u7cfb\u7edf\u6240\u9700\u7684\u6700\u5c0f\u72ec\u7acb\u53d8\u91cf\u6570\u3002\u8fd9\u4e2a\u521d\u59cb\u9636\u6bb5\u4ece\u6a21\u578b\u7684\u6f5c\u5728\u5d4c\u5165\u4e2d\uff0c\u51c6\u786e\u5730\u4f30\u8ba1\u7cfb\u7edf\u7684\u5185\u5728\u7ef4\u5ea6\uff0c\u4e0e\u539f\u59cb\u56fe\u50cf\u7a7a\u95f4\u76f8\u6bd4\uff0c\u6f5c\u5728\u5d4c\u5165\u7684\u7ef4\u5ea6\u51cf\u5c11\u4e86\u6570\u767e\u500d\u3002<\/span><\/section>\n

<\/span><\/section>\n
\u5229\u7528\u7b2c\u4e00\u9636\u6bb5\u5f97\u5230\u7684\u5185\u5728\u7ef4\u5ea6\uff0c\u5728\u7b2c\u4e8c\u9636\u6bb5\u8bbe\u8ba1\u4e00\u4e2a\u6f5c\u5728\u91cd\u6784\u795e\u7ecf\u7f51\u7edc\uff0c\u8fdb\u4e00\u6b65\u8bc6\u522b\u5177\u6709\u7cbe\u786e\u5185\u5728\u7ef4\u5ea6\u7684\u63a7\u5236\u72b6\u6001\u53d8\u91cf\u2014\u2014\u8fd9\u4e9b\u786e\u5b9a\u7684\u72b6\u6001\u53d8\u91cf\u88ab\u79f0\u4e3a\u795e\u7ecf\u72b6\u6001\u53d8\u91cf<\/span><\/span>\uff08neural state variable\uff09<\/span>\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u6837\u7684\u53d8\u91cf\u5e76\u975e\u552f\u4e00\uff0c\u867d\u7136\u5b9e\u9a8c\u6bcf\u6b21\u91cd\u65b0\u542f\u52a8\u65f6\u5f97\u51fa\u7684\u53d8\u91cf\u6570\u76f8\u540c\uff0c\u4f46\u6bcf\u4e00\u6b21\u7684\u5177\u4f53\u53d8\u91cf\u5374\u4e0d\u540c\u3002\u901a\u8fc7\u5b9a\u91cf\u548c\u5b9a\u6027\u5b9e\u9a8c\uff0c\u7814\u7a76\u8bc1\u660e\u795e\u7ecf\u72b6\u6001\u53d8\u91cf\u53ef\u4ee5\u51c6\u786e\u6355\u6349\u6574\u4e2a\u7cfb\u7edf\u7684\u52a8\u529b\u5b66<\/strong>\u3002\u8be5\u65b9\u6cd5\u6210\u529f\u9884\u6d4b\u4e86\u4e00\u7cfb\u5217\u7cfb\u7edf\u7684\u52a8\u529b\u5b66\uff0c\u5305\u62ec\u6df7\u6c8c\u52a8\u529b\u5b66<\/span>\uff08\u521a\u6027\u53cc\u6446\u3001\u5f39\u6027\u53cc\u6446\u3001\u6446\u52a8\u6746\uff09<\/span>\u3001\u975e\u7ebf\u6027\u6ce2\u52a8<\/span>\uff08\u53cd\u5e94-\u6269\u6563\u7cfb\u7edf\uff09<\/span>\u3001\u591a\u76f8\u6d41\u52a8<\/span>\uff08\u7194\u5ca9\u706f\uff09<\/span>\u3001\u6c14\u52a8\u5f39\u6027<\/span>\uff08\u7a7a\u6c14\u821e\u8005\uff09<\/span>\u548c<\/span>\u706b\u7130\u52a8\u529b\u5b66<\/span>\uff08\u71c3\u70e7\uff09<\/span>\u3002<\/span><\/section>\n

<\/section>\n
\u7b97\u6cd5\u7684\u5173\u952e\u662f\u5145\u5206\u5229\u7528\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\uff0c\u5c24\u5176\u662f encoder\u2013decoder\u3002\u5177\u4f53\u800c\u8a00\uff0c\u7814\u7a76\u4eba\u5458\u9996\u5148\u5c06\u5178\u578b\u7684 encoder\u2013decoder \u67b6\u6784<\/span>\uff08\u56fe1a\uff09<\/span>\u5339\u914d\u5230 RGB<\/span>\uff08\u7ea2\u7eff\u84dd\uff09<\/span>\u56fe\u50cf\u6570\u636e\u5e27\uff0c\u4ee5\u83b7\u5f97\u5411\u524d\u6620\u5c04\uff0c\u4f7f\u5f53\u524d\u5e27\u5411\u524d\u63a8\u8fdb\u4e00\u4e2a\u65f6\u95f4\u6b65\u3002\u5728\u4e0b\u4e00\u9636\u6bb5\uff0c\u4ed6\u4eec\u4f7f\u7528\u8fd9\u4e2a encoder\u2013decoder \u67b6\u6784\u7684\u6f5c\u5728\u5411\u91cf\uff0c\u901a\u8fc7\u7b97\u6cd5\u4f30\u8ba1\u7cfb\u7edf\u7684\u5185\u5728\u7ef4\u5ea6<\/span>\uff08\u56fe1b\uff09<\/span>\u3002\u4e00\u65e6\u5185\u5728\u7ef4\u5ea6\u786e\u5b9a\uff0c\u53ef\u4ee5\u8fdb\u4e00\u6b65\u786e\u5b9a\u63cf\u8ff0\u7cfb\u7edf\u7684\u5b9e\u9645\u53d8\u91cf\uff0c\u5373\u795e\u7ecf\u72b6\u6001\u53d8\u91cf\u3002<\/span>\u5bfb\u627e\u795e\u7ecf\u72b6\u6001\u53d8\u91cf\u662f\u7b97\u6cd5\u7684\u5173\u952e\u6b65\u9aa4\uff0c\u56e0\u4e3a\u5b83\u4e3a\u6f5c\u5728\u5411\u91cf\u6709\u6548\u5730\u5f15\u5165\u4e86\u53e6\u4e00\u79cd encoder\u2013decoder \u67b6\u6784<\/span>\uff08hE<\/sub><\/span>\u548chD<\/sub>\uff0c\u56fe1c)<\/span>\uff0c\u5e76\u5c06\u7b2c\u4e8c\u79cd encoder\u2013decoder \u7f51\u7edc\u7684\u6f5c\u5728\u7ef4\u5ea6<\/span>\uff08\u56fe1c\uff09<\/span>\u56fa\u5b9a\u5230\u5df2\u8bc6\u522b\u7684\u5185\u5728\u7ef4\u5ea6\u4e0a\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u63d0\u4f9b\u4e86\u4e00\u7ec4\u795e\u7ecf\u72b6\u6001\u53d8\u91cf\uff0c\u7136\u540e\u901a\u8fc7\u5728 RGB \u56fe\u50cf\u6570\u636e\u6c34\u5e73\u5b66\u4e60\u7684\u7cfb\u7edf\u52a8\u529b\u5b66<\/span>\uff08\u56fe1d\uff09<\/span>\u63a8\u8fdb\u8fd9\u4e9b\u53d8\u91cf\u3002<\/span><\/section>\n

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

\u56fe2. \u6570\u636e\u9a71\u52a8\u6846\u67b6\u53d1\u73b0\u72b6\u6001\u53d8\u91cf\u7684\u6d41\u7a0b\u3002\uff08a\uff09\u7b2c\u4e00\u6b65\u9996\u5148\u786e\u5b9a encoder (gE<\/sub>)\u2013decoder (gD<\/sub>) \u7f51\u7edc\uff0c\u5c06RGB \u56fe\u50cf\u5411\u524d\u63a8\u8fdb\u4e00\u4e2a\u65f6\u95f4\u6b65\u3002\u5411\u524d\u6620\u5c04\u7684\u6f5c\u5728\u5411\u91cf\uff08latent vector\uff09\u8868\u793a\u4e3a Lt\u2192t+dt\u3002\uff08b\uff09\u63a5\u4e0b\u6765\u4e00\u6b65\u5bfb\u627e\u5185\u5728\u7ef4\u5ea6\uff08intrinsic dimension, ID\uff09\uff0c\u5185\u5728\u7ef4\u5ea6\u8fdc\u8fdc\u5c0f\u4e8e\u6f5c\u5728\u7ef4\u5ea6\uff08latent dimension, LD\uff09\u548c\u8f93\u5165\u6570\u636e\u7ef4\u5ea6\uff08M\uff09\uff0c\u5373 M \u226b LD \u226b ID\u3002\u5185\u5728\u7ef4\u5ea6\u662f\u901a\u8fc7\u5728\u6f5c\u5728\u5411\u91cf L(i) \u7684\u975e\u7ebf\u6027\u6d41\u5f62\u4e0a\u901a\u8fc7\u6700\u8fd1\u90bb\u578b\u53c2\u6570\u6c42\u51fa\u3002\uff08c\uff09\u65b0\u7684 encoder (hE<\/sub>)\u2013decoder (hD<\/sub>) \u7f51\u7edc\u5339\u914d\u5230\u6f5c\u5728\u5411\u91cf L(i) \uff0c\u5176\u5185\u5728\u7ef4\u5ea6\u56fa\u5b9a\u4e3aID\u3002\u5185\u90e8\u53d8\u91cf vk<\/sub> \u88ab\u79f0\u4e3a\u201c\u795e\u7ecf\u72b6\u6001\u53d8\u91cf\u201d\uff0c\u5373\u9884\u6d4b\u6a21\u578b\u6240\u9700\u7684\u5185\u90e8\u72b6\u6001\u7684\u6700\u5c0f\u6570\u91cf\u3002\uff08d\uff09\u795e\u7ecf\u72b6\u6001\u53d8\u91cf\u901a\u8fc7\u5b66\u4e60\u5230\u7684\u52a8\u529b\u5b66 Fv<\/sub> \u5411\u524d\u63a8\u8fdb\u3002<\/span><\/p>\n


<\/section>\n
\u4ece\u52a8\u529b\u7cfb\u7edf\u6570\u636e\u4e2d\u8bc6\u522b\u7269\u7406\u53d8\u91cf\u662f\u975e\u5e38\u6709\u6311\u6218\u6027\u7684\uff0c\u5e76\u4e14\u7f3a\u4e4f\u81ea\u52a8\u5316\u548c\u8ba1\u7b97\u53ef\u5904\u7406\u7684\u7a0b\u5e8f\u3002\u8be5\u7814\u7a76\u63d0\u51fa\u7684\u6846\u67b6\u5c06\u6709\u52a9\u4e8e\u63a8\u8fdb\u8be5\u9886\u57df\u7684\u8fdb\u5c55\u3002\u7136\u800c\uff0c\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u91cc\u53d1\u73b0\u7684\u53d8\u91cf\u4e0d\u5305\u542b\u4efb\u4f55\u5355\u4f4d\uff0c\u53ef\u80fd\u65e0\u6cd5\u88ab\u89e3\u91ca\u4e3a\u50cf\u538b\u529b\u3001\u6e29\u5ea6\u3001\u901f\u5ea6\u7b49\u7269\u7406\u53d8\u91cf\uff0c\u53d8\u91cf\u7684\u76f4\u89c2\u542b\u4e49\u76ee\u524d\u4ecd\u7136\u5fc5\u987b\u7531\u79d1\u5b66\u5bb6\u786e\u5b9a\u3002\u5982\u679c\u6cbf\u7740\u76ee\u524d\u7684\u7814\u7a76\u65b9\u5411\u5728\u672a\u6765\u53d6\u5f97\u66f4\u591a\u8fdb\u5c55\uff0c\u6709\u4e00\u5929\uff0c\u6211\u4eec\u6216\u8bb8\u53ef\u4ee5\u4eceRGB\u6570\u636e\u4e2d\u5b66\u4e60\u6709\u5355\u4f4d\u7684\u3001\u5b8c\u6574\u7684\u7269\u7406\u53d8\u91cf\u96c6\u5408\u3002<\/span><\/section>\n

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\u53c2\u8003\u94fe\u63a5\uff1a<\/span><\/strong><\/span><\/section>\n
[1] Bradshaw, G. F., Langley, P. W. & Simon, H. A. Science 222,971\u2013975 (1983).<\/span><\/section>\n
[2] Schmidt, M. & Lipson, H. Science 324, 81\u201385 (2009).<\/span><\/section>\n
[3] Brunton, S. L., Proctor, J. L. & Kutz, J. N. Proc. Natl Acad. Sci. 113,3932\u20133937 (2016).<\/span><\/section>\n
[4] Udrescu, S.-M. & Tegmark, M. Sci. Adv. 6, eaay2631 (2020).<\/span><\/section>\n
[5] https:\/\/www.nature.com\/articles\/s43588-022-00283-4<\/span><\/section>\n
[6] https:\/\/phys.org\/news\/2022-07-roboticists-alternative-physics.html<\/span><\/section>\n

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\u590d\u6742\u79d1\u5b66\u6700\u65b0\u8bba\u6587<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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\u96c6\u667a\u6591\u56fe\u9876\u520a\u8bba\u6587\u901f\u9012\u680f\u76ee\u4e0a\u7ebf\u4ee5\u6765\uff0c\u6301\u7eed\u6536\u5f55\u6765\u81eaNature\u3001Science<\/span>\u7b49\u9876\u520a\u7684\u6700\u65b0\u8bba\u6587\uff0c\u8ffd\u8e2a\u590d\u6742\u7cfb\u7edf\u3001\u7f51\u7edc\u79d1\u5b66\u3001\u8ba1\u7b97\u793e\u4f1a\u79d1\u5b66\u7b49\u9886\u57df\u7684\u524d\u6cbf\u8fdb\u5c55\u3002\u73b0\u5728\u6b63\u5f0f\u63a8\u51fa\u8ba2\u9605\u529f\u80fd\uff0c\u6bcf\u5468\u901a\u8fc7\u5fae\u4fe1\u670d\u52a1\u53f7\u300c\u96c6\u667a\u6591\u56fe\u300d\u63a8\u9001\u8bba\u6587\u4fe1\u606f\u3002\u626b\u63cf\u4e0b\u65b9\u4e8c\u7ef4\u7801\u5373\u53ef\u4e00\u952e\u8ba2\u9605\uff1a<\/span>
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\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><\/p>\n