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<\/a><\/strong><\/strong><\/strong><\/p>\n

\u7f16\u8f91\u4e28toileter<\/p>\n

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\u7531\u897f\u73ed\u7259\u74e6\u4f26\u897f\u4e9a\u5927\u5b66\uff08\u00a0Universitat de Val\u00e8ncia\uff09\u5f15\u5bfc\u7684\u56e2\u961f\u5f3a\u8c03\u4e0d\u540c\u9886\u57df\u5408\u4f5c\u7684\u5fc5\u8981\u6027\uff0c\u4ee5\u521b\u5efa\u5b9e\u7528\u3001\u53ef\u7406\u89e3\u548c\u503c\u5f97\u4fe1\u8d56\u7684 AI \u89e3\u51b3\u65b9\u6848\uff0c\u4ee5\u589e\u5f3a\u707e\u96be\u51c6\u5907\u548c\u964d\u4f4e\u98ce\u9669\u3002<\/p>\n

\u4ed6\u4eec\u603b\u7ed3\u7684\u7814\u7a76\u65b9\u6cd5\u4ee5\u300cArtificial intelligence for modeling and understanding extreme weather and climate events\u300d\u4e3a\u9898\uff0c\u4e8e 2025 \u5e74 2 \u6708 24 \u65e5\u520a\u767b\u4e8e\u300aNature Communications\u300b\u3002<\/p>\n

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AI \u65b9\u6cd5\u56de\u987e<\/strong><\/p>\n

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\u673a\u5668\u5b66\u4e60<\/mark>\uff08ML\uff09\u548c\u6df1\u5ea6\u5b66\u4e60<\/mark>\uff08DL\uff09\u7684\u529f\u80fd\uff0c\u7279\u522b\u662f\u4e0e\u8ba1\u7b97\u673a\u89c6\u89c9<\/mark>\u6280\u672f\u76f8\u7ed3\u5408\uff0c\u901a\u8fc7\u5229\u7528\u6c14\u5019\u6570\u636e\uff08\u4f8b\u5982\u518d\u5206\u6790\u548c\u89c2\u6d4b\uff09\u6765\u63a8\u8fdb\u4e8b\u4ef6\u7684\u68c0\u6d4b\u548c\u5b9a\u4f4d\u3002\u91cf\u5316<\/mark>\u4e0d\u786e\u5b9a\u6027\u7684\u6280\u672f\u5bf9\u4e8e\u76ee\u524d\u6765\u8bf4\u662f\u5fc5\u8981\u7684\uff0c\u56e0\u6b64\u5c06 AI \u6a21\u578b\u5e26\u5411\u96c6\u6210\u5df2\u7ecf\u63a8\u52a8\u4e86\u6781\u7aef\u5f52\u56e0\u9886\u57df\u7684\u53d1\u5c55\u3002<\/p>\n

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\u56fe\u793a\uff1a\u901a\u7528\u4eba\u5de5\u667a\u80fd<\/mark> \uff08AI\uff09 \u9a71\u52a8\u7684\u6781\u7aef\u4e8b\u4ef6\u5206\u6790\u7ba1\u9053\u3002\uff08\u56fe\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n

\u7528\u4e8e\u6781\u7aef\u4e8b\u4ef6\u5efa\u6a21\u7684 AI \u65b9\u6cd5\u53ef\u4ee5\u5206\u4e3a\u68c0\u6d4b\u3001\u9884\u6d4b\u3001\u548c\u5f71\u54cd\u8bc4\u4f30\u3002\u7531\u4e8e DL \u7684\u51fa\u73b0\u548c\u6210\u529f\uff0c\u6240\u6709\u8fd9\u4e9b\u4efb\u52a1\u90fd\u53ef\u4ee5\u901a\u8fc7\u8bbe\u8ba1\u6570\u636e\u9a71\u52a8\u6a21\u578b\u6765\u89e3\u51b3\uff0c\u8fd9\u4e9b\u6a21\u578b\u5229\u7528\u65f6\u7a7a\u548c\u591a\u6e90\u5730\u7403\u6570\u636e\u7279\u6027\uff0c\u4ece\u6c14\u5019\u53d8\u91cf\u5230\u539f\u4f4d\u6d4b\u91cf\u548c\u536b\u661f\u9065\u611f<\/mark>\u56fe\u50cf\u90fd\u6709\u5b83\u4eec\u7684\u5b58\u5728\u3002<\/p>\n

\u9664\u5f00\u8fd9\u4e9b\uff0c\u8bbe\u8ba1\u80fd\u591f\u51c6\u786e\u6a21\u62df\u6781\u7aef\u4e8b\u4ef6\u7684\u9884\u6d4b\u7cfb\u7edf\u5bf9\u4e8e\u9884\u6d4b\u672a\u6765\u6781\u7aef\u4e8b\u4ef6\u7684\u5f71\u54cd\u5e76\u4e3a\u51b3\u7b56\u8005\u63d0\u4f9b\u5173\u952e\u4fe1\u606f\u4ee5\u9632\u6b62\u635f\u5bb3\u548c\u635f\u5931\u81f3\u5173\u91cd\u8981\u3002\u7a7a\u95f4\u548c\u65f6\u95f4\u9884\u6d4b\u65e8\u5728\u63d0\u4f9b\u5730\u7403\u72b6\u6001\u672a\u6765\u503c\u7684\u5b9a\u91cf\u4f30\u8ba1\u3002<\/p>\n

<\/a><\/section>\n

\u56fe\u793a\uff1a\u7528\u4e8e\u6781\u7aef\u4e8b\u4ef6\u7684\u4eba\u5de5\u667a\u80fd<\/mark> \uff08AI\uff09 \u7ba1\u9053\u4e2d\u7684\u7ec4\u4ef6\u3002\uff08\u56fe\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n

\u5df2\u7ecf\u63d0\u51fa\u4e86\u8bb8\u591a ML \u7b97\u6cd5\u6765\u9884\u6d4b\u786e\u5b9a\u6027\u6781\u7aef\u4e8b\u4ef6\uff0c\u4f46\u5927\u591a\u6570\u7b97\u6cd5\u4ec5\u9650\u4e8e\u5c0f\u533a\u57df\u548c\u7279\u5b9a\u7528\u4f8b\u3002\u53ef\u4ee5\u5355\u72ec\u4f7f\u7528\u6c14\u5019\u53d8\u91cf\u8fdb\u884c\u9884\u6d4b\u6216\u4e0e\u536b\u661f\u56fe\u50cf\u76f8\u7ed3\u5408\u3002\u4e00\u79cd\u5e38\u89c1\u7684\u65b9\u6cd5\u662f\u76f4\u63a5\u4f30\u8ba1\u5b9a\u4e49\u6781\u7aef\u4e8b\u4ef6\u7684\u6307\u6807\u3002<\/p>\n

\u4f7f\u7528 ML \u8fdb\u884c\u5f71\u54cd\u8bc4\u4f30\u7684\u53e6\u4e00\u79cd\u65b9\u6cd5\u662f\u5206\u6790 PDF \u968f\u65f6\u95f4\u7684\u53d8\u5316\u3002\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u91cf\u5316<\/mark>\u4e0d\u540c\u4e8b\u4ef6\u7684\u5f71\u54cd\uff0c\u6709\u52a9\u4e8e\u63d0\u9ad8\u5bf9\u8106\u5f31\u6027\u9a71\u52a8\u56e0\u7d20\u7684\u7406\u89e3\u3002\u6216\u8005\uff0c\u53ef\u4ee5\u901a\u8fc7\u5206\u6790\u57fa\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/mark>\uff08NLP\uff09\u7684\u65b0\u95fb\u62a5\u9053\u4ee5\u53ca\u6700\u8fd1\u7684 LLM \u6765\u68c0\u6d4b\u6781\u7aef\u4e8b\u4ef6\u7684\u5f71\u54cd\u3002<\/p>\n

\u6781\u7aef\u4e8b\u4ef6\u7406\u89e3\u548c\u53ef\u4fe1<\/strong><\/p>\n

\u53ef\u89e3\u91ca\u7684 AI\uff08XAI\uff09\u548c\u4e0d\u786e\u5b9a\u6027\u91cf\u5316<\/mark>\uff08UQ\uff09\u7b49\u5b66\u79d1\u63d0\u4f9b\u4e86\u4f7f AI \u66f4\u52a0\u53ef\u9760\u548c\u503c\u5f97\u4fe1\u8d56\u7684\u65b9\u6cd5\u3002\u56e0\u679c\u63a8\u7406<\/mark>\u548c\u6781\u7aef\u4e8b\u4ef6\u5f52\u56e0\u7b49\u6280\u672f\u901a\u8fc7\u4e86\u89e3\u8fd9\u4e9b\u4e8b\u4ef6\u80cc\u540e\u7684\u673a\u5236\uff0c\u8fdb\u4e00\u6b65\u8865\u5145\u4e86 XAI \u548c UQ\uff0c\u8fd9\u5bf9\u4e8e\u6539\u8fdb AI \u6a21\u578b\u548c\u5728\u51b3\u7b56\u8fc7\u7a0b\u4e2d\u83b7\u5f97\u4fe1\u4efb\u81f3\u5173\u91cd\u8981\u3002<\/p>\n

XAI \u65e8\u5728\u63ed\u793a AI \u6a21\u578b\u7684\u51b3\u7b56\u8fc7\u7a0b\uff0c\u5e76\u901a\u8fc7\u63ed\u793a\u6a21\u578b\u529f\u80fd\u3001\u5b66\u4e60\u5230\u7684\u5173\u7cfb\u548c\u504f\u5dee\u6765\u4fc3\u8fdb\u8c03\u8bd5\u3001\u6539\u8fdb\u6a21\u578b\u548c\u6536\u96c6\u79d1\u5b66\u89c1\u89e3\u3002\u6700\u5e38\u7528\u7684 XAI \u65b9\u6cd5\u4f9d\u8d56\u4e8e\u4e0e\u6a21\u578b\u65e0\u5173\u7684\u84b8\u998f\u6cd5\u6216\u7279\u5f81\u5f52\u56e0\u6cd5\u3002<\/p>\n

\u7136\u800c\uff0c\u5927\u591a\u6570 XAI \u65b9\u6cd5\uff0c\u5c24\u5176\u662f\u4e8b\u540e\u65b9\u6cd5\uff0c\u90fd\u8fd1\u4f3c\u4e8e\u57fa\u7840\u6a21\u578b\uff0c\u5e76\u4e14\u7f3a\u4e4f\u8db3\u591f\u5145\u5206\u7684\u660e\u786e\u5b9a\u4e49\u4f7f\u5b83\u4eec\u7684\u8bc4\u4f30\u590d\u6742\u5316\u3002\u5373\u4f7f\u914d\u5907\u4e86\u89e3\u91ca\u548c\u56e0\u679c\u65b9\u6cd5\uff0c\u8bc4\u4f30 AI \u6a21\u578b\u51b3\u7b56\u7684\u53ef\u4fe1\u5ea6\u4ecd\u7136\u81f3\u5173\u91cd\u8981\uff0c\u56e0\u4e3a\u4e0d\u51c6\u786e\u7684\u8b66\u544a\u6216\u51b3\u7b56\u53ef\u80fd\u4f1a\u5f71\u54cd\u5b89\u5168\u548c\u8d44\u6e90\u3002<\/p>\n

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\u7ed3\u8bba\u4e0e\u5c55\u671b<\/strong><\/p>\n

\u5c06 AI \u96c6\u6210\u5230\u6781\u7aef\u4e8b\u4ef6\u5206\u6790\u4e2d\u9762\u4e34\u591a\u9879\u6311\u6218\uff0c\u5305\u62ec\u6570\u636e\u7ba1\u7406<\/mark>\u95ee\u9898\uff0c\u4f8b\u5982\u5904\u7406\u52a8\u6001\u6570\u636e\u96c6\u3001\u504f\u5dee\u548c\u9ad8\u7ef4\u5ea6\uff0c\u8fd9\u4e9b\u96be\u70b9\u4f7f\u5f97\u7279\u5f81\u63d0\u53d6\u66f4\u52a0\u590d\u6742\u3002<\/p>\n

\u6b64\u5916\uff0c\u5c06 AI \u4e0e\u7269\u7406\u6a21\u578b\u96c6\u6210\u4f1a\u5e26\u6765\u5de8\u5927\u7684\u6311\u6218\uff0c\u4f46\u4e5f\u4e3a\u63d0\u9ad8\u6a21\u578b\u7684\u51c6\u786e\u6027\u548c\u53ef\u9760\u6027\u63d0\u4f9b\u4e86\u5e7f\u9614\u7684\u673a\u4f1a\u3002\u53ef\u4fe1\u5ea6\u95ee\u9898\u6e90\u4e8e ML \u6a21\u578b\u7684\u590d\u6742\u6027\u548c\u53ef\u89e3\u91ca\u6027\uff0c\u5728\u4e0d\u540c\u4e0a\u4e0b\u6587\u4e2d\u6cdb\u5316\u7684\u96be\u5ea6\u4ee5\u53ca\u4e0d\u786e\u5b9a\u6027\u7684\u91cf\u5316<\/mark>\u3002<\/p>\n

\u5c55\u671b\u672a\u6765\uff0c\u8fd8\u6709\u91cd\u8981\u7684\u9886\u57df\u9700\u8981\u8fdb\u4e00\u6b65\u63a2\u7d22\u548c\u6539\u8fdb\u3002\u5176\u4e2d\u5305\u62ec\u5f00\u53d1\u7279\u5b9a\u4e8e\u6781\u7aef\u4e8b\u4ef6\u7684\u57fa\u51c6<\/mark>\uff0c\u52a0\u5f3a\u9886\u57df\u77e5\u8bc6\u7684\u96c6\u6210\u4ee5\u6539\u8fdb\u6570\u636e\u878d\u5408<\/mark>\u548c\u6a21\u578b\u8bad\u7ec3\uff0c\u4ee5\u53ca\u521b\u5efa\u80fd\u591f\u9002\u5e94\u6781\u7aef\u4e8b\u4ef6\u52a8\u6001\u6027\u8d28\u7684\u5f3a\u5927\u3001\u53ef\u6269\u5c55\u7684 AI \u7cfb\u7edf\u3002<\/p>\n

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