{"id":35801,"date":"2025-01-01T01:00:15","date_gmt":"2024-12-31T17:00:15","guid":{"rendered":"https:\/\/17aitech.com\/?p=35801"},"modified":"2025-01-01T01:00:15","modified_gmt":"2024-12-31T17:00:15","slug":"%e8%b0%83%e7%a0%94219%e7%af%87%e6%96%87%e7%8c%ae%ef%bc%8c%e5%85%a8%e9%9d%a2%e4%ba%86%e8%a7%a3genai%e5%9c%a8%e8%87%aa%e9%80%82%e5%ba%94%e7%b3%bb%e7%bb%9f%e4%b8%ad%e7%9a%84%e7%8e%b0%e7%8a%b6%e4%b8%8e","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35801","title":{"rendered":"\u8c03\u7814219\u7bc7\u6587\u732e\uff0c\u5168\u9762\u4e86\u89e3GenAI\u5728\u81ea\u9002\u5e94\u7cfb\u7edf\u4e2d\u7684\u73b0\u72b6\u4e0e\u7814\u7a76\u8def\u7ebf\u56fe"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-26-3\" target=\"_blank\">\u8c03\u7814219\u7bc7\u6587\u732e\uff0c\u5168\u9762\u4e86\u89e3GenAI\u5728\u81ea\u9002\u5e94\u7cfb\u7edf\u4e2d\u7684\u73b0\u72b6\u4e0e\u7814\u7a76\u8def\u7ebf\u56fe<\/a><\/p>\n<p><strong>\u8bba\u6587\u300aGenerative AI for Self-Adaptive Systems: State of the Art and Research Roadmap\u300b\u7684\u4f5c\u8005\u5305\u62ec\u6765\u81ea\u65e9\u7a3b\u7530\u5927\u5b66\u535a\u58eb\u53ca\u7814\u7a76\u52a9\u7406 \u674e\u5bb6\u9686\u3001\u897f\u5357\u5927\u5b66\u8bb2\u5e08 \u5f20\u660e\u60a6\u3001\u4e2d\u5173\u6751\u56fd\u5bb6\u5b9e\u9a8c\u5ba4\u52a9\u7406\u7814\u7a76\u5458 \u674e\u5ff5\u8bed\uff08\u901a\u8baf\u4f5c\u8005\uff09\u3001\u9c81\u6c76\u5927\u5b66\u6559\u6388 Danny Weyns\u3001\u5317\u4eac\u5927\u5b66\u6559\u6388 \u91d1\u829d\u4ee5\u53ca\u4e1c\u4eac\u5de5\u4e1a\u5927\u5b66\u957f\u8058\u526f\u6559\u6388 Kenji Tei\u3002<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-bc580efe4c61425d409efeebf835c372.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-bc580efe4c61425d409efeebf835c372.png\"><\/a><\/p>\n<ul>\n<li>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/dl.acm.org\/doi\/10.1145\/3686803<\/li>\n<li>GenAI4SAS \u8bba\u6587\u5217\u8868\uff1ahttps:\/\/github.com\/545659928\/GenAI4SAS<\/li>\n<\/ul>\n<p>\u81ea\u9002\u5e94\u7cfb\u7edf\u5728\u52a8\u6001\u548c\u4e0d\u786e\u5b9a\u7684\u73af\u5883\u4e2d\u5177\u6709\u5173\u952e\u4f5c\u7528\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u81ea\u52a8\u9a7e\u9a76\u3001\u667a\u80fd\u5236\u9020\u3001\u7f51\u7edc\u5b89\u5168\u548c\u667a\u80fd\u533b\u7597\u7b49\u9886\u57df\u3002\u4f8b\u5982\uff0c\u65e0\u4eba\u9a7e\u9a76\u7cfb\u7edf\u9700\u8981\u5b9e\u65f6\u611f\u77e5\u73af\u5883\u53d8\u5316\u5e76\u8c03\u6574\u7b56\u7565\u4ee5\u786e\u4fdd\u5b89\u5168\u4e0e\u6548\u7387\uff1b\u667a\u80fd\u5236\u9020\u751f\u4ea7\u7ebf\u6839\u636e\u9700\u6c42\u53d8\u5316\u6216\u8bbe\u5907\u6545\u969c\u81ea\u52a8\u8c03\u6574\uff1b\u7f51\u7edc\u5b89\u5168\u7cfb\u7edf\u5219\u901a\u8fc7\u81ea\u52a8\u68c0\u6d4b\u548c\u9002\u5e94\u65b0\u5a01\u80c1\u6765\u5e94\u5bf9\u4e0d\u65ad\u53d8\u5316\u7684\u653b\u51fb\u65b9\u5f0f\u3002\u8fd9\u4e9b\u7cfb\u7edf\u901a\u8fc7\u81ea\u6211\u8c03\u6574\u673a\u5236\uff0c\u5b9e\u73b0\u81ea\u6211\u7ba1\u7406\u548c\u4f18\u5316\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-fefa6aa8d98c8eadfec983ef925e4d23.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-fefa6aa8d98c8eadfec983ef925e4d23.png\"><\/a><\/p>\n<p><em>\u56fe \u5177\u6709 MAPE-K \u53cd\u9988\u5faa\u73af\u7684\u81ea\u9002\u5e94\u7cfb\u7edf<\/em><\/p>\n<p>\u81ea\u9002\u5e94\u7cfb\u7edf\u4f9d\u8d56\u53cd\u9988\u56de\u8def\uff0c\u65e0\u9700\u4eba\u4e3a\u5e72\u9884\u5373\u53ef\u5b9e\u73b0\u81ea\u52a8\u8c03\u6574\uff0c\u6838\u5fc3\u529f\u80fd\u5305\u62ec\uff1a\u76d1\u63a7\u73af\u5883\u548c\u7cfb\u7edf\u72b6\u6001\u3001\u5206\u6790\u60c5\u51b5\u3001\u5236\u5b9a\u8c03\u6574\u8ba1\u5212\u5e76\u6267\u884c\u3002\u5176\u4f18\u52bf\u5728\u4e8e\u6839\u636e\u5916\u90e8\u73af\u5883\u548c\u5185\u90e8\u72b6\u6001\u7684\u53d8\u5316\uff0c\u7ef4\u6301\u7cfb\u7edf\u7a33\u5b9a\u548c\u9ad8\u6548\u8fd0\u884c\u3002<\/p>\n<p>\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\uff08GenAI\uff09\u901a\u8fc7 AI \u6280\u672f\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\u6a21\u5f0f\uff0c\u751f\u6210\u4e0e\u539f\u59cb\u6570\u636e\u76f8\u4f3c\u7684\u65b0\u6570\u636e\u3002Transformer \u6280\u672f\u7684\u7a81\u7834\u4f7f\u5f97 GenAI \u5728\u591a\u4e2a\u9886\u57df\u5e7f\u6cdb\u5e94\u7528\uff0c\u5c24\u5176\u662f\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u8bed\u8a00\u7406\u89e3\u548c\u903b\u8f91\u63a8\u7406\u65b9\u9762\u8868\u73b0\u7a81\u51fa\uff0c\u4e3a\u81ea\u9002\u5e94\u7cfb\u7edf\u63d0\u4f9b\u4e86\u65b0\u7684\u53ef\u80fd\u6027\u3002<\/p>\n<p>GenAI \u4e0e\u81ea\u9002\u5e94\u7cfb\u7edf\u7684\u6838\u5fc3\u529f\u80fd\u76f8\u7ed3\u5408\uff0c\u80fd\u591f\u663e\u8457\u589e\u5f3a\u7cfb\u7edf\u7684\u81ea\u9002\u5e94\u80fd\u529b\u3002\u4f8b\u5982\uff0cGenAI \u53ef\u4ee5\u5206\u6790\u5e76\u89c4\u5212\u7cfb\u7edf\u7b56\u7565\uff0c\u81ea\u52a8\u8c03\u6574\u914d\u7f6e\u4ee5\u5e94\u5bf9\u73af\u5883\u53d8\u5316\u3002\u5c3d\u7ba1\u5df2\u6709\u4e00\u4e9b\u7814\u7a76\u63a2\u7d22\u4e86 GenAI \u5728\u81ea\u9002\u5e94\u7cfb\u7edf\u4e2d\u7684\u5e94\u7528\uff0c\u4f46\u8be5\u9886\u57df\u5c1a\u7f3a\u4e4f\u7cfb\u7edf\u6027\u548c\u6df1\u5165\u7684\u7814\u7a76\u3002\u56e0\u6b64\uff0c\u672c\u8bba\u6587\u65e8\u5728\u4e3a\u7814\u7a76\u4eba\u5458\u548c\u4ece\u4e1a\u8005\u63d0\u4f9b\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\uff08GenAI\uff09\u5728\u81ea\u9002\u5e94\u7cfb\u7edf\u4e2d\u7684\u5e94\u7528\u6f5c\u529b\u53ca\u9762\u4e34\u6311\u6218\u7684\u5168\u9762\u6982\u89c8\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-df6c9440681c6632688064c89ce08047.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-df6c9440681c6632688064c89ce08047.png\"><\/a><\/p>\n<p><strong>GenAI \u5728\u81ea\u9002\u5e94\u7cfb\u7edf\u4e2d\u7684\u5e94\u7528\u6f5c\u529b<\/strong><\/p>\n<p>\u6211\u4eec\u4ece 2017 \u5e74\u81f3 2024 \u5e74 6 \u6708\u7684\u9876\u7ea7\u4f1a\u8bae\u4e2d\u7b5b\u9009\u51fa 5874 \u7bc7\u6587\u732e\uff0c\u6700\u7ec8\u7b5b\u9009\u51fa 219 \u7bc7\u4e0e GenAI \u548c\u81ea\u9002\u5e94\u7cfb\u7edf\u76f8\u5173\u7684\u7814\u7a76\u3002\u7b5b\u9009\u540e\u7684\u6587\u732e\u4ece\u4e24\u79cd\u89c6\u89d2\u5c55\u5f00\u5206\u6790\uff1a\u7b2c\u4e00\u4e2a\u89c6\u89d2\u805a\u7126\u4e8e GenAI \u5728\u589e\u5f3a\u81ea\u9002\u5e94\u7cfb\u7edf\u529f\u80fd\u548c\u81ea\u4e3b\u6027\u65b9\u9762\u7684\u6f5c\u529b\uff0c\u63a2\u8ba8\u5176\u5728\u76d1\u63a7\u3001\u5206\u6790\u3001\u89c4\u5212\u3001\u6267\u884c\u7b49\u6838\u5fc3\u6a21\u5757\u4e2d\u7684\u5e94\u7528\u53ca\u77e5\u8bc6\u5171\u4eab\u3002\u7b2c\u4e8c\u4e2a\u89c6\u89d2\u63a2\u8ba8\u4e86\u5728 \u201c\u4eba\u7c7b\u76d1\u7763\u81ea\u9002\u5e94\u7cfb\u7edf\u201d\uff08HOTL\uff09\u4e2d\uff0cGenAI \u5982\u4f55\u6539\u5584\u4eba\u4e0e\u7cfb\u7edf\u7684\u4e92\u52a8\u3002\u867d\u7136\u81ea\u9002\u5e94\u7cfb\u7edf\u539f\u672c\u5e0c\u671b\u51cf\u5c11\u4eba\u4e3a\u5e72\u9884\uff0c\u4f46\u5f15\u5165\u4eba\u7c7b\u51b3\u7b56\u53ef\u4ee5\u63d0\u9ad8\u7cfb\u7edf\u7684\u53ef\u4fe1\u5ea6\u548c\u6548\u7387\u3002\u91cd\u70b9\u5173\u6ce8\u7528\u6237\u504f\u597d\u83b7\u53d6\u3001\u7cfb\u7edf\u900f\u660e\u5ea6\u548c\u4eba\u673a\u534f\u4f5c\uff0c\u4ee5\u63d0\u5347\u7528\u6237\u6ee1\u610f\u5ea6\u3001\u7cfb\u7edf\u89e3\u91ca\u6027\u548c\u6548\u7387\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-22c37b71697892ce572234acfcf8afac.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-22c37b71697892ce572234acfcf8afac.png\"><\/a><\/p>\n<p><em>\u56fe\uff1aGenAI 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\u652f\u6301\u67b6\u6784\u548c\u9700\u6c42\u9a71\u52a8\u7684\u9002\u5e94\uff0c\u6269\u5c55\u4e86\u7cfb\u7edf\u5904\u7406\u81ea\u7136\u8bed\u8a00\u548c\u975e\u7ed3\u6784\u5316\u6570\u636e\u7684\u80fd\u529b\u3002LLMs \u548c Diffusion \u6a21\u578b\u8fd8\u80fd\u751f\u6210\u5148\u9a8c\u77e5\u8bc6\uff0c\u63d0\u5347\u6a21\u578b\u6027\u80fd\u5e76\u964d\u4f4e\u6210\u672c\u3002\u65b0\u5174\u7684\u89c4\u5212\u65b9\u6cd5\u5305\u62ec\uff1a\u57fa\u4e8e Transformer \u7684\u89c4\u5212\u9002\u5408\u79bb\u7ebf\u5b66\u4e60\u548c\u5927\u89c4\u6a21\u7cfb\u7edf\uff1b\u96c6\u4f53\u667a\u80fd\u6a21\u5f0f\u4fc3\u8fdb\u591a\u667a\u80fd\u4f53\u534f\u4f5c\uff1b\u7ecf\u9a8c\u79ef\u7d2f\u6a21\u5f0f\u652f\u6301\u81ea\u6211\u53cd\u601d\u548c\u8fdb\u5316\uff1b\u6269\u6563\u6a21\u578b\u652f\u6301\u590d\u6742\u7ea6\u675f\u7684\u9ad8\u7ef4\u89c4\u5212\u3002<\/p>\n<p><strong>\u6267\u884c\u529f\u80fd<\/strong>\uff1a\u867d\u7136\u81ea\u9002\u5e94\u7cfb\u7edf\u7684\u6267\u884c\u901a\u5e38\u8f83\u7b80\u5355\uff0c\u4f46 LLMs 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\u901a\u8fc7\u5176\u5e38\u8bc6\u548c\u8bed\u8a00\u7406\u89e3\u80fd\u529b\uff0c\u80fd\u591f\u4ece\u7528\u6237\u53cd\u9988\u6216\u884c\u4e3a\u5386\u53f2\u4e2d\u63a8\u65ad\u51fa\u786c\u6027\u7ea6\u675f\u3001\u6548\u7528\u51fd\u6570\u6216\u4e2a\u6027\u5316\u9700\u6c42\u3002\u7136\u800c\uff0c\u5982\u4f55\u5904\u7406\u591a\u76ee\u6807\u73af\u5883\u4e0b\u7684\u504f\u597d\u51b2\u7a81\uff08\u5982\u6210\u672c\u4e0e\u6548\u7387\u7684\u5e73\u8861\uff09\u4ecd\u9700\u8fdb\u4e00\u6b65\u63a2\u7d22\u3002<\/p>\n<p><strong>\u900f\u660e\u6027<\/strong>\uff1aLLMs \u5177\u6709\u89e3\u91ca\u4ee3\u7801\u3001\u51b3\u7b56\u6a21\u578b\u548c\u7cfb\u7edf\u65e5\u5fd7\u7684\u6f5c\u529b\uff0c\u5e76\u80fd\u751f\u6210\u66f4\u76f4\u89c2\u7684\u53ef\u89c6\u5316\u5c55\u793a\u3002\u76ee\u524d\u4ee3\u7801\u52a8\u6001\u884c\u4e3a\u7684\u89e3\u91ca\u8f83\u4e3a\u6709\u9650\uff0c\u6539\u8fdb\u65b9\u5411\u5305\u62ec\u4e3a\u4e0d\u540c\u7c7b\u578b\u7684\u51b3\u7b56\u6a21\u578b\u63d0\u4f9b\u9002\u5f53\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u5e76\u5229\u7528\u8fd0\u884c\u7ed3\u679c\u63d0\u9ad8\u89e3\u91ca\u7684\u51c6\u786e\u6027\u3002LLMs \u8fd8\u53ef\u7528\u4e8e\u6a21\u578b\u89e3\u91ca\u6027\u7814\u7a76\uff0c\u5982\u4f7f\u7528\u51b3\u7b56\u6811\u4f5c\u4e3a\u4ee3\u7406\u6a21\u578b\u89e3\u91ca\u590d\u6742\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u8f85\u52a9\u7279\u5f81\u9009\u62e9\u548c\u91cd\u8981\u6027\u5206\u6790\u3002<\/p>\n<p><strong>\u534f\u4f5c<\/strong>\uff1aLLMs 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target=\"_blank\">\u8c03\u7814219\u7bc7\u6587\u732e\uff0c\u5168\u9762\u4e86\u89e3GenAI\u5728\u81ea\u9002\u5e94\u7cfb\u7edf\u4e2d\u7684\u73b0\u72b6\u4e0e\u7814\u7a76\u8def\u7ebf\u56fe<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u8c03\u7814219\u7bc7\u6587\u732e\uff0c\u5168\u9762 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