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Performance of multi-fidelity multi-output Kriging for problem with high-dimensional inputs

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成果类型:
会议论文
作者:
Youwei He;Linzhi Liu;Jinliang Luo
作者机构:
[Youwei He; Linzhi Liu; Jinliang Luo] School of Mechanical Engineering, University of South China, Hengyang, People's Republic of China
语种:
英文
年:
2024
页码:
81-97
会议名称:
6th Chinese International Turbomachinery Conference (CITC 2024)
会议论文集名称:
6th Chinese International Turbomachinery Conference (CITC 2024)
会议时间:
2024
会议地点:
Sanya, China
出版者:
IET
机构署名:
本校为第一机构
院系归属:
机械工程学院
摘要:
Recently, multi-fidelity multi-output Kriging have been proposed to take the advantages of both the multi-fidelity and multi-output modelling methods. The predictive performance of multi-fidelity multi-output Kriging model has been evaluated with the modelling efficiency being neglected. In this paper, a multi-fidelity multi-output Kriging model is developed and compared with Kriging, multi-fidelity Kriging, and multi-output Kriging w.r.t. both the modelling accuracy and efficiency. Furthermore, the efficient modelling method for high-dimensional problems is incorporated into the various Krigi...

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