A sequential design strategy for integrating low-accuracy and high-accuracy computer experiments | |
Li, Xinmin1; Wang, Xiao1; Xiong, Shifeng2 | |
刊名 | COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION |
2020-12-31 | |
页码 | 8 |
关键词 | Gaussian process model Multi-fidelity Optimal design Space-filling design |
ISSN号 | 0361-0918 |
DOI | 10.1080/03610918.2020.1870692 |
英文摘要 | There is a growing trend in engineering that uses multiple computer codes with different levels of accuracy to study a complex system. We propose a flexible strategy for sequential design and analysis of a pair of high-accuracy (HC) and low-accuracy (LC) computer codes, which adds an arbitrary small number of HC runs and a large number of LC runs in each iteration. Numerical illustrations are presented to show the effectiveness of the proposed strategy. |
资助项目 | National Natural Science Foundation of China[11871294] ; National Natural Science Foundation of China[11671386] ; National Natural Science Foundation of China[11871033] |
WOS研究方向 | Mathematics |
语种 | 英语 |
出版者 | TAYLOR & FRANCIS INC |
WOS记录号 | WOS:000628810200001 |
内容类型 | 期刊论文 |
源URL | [http://ir.amss.ac.cn/handle/2S8OKBNM/58302] |
专题 | 中国科学院数学与系统科学研究院 |
通讯作者 | Xiong, Shifeng |
作者单位 | 1.Qingdao Univ, Sch Math & Stat, Qingdao, Peoples R China 2.Chinese Acad Sci, Acad Math & Syst Sci, NCMIS, KLSC, Beijing 100190, Peoples R China |
推荐引用方式 GB/T 7714 | Li, Xinmin,Wang, Xiao,Xiong, Shifeng. A sequential design strategy for integrating low-accuracy and high-accuracy computer experiments[J]. COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION,2020:8. |
APA | Li, Xinmin,Wang, Xiao,&Xiong, Shifeng.(2020).A sequential design strategy for integrating low-accuracy and high-accuracy computer experiments.COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION,8. |
MLA | Li, Xinmin,et al."A sequential design strategy for integrating low-accuracy and high-accuracy computer experiments".COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION (2020):8. |
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