A sequential design strategy for integrating low-accuracy and high-accuracy computer experiments
文献类型：期刊论文
| 作者 | Li, Xinmin1; Wang, Xiao1; Xiong, Shifeng2 |
| 刊名 | COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION
 |
| 出版日期 | 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 |
| WOS记录号 | WOS:000628810200001 |
| 出版者 | TAYLOR & FRANCIS INC |
| 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. |
入库方式： OAI收割
来源：数学与系统科学研究院
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