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Author:

Wang, Yan (Wang, Yan.) | Wang, Dianpeng (Wang, Dianpeng.) | Yue, Xiaowei (Yue, Xiaowei.)

Indexed by:

EI Scopus SCIE

Abstract:

The two-layer computer simulators are commonly used to mimic multi-physics phenomena or systems. Usually, the outputs of the first-layer simulator (also called the inner simulator) are partial inputs of the second-layer simulator (also called the outer simulator). How to design experiments by considering the space-filling properties of inner and outer simulators simultaneously is a significant challenge that has received scant attention in the literature. To address this problem, we propose a new sequential optimal Latin hypercube design (LHD) by using the maximin integrating mixed distance criterion. A corresponding sequential algorithm for efficiently generating such designs is also developed. Numerical simulation results show that the new method can effectively improve the space-filling property of the outer computer inputs. The case study about composite structures assembly simulation demonstrates that the proposed method can outperform the benchmark methods.

Keyword:

Gaussian process optimal LHD principal component scores maximin criterion composites structures assembly processes

Author Community:

  • [ 1 ] [Wang, Yan]Beijing Univ Technol, Sch Stat & Data Sci, Beijing, Peoples R China
  • [ 2 ] [Wang, Dianpeng]Beijing Inst Technol, Sch Math & Stat, Key Lab Math Theory & Computat Informat Secur, Beijing, Peoples R China
  • [ 3 ] [Yue, Xiaowei]Tsinghua Univ, Dept Ind Engn, Beijing, Peoples R China
  • [ 4 ] [Yue, Xiaowei]Tsinghua Univ, Inst Qual & Reliabil, Beijing, Peoples R China

Reprint Author's Address:

  • [Wang, Dianpeng]Beijing Inst Technol, Sch Math & Stat, Key Lab Math Theory & Computat Informat Secur, Beijing, Peoples R China;;

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Source :

JOURNAL OF QUALITY TECHNOLOGY

ISSN: 0022-4065

Year: 2023

Issue: 1

Volume: 56

Page: 71-85

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 2

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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