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Author:

Wang, Y. (Wang, Y..) | Wang, D. (Wang, D..) | Yue, X. (Yue, X..)

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. © 2023 American Society for Quality.

Keyword:

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

Author Community:

  • [ 1 ] [Wang Y.]School of Statistics and Data Science, Beijing University of Technology, Beijing, China
  • [ 2 ] [Wang D.]Key Laboratory of Mathematical Theory and Computation in Information Security, School of Mathematics and Statistics, Beijing Institute of Technology, Beijing, China
  • [ 3 ] [Yue X.]Department of Industrial Engineering, Tsinghua University, Beijing, China
  • [ 4 ] [Yue X.]Institute for Quality and Reliability, Tsinghua University, Beijing, China

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Source :

Journal of Quality Technology

ISSN: 0022-4065

Year: 2023

Issue: 1

Volume: 56

Page: 71-85

ESI Discipline: ENGINEERING;

ESI HC Threshold:19

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count: 2

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 9

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