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author:

Jiang, Zhenliang (Jiang, Zhenliang.) [1] | Wu, Jiawei (Wu, Jiawei.) [2] | Huang, Fu (Huang, Fu.) [3] | Lv, Yifan (Lv, Yifan.) [4] | Wan, Liangqi (Wan, Liangqi.) [5]

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EI

Abstract:

The computational efficiency and accuracy of the time-dependent reliability-based robust design optimization (TRBRDO) directly rely on the capability to handle the time-dependent reliability analysis (TRA). Some TRA methods use ordinary efficient global optimization (EGO) to identify the extreme samples, and the Kriging model is utilized to approximate the implicit extreme value functions. However, the significant limitation of these methods lies in the unavailability for the parallelized reliability analysis, resulting from the point-to-point nature, which indicates the computational efficiency can be further improved. To construct a more efficient model for the TRA, this paper proposes an adaptive Kriging method, i.e., integrated parallel efficient global optimization (PEGO) and adaptive Kriging-Monte Carlo simulation (AK-MCS), which transforms the TRBRDO problem into an equivalent time-independent one. The proposed adaptive Kriging method was proven to be superior to existing TRBRDO methods in computing efficiency and accuracy, verified by the performance comparison via three cases, including a limit state function with only a time parameter, a two-dimensional function generator, and an engineering application. © 2021

Keyword:

Computational efficiency Efficiency Global optimization Intelligent systems Interpolation Kriging Machine design Monte Carlo methods Reliability analysis

Community:

  • [ 1 ] [Jiang, Zhenliang]Department of Civil and Environmental Engineering, The Hong Kong University of Science & Technology, Clear Water Bay, Kowloon, Hong Kong
  • [ 2 ] [Jiang, Zhenliang]College of Civil Engineering, Fuzhou University, Fuzhou; 350108, China
  • [ 3 ] [Wu, Jiawei]School of Information Management, Jiangxi University of Finance and Economics, Nanchang; 330013, China
  • [ 4 ] [Huang, Fu]School of Economics and Management, Huizhou University, Huizhou; 516007, China
  • [ 5 ] [Lv, Yifan]School of Management Science and Industrial Engineering, Nanjing University of Finance and Economics, Nanjing; 210023, China
  • [ 6 ] [Wan, Liangqi]School of Management Science and Industrial Engineering, Nanjing University of Finance and Economics, Nanjing; 210023, China

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Source :

Computers and Industrial Engineering

ISSN: 0360-8352

Year: 2021

Volume: 162

7 . 1 8

JCR@2021

6 . 7 0 0

JCR@2023

ESI HC Threshold:106

JCR Journal Grade:1

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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