Solving Time-dependent reliability-based design optimization by adaptive differential evolution algorithm and time-dependent polynomial chaos expansions (ADE-T-PCE)

被引:5
|
作者
Ye, Xuerong [1 ]
Chen, Hao [1 ]
Kuang, Qiankun [1 ]
Wang, Yue [1 ]
Niu, Hao [1 ]
Li, Wenwen [2 ]
Yuan, Ruiming [2 ]
Zhai, Guofu [1 ]
机构
[1] Harbin Inst Technol, Dept Elect Engn & Automat, Harbin, Peoples R China
[2] State Grid Jibei Mkt Serv Ctr, Metrol Ctr, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
Pareto principle - Polynomials - Optimal systems - Reliability analysis - Time domain analysis - Least squares approximations - Evolutionary algorithms - Multiobjective optimization - Principal component analysis;
D O I
10.1016/j.microrel.2020.113815
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
It remains a great many of challenge to explore time-dependent reliability-based design and optimization problems, owing to the high computational cost dependent reliability assessment and analysis, the difficulties to life-cycle reliability modelling. To address these issues, ADE-T-PCE, a methodology incorporating adaptive differential evolution algorithm and an enhanced instantaneous time-dependent polynomial chaos expansion is proposed. The polynomial chaos expression (PCE) method was improved based on time-domain extension and principal component selection partial least squares, the life-cycle reliability model is Consequently, dynamic niche Pareto optimal solution selection strategy, particle variations and optimal solution screening strategy, number and strategy of variation for the differential evolution algorithm were proposed to meet demands for multi-object time-dependent reliability design optimization. The effectiveness proposed method in this study was verified through an electromagnetic relay in hybrid vehicle.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] Time-Dependent Reliability-Based Design Optimization Utilizing Nonintrusive Polynomial Chaos
    Wang, Yao
    Zeng, Shengkui
    Guo, Jianbin
    JOURNAL OF APPLIED MATHEMATICS, 2013,
  • [2] A novel time-dependent system constraint boundary sampling technique for solving time-dependent reliability-based design optimization problems
    Shi, Yan
    Lu, Zhenzhou
    Zhou, Jiayan
    Zio, Enrico
    COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2020, 372 (372)
  • [3] Time-Dependent Reliability-Based Robust Design Optimization Using Evolutionary Algorithm
    Yu, Shui
    Wang, Zhonglai
    Wang, Zhihua
    ASCE-ASME JOURNAL OF RISK AND UNCERTAINTY IN ENGINEERING SYSTEMS PART B-MECHANICAL ENGINEERING, 2019, 5 (02):
  • [4] A decoupled method for time-dependent reliability-based design optimization
    Dequan ZHANG
    Meide YANG
    Xu HAN
    Science China(Technological Sciences), 2025, 68 (01) : 312 - 324
  • [5] A decoupled method for time-dependent reliability-based design optimization
    Zhang, Dequan
    Yang, Meide
    Han, Xu
    SCIENCE CHINA-TECHNOLOGICAL SCIENCES, 2025, 68 (01)
  • [6] Time-Dependent Reliability-Based Design Optimization of Vibratory Systems
    Patil S.
    Papadimitriou D.
    Mourelatos Z.
    SAE International Journal of Commercial Vehicles, 2017, 10 (01) : 56 - 65
  • [7] Reliability-based design optimization of time-dependent systems with stochastic degradation
    Savage, Gordon J.
    Son, Young Kap
    JOURNAL OF MECHANICAL SCIENCE AND TECHNOLOGY, 2019, 33 (12) : 5963 - 5977
  • [8] Novel decoupling method for time-dependent reliability-based design optimization
    Yan Shi
    Zhenzhou Lu
    Liyang Xu
    Yicheng Zhou
    Structural and Multidisciplinary Optimization, 2020, 61 : 507 - 524
  • [9] A new solution framework for time-dependent reliability-based design optimization
    Yang, Meide
    Zhang, Dequan
    Jiang, Chao
    Wang, Fang
    Han, Xu
    COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2024, 418
  • [10] Reliability-based design optimization of time-dependent systems with stochastic degradation
    Gordon J. Savage
    Young Kap Son
    Journal of Mechanical Science and Technology, 2019, 33 : 5963 - 5977