Time-dependent concurrent reliability-based design optimization integrating experiment-based model validation

被引:42
作者
Wang, Zhonglai [1 ,2 ]
Cheng, Xiaowen [2 ]
Liu, Jing [2 ]
机构
[1] State Key Lab Mech Transmiss, Chongqing 400044, Peoples R China
[2] Univ Elect Sci & Technol China, Sch Mechatron Engn, Chengdu 611731, Peoples R China
基金
中国国家自然科学基金;
关键词
Time-dependent sensitivity analysis; Design optimization; Model validation; Concurrent design; Experimental data; BAYESIAN CALIBRATION; SENSITIVITY-ANALYSIS;
D O I
10.1007/s00158-017-1823-0
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper presents new time-dependent concurrent reliability-based design optimization methods for improving the confidence of design results with reduced experimental cost and increased computational efficiency. The sensitive time-dependent design parameters are first selected through the developed functional Analysis of Variance. The sensitive design parameters are then validated by constructing the experimental error function based on experimental data, and the function of the mean between experiments and computer models. The sub-domains are next determined, and the time-dependent concurrent reliability-based design optimization is finally constructed and solved based on the MCS method. A case study is used to illustrate and testify our proposed methods.
引用
收藏
页码:1523 / 1531
页数:9
相关论文
共 29 条
[1]   A design-driven validation approach using Bayesian prediction models [J].
Chen, Wei ;
Xiong, Ying ;
Tsui, Kwok-Leung ;
Wang, Shuchun .
JOURNAL OF MECHANICAL DESIGN, 2008, 130 (02)
[2]   Concurrent Design Optimization and Calibration-Based Validation Using Local Domains Sized by Bootstrapping [J].
Drignei, Dorin ;
Mourelatos, Zissimos P. ;
Pandey, Vijitashwa ;
Kokkolaras, Michael .
JOURNAL OF MECHANICAL DESIGN, 2012, 134 (10)
[3]   A variable-size local domain approach for increased design confidence in simulation-based optimization [J].
Drignei, Dorin ;
Mourelatos, Zissimos P. ;
Kokkolaras, Michael ;
Pandey, Vijitashwa .
STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION, 2012, 46 (01) :83-92
[4]   Functional ANOVA in Computer Models With Time Series Output [J].
Drignei, Dorin .
TECHNOMETRICS, 2010, 52 (04) :430-437
[5]  
Haftka R.T., 1989, STRUCTURE MULTIDISCI, V1, P137, DOI [DOI 10.1007/BF01637334, 10.1007/BF01637334]
[6]   Principal component analysis and polynomial chaos expansion for time-variant reliability problems [J].
Hawchar, Lara ;
El Soueidy, Charbel-Pierre ;
Schoefs, Franck .
RELIABILITY ENGINEERING & SYSTEM SAFETY, 2017, 167 :406-416
[7]   A Bayesian calibration approach to the thermal problem [J].
Higdon, Dave ;
Nakhleh, Charles ;
Gattiker, James ;
Williams, Brian .
COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2008, 197 (29-32) :2431-2441
[8]  
Hills RG, 2002, SAND20021783
[9]   Effect of Mesh Stiffness on the Dynamic Response of Face Gear Transmission System [J].
Hu, Zehua ;
Tang, Jinyuan ;
Chen, Siyu ;
Lei, Duncai .
JOURNAL OF MECHANICAL DESIGN, 2013, 135 (07)
[10]   First order reliability method for time-variant problems using series expansions [J].
Hu, Zhen ;
Du, Xiaoping .
STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION, 2015, 51 (01) :1-21