A modified conjugate gradient approach for reliability-based design optimization
Wang, Zhiming; Zhang, Yafei; Song, Yalong
2020
发表期刊IEEE Access
ISSN2169-3536
卷号8页码:16742-16749
摘要

To improve the efficiency of structural reliability-based design optimization (RBDO) based on the performance measure approach (PMA), a modified conjugate gradient approach (MCGA) is proposed for RBDO with nonlinear performance function. In PMA, the advanced mean value (AMV) approach is widely used in engineering because its simplicity and efficiency. However, the AMV method shows the inefficient and unstable results for structural performance function with high nonlinearity in RBDO. To overcome this shortcoming, the proposed MCGA method improves the efficiency of solution by modifying the relevant parameters of conjugate gradient approach (CGA) and the direction of conjugate gradient algorithm for searching the optimal design point. Finally, three numerical examples with highly nonlinear performance function and an optimization design example of speed reducer are presented. Compared with different methods, the results show that the MCGA method exhibited the better efficiency and robustness in structural reliability and RBDO analyses. © 2013 IEEE.

关键词Efficiency Machine design Reliability analysis Speed reducers Structural analysis Advanced mean values Conjugate gradient algorithms Conjugate gradient approaches Performance functions Performance measure approach (PMA) Reliability-based design optimization Structural performance Structural reliability
DOI10.1109/ACCESS.2020.2966661
收录类别SCI ; SCIE ; EI
语种英语
WOS研究方向Computer Science ; Engineering ; Telecommunications
WOS类目Computer Science, Information Systems ; Engineering, Electrical & Electronic ; Telecommunications
WOS记录号WOS:000524753200019
出版者Institute of Electrical and Electronics Engineers Inc., United States
EI入藏号20200908221187
EI主题词Conjugate gradient method
EI分类号408.1 Structural Design, General - 601 Mechanical Design - 602 Mechanical Drives and Transmissions - 913.1 Production Engineering - 921 Mathematics
来源库Compendex
分类代码408.1 Structural Design, General - 601 Mechanical Design - 602 Mechanical Drives and Transmissions - 913.1 Production Engineering - 921 Mathematics
引用统计
被引频次:2[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符https://ir.lut.edu.cn/handle/2XXMBERH/114990
专题机电工程学院
通讯作者Wang, Zhiming
作者单位Lanzhou Univ Technol, Sch Mech & Elect Engn, Lanzhou 730050, Peoples R China
第一作者单位兰州理工大学
通讯作者单位兰州理工大学
第一作者的第一单位兰州理工大学
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GB/T 7714
Wang, Zhiming,Zhang, Yafei,Song, Yalong. A modified conjugate gradient approach for reliability-based design optimization[J]. IEEE Access,2020,8:16742-16749.
APA Wang, Zhiming,Zhang, Yafei,&Song, Yalong.(2020).A modified conjugate gradient approach for reliability-based design optimization.IEEE Access,8,16742-16749.
MLA Wang, Zhiming,et al."A modified conjugate gradient approach for reliability-based design optimization".IEEE Access 8(2020):16742-16749.
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