A modified conjugate gradient approach for reliability-based design optimization | |
Wang, Zhiming; Zhang, Yafei; Song, Yalong | |
2020 | |
发表期刊 | IEEE Access |
ISSN | 2169-3536 |
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 |
DOI | 10.1109/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 | |
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 |
推荐引用方式 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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