个人信息Personal Information
教授
博士生导师
硕士生导师
性别:男
毕业院校:大连理工大学
学位:博士
所在单位:力学与航空航天学院
学科:工程力学. 计算力学. 结构工程. 动力学与控制
办公地点:力学楼506 (Mechanics Building 506)
联系方式:yangdx@dlut.edu.cn
电子邮箱:yangdx@dlut.edu.cn
Stability Analysis and Convergence Control of Iterative Algorithms for Reliability Analysis and Design Optimization
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论文类型:期刊论文
发表时间:2013-03-01
发表刊物:JOURNAL OF MECHANICAL DESIGN
收录刊物:SCIE、EI、Scopus
卷号:135
期号:3
ISSN号:1050-0472
关键字:reliability analysis and optimization; iterative algorithms; numerical instabilities; chaotic dynamics; stability transformation method; convergence control
摘要:Iterative algorithms are widely applied in reliability analysis and design optimization. Nevertheless, phenomena of failed convergence, such as periodic oscillation, bifurcation, and chaos, are oftentimes observed in iterative procedures of solving some nonlinear problems. In the present paper, the essential causes of numerical instabilities including periodic oscillation and chaos of iterative solutions are revealed by the eigenvalue-based stability analysis of iterative schemes. To understand and control these instabilities, the stability transformation method (STM), which is capable of tackling numerical instabilities of iterative algorithms in reliability analysis and design optimization, is proposed. Finally, several benchmark examples of convergence control of PMA (performance measure approach) for probabilistic analysis and the SORA (sequential optimization and reliability assessment) for reliability-based design optimization (RBDO) are presented. The observations from the benchmark examples indicate that the STM is a promising approach to achieve convergence control for iterative algorithms in reliability analysis and design optimization.