System reliability-based design optimization using the MPP-based dimension reduction method

被引:50
|
作者
Lee, Ikjin [1 ]
Choi, K. K. [1 ]
Gorsich, David [1 ,2 ]
机构
[1] Univ Iowa, Coll Engn, Dept Mech & Ind Engn, Iowa City, IA 52242 USA
[2] US Army, RDECOM TARDEC, Warren, MI 48397 USA
关键词
MPP-based dimension reduction method (DRM); System inverse reliability analysis; First-order reliability method (FORM); Second-order reliability method (SORM); PERFORMANCE-MEASURE APPROACH; PROBABILITY;
D O I
10.1007/s00158-009-0459-0
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The system probability of failure calculation of the series system entails multi-dimensional integration, which is very difficult and numerically expensive. To resolve the computational burden, the narrow bound method, which accounts for the component failures and joint failures between two failure modes, has been widely used. For the analytic calculation of the component probability of failure, this paper proposes to use the most probable point (MPP)-based dimension reduction method (DRM). For the joint probability of failure calculation, three cases are considered based on the convexity or concavity of the performance functions. Design sensitivity analysis for the system reliability-based design optimization (RBDO), which is the major contribution of this paper, is carried out as well. Based on the results of numerical examples, the system probability of failure and its sensitivity calculation show very good agreement with the results obtained by Monte Carlo simulation (MCS) and the finite difference method (FDM).
引用
收藏
页码:823 / 839
页数:17
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