Reliability Sensitivity Algorithm Based on Stratified Importance Sampling Method for Multiple Failure Modes Systems

被引:0
作者
Zhang FengaLu ZhenzhoubCui LijiebSong Shufangb aSchool of Mechanics and Civil and ArchitectureNorthwestern Polytechnical UniversityXian China bSchool of AeronauticsNorthwestern Polytechnical UniversityXian China [710072 ,710072 ]
机构
关键词
multiple failure modes; reliability sensitivity; Monte Carlo simulation; stratified sampling method; importance sam pling method; stratified importance sampling method(SISM);
D O I
暂无
中图分类号
V267 [航空器的维护与修理];
学科分类号
082503 ;
摘要
Combining the advantages of the stratified sampling and the importance sampling,a stratified importance sampling metho(SISM) is presented to analyze the reliability sensitivity for structure with multiple failure modes.In the presented method,th variable space is divided into several disjoint subspace by n-dimensional coordinate planes at the mean point of the random vec tor,and the importance sampling functions in the subspaces are constructed by keeping the sampling center at the mean poin and augmenting the standard deviation by a factor of λ.The sample size generated from the importance sampling function i each subspace is determined by the contribution of the subspace to the reliability sensitivity,which can be estimated by iterativ simulation in the sampling process.The formulae of the reliability sensitivity estimation,the variance and the coefficient o variation are derived for the presented SISM.Comparing with the Monte Carlo method,the stratified sampling method and th importance sampling method,the presented SISM has wider applicability and higher calculation efficiency,which i demonstrated by numerical examples.Finally,the reliability sensitivity analysis of flap structure is illustrated that the SISM ca be applied to engineering structure.
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页码:660 / 669
页数:10
相关论文
共 6 条
[1]   结构动力可靠度的重要抽样法 [J].
吴斌 ;
欧进萍 ;
张纪刚 ;
吕大刚 .
计算力学学报, 2001, (04) :478-482
[2]   解结构可靠性问题的改进分层抽样法 [J].
李强 ;
冯元生 .
航空学报, 1995, (05) :513-520
[3]  
Line Sampling Reliability Analysis for Low Cycle Fatigue Life of Aeronautical Engine Disc Structure[J] . Song Shu Fang,Lu Zhen Zhou.Key Engineering Materials . 2006 (324)
[4]  
Refinement strategies for stratified sampling methods[J] . Charles Tong.Reliability Engineering and System Safety . 2006 (10)
[5]   Estimation of small failure probabilities in high dimensions by subset simulation [J].
Au, SK ;
Beck, JL .
PROBABILISTIC ENGINEERING MECHANICS, 2001, 16 (04) :263-277
[6]   Directional methods for structural reliability analysis [J].
Nie, J ;
Ellingwood, BR .
STRUCTURAL SAFETY, 2000, 22 (03) :233-249