TY - JOUR
T1 - Application of an improved sequential importance sampling for structural reliability analysis of aeronautical hydraulic pipeline with multiple stochastic responses
AU - Liu, Fuchao
AU - Wei, Pengfei
AU - He, Pengfei
AU - Dai, Ying
N1 - Publisher Copyright:
© 2022, The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature.
PY - 2022/2
Y1 - 2022/2
N2 - Estimating the failure probabilities of multiple failure modes is a challenging task in structural reliability analysis. The conventional sequential importance sampling (conventional SIS) fails to estimate all the failure probabilities in a single run, leading to high computational expense and low efficiency. To address this issue, this study provides an improvement for Sequential Importance Sampling (improved SIS), in which a unified failure event is defined to construct a sequence of intermediate sampling distributions. It iteratively generates samples and drives them gradually approach each failure domain, thus all the failure probabilities of multiple failure modes could be estimated in a single run. Two examples are investigated to demonstrate the efficiency and accuracy of the proposed improved SIS. Finally, the proposed method is applied to the structural reliability analysis of one aeronautical hydraulic pipeline structure.
AB - Estimating the failure probabilities of multiple failure modes is a challenging task in structural reliability analysis. The conventional sequential importance sampling (conventional SIS) fails to estimate all the failure probabilities in a single run, leading to high computational expense and low efficiency. To address this issue, this study provides an improvement for Sequential Importance Sampling (improved SIS), in which a unified failure event is defined to construct a sequence of intermediate sampling distributions. It iteratively generates samples and drives them gradually approach each failure domain, thus all the failure probabilities of multiple failure modes could be estimated in a single run. Two examples are investigated to demonstrate the efficiency and accuracy of the proposed improved SIS. Finally, the proposed method is applied to the structural reliability analysis of one aeronautical hydraulic pipeline structure.
KW - Improved sequential importance sampling
KW - Multiple failure modes
KW - Reliability analysis
KW - Unified intermediate event
UR - http://www.scopus.com/inward/record.url?scp=85123599135&partnerID=8YFLogxK
U2 - 10.1007/s00158-021-03151-3
DO - 10.1007/s00158-021-03151-3
M3 - 文章
AN - SCOPUS:85123599135
SN - 1615-147X
VL - 65
JO - Structural and Multidisciplinary Optimization
JF - Structural and Multidisciplinary Optimization
IS - 2
M1 - 55
ER -