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Reliability Estimation for Dynamical Systems Subject to Stochastic Excitation using Subset Simulation with Splitting

Ching, J. and Au, S. K. and Beck, J. L. (2005) Reliability Estimation for Dynamical Systems Subject to Stochastic Excitation using Subset Simulation with Splitting. Computer Methods in Applied Mechanics and Engineering, 194 (12-16). pp. 1557-1579. ISSN 0045-7825. http://resolver.caltech.edu/CaltechAUTHORS:20120817-165053206

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Abstract

A new subset simulation approach is proposed for reliability estimation for dynamical systems subject to stochastic excitation. The basic idea of subset simulation is to factor a small failure probability into a product of larger failure probabilities conditional on intermediate failure events. The new method proposed in this work does not require Markov Chain Monte Carlo simulation, in contrast to the original method, to estimate the conditional probabilities; instead, only direct Monte Carlo simulation is needed. The method employs splitting of a trajectory that reaches an intermediate failure level into multiple trajectories subsequent to the corresponding first passage time. The new approach still enjoys most of the advantages of the original subset simulation, e.g. it is applicable to general causal dynamical systems and it is robust with respect to the dimension of the uncertain input variables. The statistical properties of the failure probability estimators are presented, where it is shown that they are unbiased and formulas are derived to assess the error of estimation, including the coefficient of variation. We also discuss the selection of intermediate failure events and the number of samples for each failure level. The resulting algorithm is simple and easy to implement. Two examples are presented to demonstrate the effectiveness of the new approach, and the results are compared with the original subset simulation and with direct Monte Carlo simulation.


Item Type:Article
Related URLs:
URLURL TypeDescription
http://www.sciencedirect.com/science/article/pii/S0045782504004050PublisherUNSPECIFIED
http://dx.doi.org/10.1016/j.cma.2004.05.028DOIUNSPECIFIED
Additional Information:©2004 Elsevier B.V. All rights reserved. Received 13 September 2003; received in revised form 16 May 2004; accepted 16 May 2004. The first author would like to acknowledge the financial support of the George W. Housner Postdoctoral Fellowship from the California Institute of Technology.
Subject Keywords:Subset simulation; Splitting method; Monte Carlo simulation; Reliability; First passage problem; Dynamical systems
Record Number:CaltechAUTHORS:20120817-165053206
Persistent URL:http://resolver.caltech.edu/CaltechAUTHORS:20120817-165053206
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:33334
Collection:CaltechAUTHORS
Deposited By: Carmen Nemer-Sirois
Deposited On:20 Aug 2012 21:04
Last Modified:07 Sep 2012 19:41

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