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    Reliability Analysis of Single-Degree-of-Freedom Elastoplastic Systems. I: Critical Excitations

    Source: Journal of Engineering Mechanics:;2007:;Volume ( 133 ):;issue: 010
    Author:
    Siu-Kui Au
    ,
    Heung-Fai Lam
    ,
    Ching-Tai Ng
    DOI: 10.1061/(ASCE)0733-9399(2007)133:10(1072)
    Publisher: American Society of Civil Engineers
    Abstract: This paper investigates the application of importance sampling method to estimating the first passage probability of single-degree-of-freedom elastoplastic systems subjected to white noise excitations. The importance sampling density is constructed using a conventional choice as a weighted sum of Gaussian distributions centered among design points. It is well known that the design points, or equivalently the critical excitations in the function space, are difficult to obtain for nonlinear hysteretic systems. An efficient method has been developed recently for finding the critical excitations, on which this paper is based. Characteristics of the critical excitation for elastoplastic systems are explored and the efficiency of the resulting importance sampling strategy is critically assessed. It is found that some efficiency is gained by importance sampling over direct Monte Carlo method but to a lesser extent compared to its linear-elastic counterparts. The cause of this drop in efficiency will be investigated. The study calls for revisiting a basic assumption of importance sampling densities constructed using design points, where they are expected to generate samples lying frequently in the failure region, but in reality their capability should not be taken for granted. A companion paper investigates the approximation of the critical excitation that allows its simple determination.
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      Reliability Analysis of Single-Degree-of-Freedom Elastoplastic Systems. I: Critical Excitations

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    http://yetl.yabesh.ir/yetl1/handle/yetl/86336
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    contributor authorSiu-Kui Au
    contributor authorHeung-Fai Lam
    contributor authorChing-Tai Ng
    date accessioned2017-05-08T22:41:02Z
    date available2017-05-08T22:41:02Z
    date copyrightOctober 2007
    date issued2007
    identifier other%28asce%290733-9399%282007%29133%3A10%281072%29.pdf
    identifier urihttp://yetl.yabesh.ir/yetl/handle/yetl/86336
    description abstractThis paper investigates the application of importance sampling method to estimating the first passage probability of single-degree-of-freedom elastoplastic systems subjected to white noise excitations. The importance sampling density is constructed using a conventional choice as a weighted sum of Gaussian distributions centered among design points. It is well known that the design points, or equivalently the critical excitations in the function space, are difficult to obtain for nonlinear hysteretic systems. An efficient method has been developed recently for finding the critical excitations, on which this paper is based. Characteristics of the critical excitation for elastoplastic systems are explored and the efficiency of the resulting importance sampling strategy is critically assessed. It is found that some efficiency is gained by importance sampling over direct Monte Carlo method but to a lesser extent compared to its linear-elastic counterparts. The cause of this drop in efficiency will be investigated. The study calls for revisiting a basic assumption of importance sampling densities constructed using design points, where they are expected to generate samples lying frequently in the failure region, but in reality their capability should not be taken for granted. A companion paper investigates the approximation of the critical excitation that allows its simple determination.
    publisherAmerican Society of Civil Engineers
    titleReliability Analysis of Single-Degree-of-Freedom Elastoplastic Systems. I: Critical Excitations
    typeJournal Paper
    journal volume133
    journal issue10
    journal titleJournal of Engineering Mechanics
    identifier doi10.1061/(ASCE)0733-9399(2007)133:10(1072)
    treeJournal of Engineering Mechanics:;2007:;Volume ( 133 ):;issue: 010
    contenttypeFulltext
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