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    Neumann Expansion for Stochastic Finite Element Analysis

    Source: Journal of Engineering Mechanics:;1988:;Volume ( 114 ):;issue: 008
    Author:
    Fumio Yamazaki
    ,
    Associate Member
    ,
    Masanobu Shinozuka
    ,
    Gautam Dasgupta
    DOI: 10.1061/(ASCE)0733-9399(1988)114:8(1335)
    Publisher: American Society of Civil Engineers
    Abstract: With the aid of the finite element method, the present paper deals with the problem of structural response variability resulting from the spatial variability of material properties of structures, when they are subjected to static loads of a deterministic nature. The spatial variabilities are modeled as two‐dimensional stochastic fields. The finite element discretization is performed in such a way that the size of each element is sufficiently small. Then, the present paper takes advantage of the Neumann expansion technique in deriving the finite element solution for the response variability within the framework of the Monte Carlo method. The Neumann expansion technique permits more detailed comparison between the perturbation and Monte Carlo solutions for accuracy, convergence, and computational efficiency. The result from such a Monte Carlo method is also compared with that based on the commonly used perturbation method. The comparison shows that the validity of the perturbation method is limited to the cases where the material property variation has a relatively small coefficient of variation, particularly when Young's modulus itself is assumed to form a stochastic field.
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      Neumann Expansion for Stochastic Finite Element Analysis

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    contributor authorFumio Yamazaki
    contributor authorAssociate Member
    contributor authorMasanobu Shinozuka
    contributor authorGautam Dasgupta
    date accessioned2017-05-08T22:21:38Z
    date available2017-05-08T22:21:38Z
    date copyrightAugust 1988
    date issued1988
    identifier other%28asce%290733-9399%281988%29114%3A8%281335%29.pdf
    identifier urihttp://yetl.yabesh.ir/yetl/handle/yetl/78653
    description abstractWith the aid of the finite element method, the present paper deals with the problem of structural response variability resulting from the spatial variability of material properties of structures, when they are subjected to static loads of a deterministic nature. The spatial variabilities are modeled as two‐dimensional stochastic fields. The finite element discretization is performed in such a way that the size of each element is sufficiently small. Then, the present paper takes advantage of the Neumann expansion technique in deriving the finite element solution for the response variability within the framework of the Monte Carlo method. The Neumann expansion technique permits more detailed comparison between the perturbation and Monte Carlo solutions for accuracy, convergence, and computational efficiency. The result from such a Monte Carlo method is also compared with that based on the commonly used perturbation method. The comparison shows that the validity of the perturbation method is limited to the cases where the material property variation has a relatively small coefficient of variation, particularly when Young's modulus itself is assumed to form a stochastic field.
    publisherAmerican Society of Civil Engineers
    titleNeumann Expansion for Stochastic Finite Element Analysis
    typeJournal Paper
    journal volume114
    journal issue8
    journal titleJournal of Engineering Mechanics
    identifier doi10.1061/(ASCE)0733-9399(1988)114:8(1335)
    treeJournal of Engineering Mechanics:;1988:;Volume ( 114 ):;issue: 008
    contenttypeFulltext
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