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    Efficient Global Surrogate Modeling for Reliability Based Design Optimization

    Source: Journal of Mechanical Design:;2013:;volume( 135 ):;issue: 001::page 11009
    Author:
    Bichon, Barron J.
    ,
    Eldred, Michael S.
    ,
    Mahadevan, Sankaran
    ,
    McFarland, John M.
    DOI: 10.1115/1.4022999
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: Determining the optimal (lightest, least expensive, etc.) design for an engineered component or system that meets or exceeds a specified level of reliability is a problem of obvious interest across a wide spectrum of engineering fields. Various formulations and methods for solving this reliabilitybased design optimization problem have been proposed, but they typically involve accepting a tradeoff between accuracy and efficiency in the reliability analysis. This paper investigates the use of the efficient global optimization and efficient global reliability analysis methods to construct surrogate models at both the design optimization and reliability analysis levels to create methods that are more efficient than existing methods without sacrificing accuracy. Several formulations are proposed and compared through a series of test problems.
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      Efficient Global Surrogate Modeling for Reliability Based Design Optimization

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    https://yetl.yabesh.ir/yetl1/handle/yetl/152462
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    contributor authorBichon, Barron J.
    contributor authorEldred, Michael S.
    contributor authorMahadevan, Sankaran
    contributor authorMcFarland, John M.
    date accessioned2017-05-09T01:00:46Z
    date available2017-05-09T01:00:46Z
    date issued2013
    identifier issn1050-0472
    identifier othermd_135_1_011009.pdf
    identifier urihttp://yetl.yabesh.ir/yetl/handle/yetl/152462
    description abstractDetermining the optimal (lightest, least expensive, etc.) design for an engineered component or system that meets or exceeds a specified level of reliability is a problem of obvious interest across a wide spectrum of engineering fields. Various formulations and methods for solving this reliabilitybased design optimization problem have been proposed, but they typically involve accepting a tradeoff between accuracy and efficiency in the reliability analysis. This paper investigates the use of the efficient global optimization and efficient global reliability analysis methods to construct surrogate models at both the design optimization and reliability analysis levels to create methods that are more efficient than existing methods without sacrificing accuracy. Several formulations are proposed and compared through a series of test problems.
    publisherThe American Society of Mechanical Engineers (ASME)
    titleEfficient Global Surrogate Modeling for Reliability Based Design Optimization
    typeJournal Paper
    journal volume135
    journal issue1
    journal titleJournal of Mechanical Design
    identifier doi10.1115/1.4022999
    journal fristpage11009
    journal lastpage11009
    identifier eissn1528-9001
    treeJournal of Mechanical Design:;2013:;volume( 135 ):;issue: 001
    contenttypeFulltext
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