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    Epistemic Uncertainty Treatment in Seismically Induced Slope Displacements Using Polynomial Chaos

    Source: Journal of Geotechnical and Geoenvironmental Engineering:;2020:;Volume ( 146 ):;issue: 010
    Author:
    Jorge Macedo
    ,
    Maxime Lacour
    ,
    Norman Abrahamson
    DOI: 10.1061/(ASCE)GT.1943-5606.0002345
    Publisher: ASCE
    Abstract: Performance-based probabilistic approaches (PBPAs) for estimating seismically-induced slope displacements (D) provide hazard-consistent estimates through the evaluation of D hazard curves (DHCs), and hence, its use in practice is appealing. Importantly, the epistemic uncertainty to develop a DHC needs to be considered, which is typically done using a logic tree approach with discrete branches for the system properties and seismic displacement models (SDM). However, the few existing SDMs, do not allow one to accurately capture the full epistemic uncertainty range. This study uses the polynomial chaos (PC) theory to develop a computationally efficient framework for propagating the epistemic uncertainty in the median D, associated with alternative SDM models. PC expansions allow one to account for the epistemic uncertainty distribution in DHCs in a computationally efficient manner, which cannot be possible using the traditional logic tree approach. The necessary steps for the implementation of the proposed framework are discussed, and an illustrative example of its application in engineering practice is presented.
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      Epistemic Uncertainty Treatment in Seismically Induced Slope Displacements Using Polynomial Chaos

    URI
    http://yetl.yabesh.ir/yetl1/handle/yetl/4268948
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    • Journal of Geotechnical and Geoenvironmental Engineering

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    contributor authorJorge Macedo
    contributor authorMaxime Lacour
    contributor authorNorman Abrahamson
    date accessioned2022-01-30T21:51:08Z
    date available2022-01-30T21:51:08Z
    date issued10/1/2020 12:00:00 AM
    identifier other%28ASCE%29GT.1943-5606.0002345.pdf
    identifier urihttp://yetl.yabesh.ir/yetl1/handle/yetl/4268948
    description abstractPerformance-based probabilistic approaches (PBPAs) for estimating seismically-induced slope displacements (D) provide hazard-consistent estimates through the evaluation of D hazard curves (DHCs), and hence, its use in practice is appealing. Importantly, the epistemic uncertainty to develop a DHC needs to be considered, which is typically done using a logic tree approach with discrete branches for the system properties and seismic displacement models (SDM). However, the few existing SDMs, do not allow one to accurately capture the full epistemic uncertainty range. This study uses the polynomial chaos (PC) theory to develop a computationally efficient framework for propagating the epistemic uncertainty in the median D, associated with alternative SDM models. PC expansions allow one to account for the epistemic uncertainty distribution in DHCs in a computationally efficient manner, which cannot be possible using the traditional logic tree approach. The necessary steps for the implementation of the proposed framework are discussed, and an illustrative example of its application in engineering practice is presented.
    publisherASCE
    titleEpistemic Uncertainty Treatment in Seismically Induced Slope Displacements Using Polynomial Chaos
    typeJournal Paper
    journal volume146
    journal issue10
    journal titleJournal of Geotechnical and Geoenvironmental Engineering
    identifier doi10.1061/(ASCE)GT.1943-5606.0002345
    page11
    treeJournal of Geotechnical and Geoenvironmental Engineering:;2020:;Volume ( 146 ):;issue: 010
    contenttypeFulltext
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    DSpace software copyright © 2002-2015  DuraSpace
    نرم افزار کتابخانه دیجیتال "دی اسپیس" فارسی شده توسط یابش برای کتابخانه های ایرانی | تماس با یابش
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