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    Metamodeling through Deep Learning of High-Dimensional Dynamic Nonlinear Systems Driven by General Stochastic Excitation 

    Source: Journal of Structural Engineering:;2022:;Volume ( 148 ):;issue: 011:;page 04022186
    Author(s): Bowei Li; Seymour M. J. Spence
    Publisher: ASCE
    Abstract: Modern performance evaluation and design procedures for structural systems against severe natural hazards generally require the propagation of uncertainty through the repeated evaluation of high-dimensional nonlinear dynamic ...
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    Response Estimation of Multi-Degree-of-Freedom Nonlinear Stochastic Structural Systems through Metamodeling 

    Source: Journal of Engineering Mechanics:;2021:;Volume ( 147 ):;issue: 011:;page 04021082-1
    Author(s): Bowei Li; Wei-Chu Chuang; Seymour M. J. Spence
    Publisher: ASCE
    Abstract: The ever-growing reliance on probabilistic performance-based frameworks in assessing and designing structural systems is creating a need for efficient tools for propagating uncertainty through general nonlinear and dynamic ...
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