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    Efficient Data-Driven Modeling of Nonlinear Dynamical Systems via Metalearning 

    Source: Journal of Engineering Mechanics:;2023:;Volume ( 149 ):;issue: 003:;page 04023008-1
    Author(s): Shanwu Li; Yongchao Yang
    Publisher: American Society of Civil Engineers
    Abstract: Data-driven modeling of nonlinear dynamical systems is essential because of the need for a trade-off among complexity, efficiency, and reliability in analytical or numerical studies as well as the difficulty of deriving ...
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    Data-Driven Modeling of Parameterized Nonlinear Dynamical Systems with a Dynamics-Embedded Conditional Generative Adversarial Network 

    Source: Journal of Engineering Mechanics:;2023:;Volume ( 149 ):;issue: 011:;page 04023094-1
    Author(s): A. Rostamijavanani; Shanwu Li; Yongchao Yang
    Publisher: ASCE
    Abstract: Nonlinear dynamical systems in applications such as design and control generally depend on a set of variable parameters that represent system geometry, boundary conditions, material properties, etc. Modeling of such ...
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