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    Data Compression of Structural Seismic Responses via Principled Independent Component Analysis 

    Source: Journal of Structural Engineering:;2014:;Volume ( 140 ):;issue: 007
    Author(s): Yongchao Yang; Satish Nagarajaiah
    Publisher: American Society of Civil Engineers
    Abstract: This paper proposes a novel lossy data compression scheme for structural seismic responses based on principled (truncated) independent component analysis (PICA). It is first shown that independent component analysis (ICA) ...
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    Dynamic Imaging: Real-Time Detection of Local Structural Damage with Blind Separation of Low-Rank Background and Sparse Innovation 

    Source: Journal of Structural Engineering:;2016:;Volume ( 142 ):;issue: 002
    Author(s): Yongchao Yang; Satish Nagarajaiah
    Publisher: American Society of Civil Engineers
    Abstract: Real-time close-up imaging (filming or video surveillance) of structures is used to automate detection of local component-level damage by exploiting the spatiotemporal data structure of the multiple temporal frames of ...
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    Dynamic Imaging: Real-Time Detection of Local Structural Damage with Blind Separation of Low-Rank Background and Sparse Innovation 

    Source: Journal of Structural Engineering:;2016:;Volume ( 142 ):;issue: 002
    Author(s): Yongchao Yang; Satish Nagarajaiah
    Publisher: American Society of Civil Engineers
    Abstract: Real-time close-up imaging (filming or video surveillance) of structures is used to automate detection of local component-level damage by exploiting the spatiotemporal data structure of the multiple temporal frames of ...
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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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    Real-Time Output-Only Identification of Time-Varying Cable Tension from Accelerations via Complexity Pursuit 

    Source: Journal of Structural Engineering:;2016:;Volume ( 142 ):;issue: 001
    Author(s): Yongchao Yang; Shunlong Li; Satish Nagarajaiah; Hui Li; Peng Zhou
    Publisher: American Society of Civil Engineers
    Abstract: In-service cables of structures, such as those in cable-supported buildings and cable bridges (e.g., stay cables and suspenders), suffer from cumulative fatigue damage caused by dynamic loads (e.g., the cyclic traffic loads ...
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    Real-Time Output-Only Identification of Time-Varying Cable Tension from Accelerations via Complexity Pursuit 

    Source: Journal of Structural Engineering:;2016:;Volume ( 142 ):;issue: 001
    Author(s): Yongchao Yang; Shunlong Li; Satish Nagarajaiah; Hui Li; Peng Zhou
    Publisher: American Society of Civil Engineers
    Abstract: In-service cables of structures, such as those in cable-supported buildings and cable bridges (e.g., stay cables and suspenders), suffer from cumulative fatigue damage caused by dynamic loads (e.g., the cyclic ...
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