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Data Compression of Structural Seismic Responses via Principled Independent Component Analysis
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) ...
Dynamic Imaging: Real-Time Detection of Local Structural Damage with Blind Separation of Low-Rank Background and Sparse Innovation
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 ...
Dynamic Imaging: Real-Time Detection of Local Structural Damage with Blind Separation of Low-Rank Background and Sparse Innovation
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 ...
Efficient Data-Driven Modeling of Nonlinear Dynamical Systems via Metalearning
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 ...
Data-Driven Modeling of Parameterized Nonlinear Dynamical Systems with a Dynamics-Embedded Conditional Generative Adversarial Network
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 ...
Real-Time Output-Only Identification of Time-Varying Cable Tension from Accelerations via Complexity Pursuit
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 ...
Real-Time Output-Only Identification of Time-Varying Cable Tension from Accelerations via Complexity Pursuit
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 ...