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Gaofeng Jia

Colorado State University, Fort Collins

Fort Collins, CO 80523

CO 80523

United States

SCHOLARLY PAPERS

2

DOWNLOADS

185

TOTAL CITATIONS

0

Scholarly Papers (2)

1.

Physics-Informed Neural Network for the Calculation of Complex Dispersion Relations of Periodic Structures

Number of pages: 34 Posted: 25 Nov 2024
Beijing Jiaotong University, Beijing Jiaotong University, Colorado State University, Fort Collins and Beijing Jiaotong University
Downloads 127 (569,079)

Abstract:

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Physics-informed neural networks, Periodic structures, Complex dispersion relations, Neural Tangent Kernel, Eigenfrequency bias

2.

Neural Differential Equations for Simulation and Response Estimation of Continuous Dynamical Systems: Solid and Fluid Mechanics

Number of pages: 51 Posted: 16 Oct 2025
Beijing Jiaotong University, Beijing Jiaotong University, Colorado State University, Fort Collins and Beijing Jiaotong University
Downloads 58 (980,173)

Abstract:

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Surrogate modeling, Neural differential equations, Adjoint method, Structural dynamics, Fluid Dynamics, Long-time prediction