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1. Gabor-Enhanced-PINN Gabor-Enhanced-PINN Public

   Gabor-Enhanced Physics-Informed Neural Networks (PINNs) for Fast Simulations of Acoustic Wavefields. This repository contains the implementation of **Gabor-Enhanced Physics-Informed Neural Networks…

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2. least-squares-embedded-optimization-for-scattered-wavefield-simulation least-squares-embedded-optimization-for-scattered-wavefield-simulation Public

   Physics-Informed Neural Network for solving the 2D Scattered Helmholtz equation using least-squares embedded optimization.

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3. Ensemble-Deep-Learning-for-Seismic-Data-Reconstruction Ensemble-Deep-Learning-for-Seismic-Data-Reconstruction Public

   This repository implements ensemble deep learning for seismic data reconstruction using two branches of U-Net with data transformation modules.

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4. Solving-simple-damped-oscillation-ODE-with-PINN Solving-simple-damped-oscillation-ODE-with-PINN Public

   Here, we explore the utilization of a simple parametric Physics Informed Neural Network (PINN) in TensorFlow to solve the damped harmonic oscillator problem. The code is provided without warranties…

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5. semi-blind-trace-deep-learning semi-blind-trace-deep-learning Public

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6. Green-Integral-Neural-Solver-for-the-Helmholtz-Equation Green-Integral-Neural-Solver-for-the-Helmholtz-Equation Public

   A Green-Integral (GI) neural solver for the acoustic Helmholtz equation. This repository provides training code pre-trained models to simulate highly oscillatory scattered wavefields, inherently sa…

   Python