This repository contains a collection of notebooks that demonstrate various deep learning approaches to modeling the wave equation. The following notebooks are included:
- Simple Function Approximation with PyTorch
- Approximation of the 1-D Wave Equation With Neural Networks Using PyTorch
- Approximation of the 1-D Wave Equation with Physics-Informed Neural Networks (PINNs) Using PyTorch
- NNs-Based 1D Acoustic Wave Simulation with a Source Term
- PINNs-Based 1D Acoustic Wave Simulation with a Source Term