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1. PF-PINNs PF-PINNs Public

   PF-PINNs: physics-informed neural networks framework for solving coupled Allen-Cahn and Cahn-Hilliard phase field equations

   Python 33 6

2. irr-pinns irr-pinns Public

   PINNs with irreversible constraints.

   Python 16 1

3. PF-PINO PF-PINO Public

   A PINO model to solve parametric phase-field problems.

   Python 3

4. PI-CViT PI-CViT Public

   Physics-Informed Continuous Vision Transformer for Solving Parametric PDEs

   Python 4 1

5. sharp-pinns sharp-pinns Public

   Staggered HARd-constrained Physics-Informed Neural Networks for Phase-field modelling of corrosion

   Python 16 5

6. wind-simulation-GPU wind-simulation-GPU Public

   A high-performance, fully parallelized computational framework for stationary and non-stationary stochastic wind field simulation

   Python 10 3