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experiments_results_and_plots
experiments_results_and_plots
 
 
.gitignore
.gitignore
 
 
LICENSE
LICENSE
 
 
PINN_method_for_1D_Burgers'_equation_forward_problem.ipynb
PINN_method_for_1D_Burgers'_equation_forward_problem.ipynb
 
 
PINN_method_for_1D_Burgers'_equation_inverse_problem_plus_experiments_framework.ipynb
PINN_method_for_1D_Burgers'_equation_inverse_problem_plus_experiments_framework.ipynb
 
 
PINN_method_for_2D_wave_propagation_forward_problem_plus_experiments_framework.ipynb
PINN_method_for_2D_wave_propagation_forward_problem_plus_experiments_framework.ipynb
 
 
README.md
README.md
 
 
physicsInformedNeuralNetworks.py
physicsInformedNeuralNetworks.py
 
 
utilityFunctions.py
utilityFunctions.py
 
 

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PINNs

Physics informed neural networks implementation built using PyTorch

Contains networks to solve:

  • 1D Burgers' equation forward and inverse problem
  • 2D wave propagation forward problem

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Physics informed neural networks

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