Modelling time-dependent temperatures of EV batteries by Physics-informed Neural Networks

This repository contains the code used in the research project on "Modelling time-dependent temperatures of EV batteries by Physics-informed Neural Networks".

How to run

1. Either simply run the jupyter notebook of the corresponding model to train it from scratch
2. OR use the following command to load already pre-trained models found in 'models' folder for each model:

model.load_state_dict(torch.load(PATH))

INN models use FrEIA framework that can be found here:

https://github.com/VLL-HD/FrEIA.git

PINN models use PINN framework that can be found here:

https://github.com/ComputationalRadiationPhysics/NeuralSolvers.git