Dataset and Model Weights for Plasma Sheet Model Graph Network Simulator

Simulation data and pre-trained Graph Neural Network (GNN) models produced in [1].

Two *.zip files are provided:

data.zip - contains the datasets of train/test simulations produced using the Sheet Model algorithm [1, 2] models.zip - contains the GNN model weights (.pkl) + relevant training information and model parameters (.yml and *.txt)

Source Code

The source code used to produce the data, train, and test the models can be found at: https://github.com/diogodcarvalho/gns-sheet-model

References

[1] D. D. Carvalho, D. R. Ferreira, L. O. Silva, "Learning the dynamics of a one-dimensional plasma model with graph neural networks", arXiv:2310.17646 (2023)

[2] J. Dawson, "One‐Dimensional Plasma Model", The Physics of Fluids 5.4 (1962): 445-459.