Dataset and Model Weights for Plasma Sheet Model Graph Network Simulator
Introduced by Carvalho et al. in Learning the dynamics of a one-dimensional plasma model with graph neural networks
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.
Papers
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