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physics.plasm-ph2024
EuroPED-NN: Uncertainty aware surrogate model
A. Panera Alvarez, A. Ho, A. Jarvinen +4
This work successfully generates an uncertainty-aware surrogate model of the EuroPED plasma pedestal model using the Bayesian neural network with noise contrastive prior (BNN-NCP)…
physics.plasm-ph2023
SOLPS-ITER simulation of an X-point radiator in TCV
G. Sun, O. Pan, M. Bernert +7
SOLPS-ITER simulation is performed to reproduce the X-point radiator recently observed in nitrogen-seeded TCV experiments, which is a scenario that may be favorable to solve the po…
physics.plasm-ph2023
On learning latent dynamics of the AUG plasma state
A. Kit, A. E. Järvinen, Y. R. J. Poels +5
In this work, we demonstrate the utility of state representation learning applied to modeling the time evolution of electron density and temperature profiles at ASDEX-Upgrade (AUG)…