Grad--Shafranov
PulseAugur coverage of Grad--Shafranov — every cluster mentioning Grad--Shafranov across labs, papers, and developer communities, ranked by signal.
-
Neural networks enable real-time plasma control in fusion reactors
Researchers have developed neural network emulators to create real-time virtual circuits for controlling plasma shape in tokamak fusion reactors. This approach uses a vast dataset of simulated plasma equilibria to train…
-
Neural operator framework accelerates fusion equilibrium reconstruction
Researchers have developed a novel neural operator framework to accelerate the real-time reconstruction of magnetohydrodynamic equilibria in fusion devices. This approach recasts equilibrium reconstruction as a cross-de…
-
Neural networks enable real-time plasma control circuits
Researchers have developed neural network emulators to generate virtual circuits for real-time plasma shape control in tokamak devices. This approach uses a large dataset of simulated equilibria to train emulators that …