Deep neural network Grad-Shafranov solver constrained with measured magnetic signals

7 November 2019

Papers citing "Deep neural network Grad-Shafranov solver constrained with measured magnetic signals"

6 / 6 papers shown

Title
Evaluation and Verification of Physics-Informed Neural Models of the Grad-Shafranov Equation Fauzan Nazranda Rizqan Matthew Hole Charles Gretton 43 0 0 29 Apr 2025
Grad-Shafranov equilibria via data-free physics informed neural networks Byoungchan Jang A. Kaptanoglu Rahul Gaur Shaw Pan Matt Landreman W. Dorland PINN 27 2 0 22 Nov 2023
A machine-learning-based tool for last closed-flux surface reconstruction on tokamaks Chenguang Wan Zhi Yu A. Pau Xiaojuan Liu Jiangang Li 9 14 0 12 Jul 2022
Neural net modeling of equilibria in NSTX-U J. Wai M. Boyer E. Kolemen 17 12 0 28 Feb 2022
Machine-Learning enabled analysis of ELM filament dynamics in KSTAR Cooper Jacobus Minjun J. Choi R. Kube 11 2 0 20 Jan 2022
Experiment data-driven modeling of tokamak discharge in EAST Chenguang Wan Jian-gang Li Zhi Yu Xiaojuan Liu 16 16 0 21 Jul 2020