Recent advances on machine learning for computational fluid dynamics: A survey

H Wang, Y Cao, Z Huang, Y Liu, P Hu, X Luo… - arXiv preprint arXiv …, 2024 - arxiv.org
This paper explores the recent advancements in enhancing Computational Fluid Dynamics
(CFD) tasks through Machine Learning (ML) techniques. We begin by introducing …

Effect of energetic ions on edge-localized modes in tokamak plasmas

J Dominguez-Palacios, S Futatani, M Garcia-Munoz… - Nature Physics, 2025 - nature.com
The most efficient and promising operational regime for the International Thermonuclear
Experimental Reactor tokamak is the high-confinement mode. In this regime, however …

Adapted Swin Transformer-based real-time plasma shape detection and control in HL-3

Q Dong, Z Chen, R Li, Z Yang, F Gao, Y Chen… - Nuclear …, 2025 - iopscience.iop.org
In the field of magnetic confinement plasma control, the accurate feedback of plasma
position and shape primarily relies on calculations derived from magnetic measurements …

Classification of the L-, H-mode, and plasma-free state: Convolutional neural networks and variational autoencoders on the edge reflectometer for KSTAR

B Kim, SH Seo, DK Oh, YS Na - Review of Scientific Instruments, 2024 - pubs.aip.org
Classifying and monitoring the L-, H-mode, and plasma-free state are essential for the stable
operational control of tokamaks. Edge reflectometry measures plasma density profiles, but …

Effect of parallel flow on resonant layer responses in high beta plasmas

Y Lee, JK Park, YS Na - Nuclear Fusion, 2024 - iopscience.iop.org
Resonant layers in a tokamak respond to non-axisymmetric magnetic perturbations by
amplifying the mode amplitude and balancing the plasma rotation through magnetic …

Modelling of the electron cyclotron emission burst from a laboratory tokamak plasma with loss-cone maser instability

G Yu, G Kramer, Y Zhu, M Austin, S Denk… - Journal of Plasma …, 2024 - cambridge.org
The maser instability associated with the loss-cone distribution has been widely invoked to
explain the radio bursts observed in the astrophysical plasma environment, such as aurora …

Coupling of Geodesic Acoustic Modes and Resonant Magnetic Perturbations in Fusion Plasmas

J Li, Z Lu, J Xu, Z Lin, X Lin, J Luo, Y Liu, CJ Xiao… - 2025 - researchsquare.com
An analysis of the statistical spectral characteristics of resonant magnetic perturbations
(RMPs), geodesic acoustic modes (GAMs), and their nonlinear coupling with ambient …

Discovering hidden physics using ML-based multimodal super-resolution measurement and its application to fusion plasmas

A Jalalvand, SK Kim, J Seo, Q Hu, M Curie, P Steiner… - 2024 - researchsquare.com
A non-linear complex system governed by multi-spatial and multi-temporal physics scales
cannot be fully understood with a single diagnostic, as each provides only a partial view and …

Laser Ignition Breakthrough—and More Startups—Brighten Outlook for Nuclear Fusion

M Leslie - Engineering, 2024 - engineering.org.cn
In February 2024, 192 lasers at the National Ignition Facility (NIF) in Livermore, CA, USA,
began pouring 2.2 MJ of energy into a gold container smaller than the tip of a person's little …

[PDF][PDF] A DSM-Approach towards Synthesised Supervisory Control in Nuclear Fusion

CPA Aben, MR de Baar, MA Reniers, M Lazar - research.tue.nl
A magnetised nuclear fusion plasma is a complex, strongly-coupled system, consisting of
actuators and sensors, continuous plasma processes and discrete plasma states. A Plasma …