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

Towards an automatic filament detector with a Faster R-CNN on MAST-U

(2019) B. Cannas et al.   FUSION ENGINEERING AND DESIGN

Predicting disruptive instabilities in controlled fusion plasmas through deep learning

(2019) Julian Kates-Harbeck et al.   NATURE

Overview of KSTAR research progress and future plans toward ITER and K-DEMO

(2019) Hyeon K Park et al.   NUCLEAR FUSION

Full-Pulse Tomographic Reconstruction with Deep Neural Networks

(2018) Diogo R. Ferreira et al.   FUSION SCIENCE AND TECHNOLOGY

Reconstruction of magnetic configurations in W7-X using artificial neural networks

(2018) Daniel Böckenhoff et al.   NUCLEAR FUSION

Real-time-capable prediction of temperature and density profiles in a tokamak using RAPTOR and a first-principle-based transport model

(2018) F. Felici et al.   NUCLEAR FUSION

3D field phase-space control in tokamak plasmas

(2018) Jong-Kyu Park et al.   Nature Physics

Imputation of faulty magnetic sensors with coupled Bayesian and Gaussian processes to reconstruct the magnetic equilibrium in real time

(2018) Semin Joung et al.   REVIEW OF SCIENTIFIC INSTRUMENTS

Deep learning for plasma tomography using the bolometer system at JET

(2017) Francisco A. Matos et al.   FUSION ENGINEERING AND DESIGN

Self-consistent core-pedestal transport simulations with neural network accelerated models

(2017) O. Meneghini et al.   NUCLEAR FUSION

Implementation of GPU parallel equilibrium reconstruction for plasma control in EAST

(2016) Yao Huang et al.   FUSION ENGINEERING AND DESIGN

Comparison of H-mode plasmas in JET-ILW and JET-C with and without nitrogen seeding

(2016) A.E. Jaervinen et al.   NUCLEAR FUSION

Artificial Neural Networks for Data Analysis of Magnetic Measurements on East

(2015) Bo Wang et al.   JOURNAL OF FUSION ENERGY

Divertor studies in nitrogen induced completely detached H-modes in full tungsten ASDEX Upgrade

(2015) F. Reimold et al.   NUCLEAR FUSION

Real-time capable first principle based modelling of tokamak turbulent transport

(2015) J. Citrin et al.   NUCLEAR FUSION

Modeling of transport phenomena in tokamak plasmas with neural networks

(2014) O. Meneghini et al.   PHYSICS OF PLASMAS

An alternative approach to the determination of scaling law expressions for the L–H transition in Tokamaks utilizing classification tools instead of regression

(2014) P Gaudio et al.   PLASMA PHYSICS AND CONTROLLED FUSION

Tokamak equilibria with strong toroidal current density reversal

(2013) G.O. Ludwig et al.   NUCLEAR FUSION

On the identification of instabilities with neural networks on JET

(2013) A. Murari et al.   NUCLEAR INSTRUMENTS & METHODS IN PHYSICS RESEARCH SECTION A-ACCELERATORS SPECTROMETERS DETECTORS AND ASSOCIATED EQUIPMENT

Electron temperature profile reconstructions from multi-energy SXR measurements using neural networks

(2013) D J Clayton et al.   PLASMA PHYSICS AND CONTROLLED FUSION

Exploratory Data Analysis Techniques to Determine the Dimensionality of Complex Nonlinear Phenomena: The L-to-H Transition at JET as a Case Study

(2012) Andrea Murari et al.   IEEE TRANSACTIONS ON PLASMA SCIENCE

Bayesian inference in physics

(2011) Udo von Toussaint   REVIEWS OF MODERN PHYSICS

An adaptive real-time disruption predictor for ASDEX Upgrade

(2010) B. Cannas et al.   NUCLEAR FUSION

Validation of the ITER-relevant passive-active-multijunction LHCD launcher on long pulses in Tore Supra

(2010) A. Ekedahl et al.   NUCLEAR FUSION

Machine learning for the identification of scaling laws and dynamical systems directly from data in fusion

(2010) A. Murari et al.   NUCLEAR INSTRUMENTS & METHODS IN PHYSICS RESEARCH SECTION A-ACCELERATORS SPECTROMETERS DETECTORS AND ASSOCIATED EQUIPMENT

Equilibrium Reconstruction in EAST Tokamak

(2009) Qian Jinping et al.   PLASMA SCIENCE & TECHNOLOGY

Scope of validity of PSNR in image/video quality assessment

(2008) Q. Huynh-Thu et al.   ELECTRONICS LETTERS

Performance test of the integrator system for magnetic diagnostics in KSTAR

(2008) E. M. Ka et al.   REVIEW OF SCIENTIFIC INSTRUMENTS

Magnetic diagnostics for the first plasma operation in Korea Superconducting Tokamak Advanced Research

(2008) S. G. Lee et al.   REVIEW OF SCIENTIFIC INSTRUMENTS