Machine learning control for disruption and tearing mode avoidance

Predicting disruptive instabilities in controlled fusion plasmas through deep learning

(2019) Julian Kates-Harbeck et al.   NATURE

Real-Time Implementation in JET of the SPAD Disruption Predictor Using MARTe

(2018) S. Esquembri et al.   IEEE TRANSACTIONS ON NUCLEAR SCIENCE

Implementing a finite-state off-normal and fault response system for disruption avoidance in tokamaks

(2018) N.W. Eidietis et al.   NUCLEAR FUSION

Disruption prediction investigations using Machine Learning tools on DIII-D and Alcator C-Mod

(2018) C Rea et al.   PLASMA PHYSICS AND CONTROLLED FUSION

Multi-machine analysis of termination scenarios with comparison to simulations of controlled shutdown of ITER discharges

(2017) P.C. de Vries et al.   NUCLEAR FUSION

A reduced resistive wall mode kinetic stability model for disruption forecasting

(2017) J. W. Berkery et al.   PHYSICS OF PLASMAS

Requirements for Triggering the ITER Disruption Mitigation System

(2016) P. C. de Vries et al.   FUSION SCIENCE AND TECHNOLOGY

Disruptions in ITER and strategies for their control and mitigation

(2015) M. Lehnen et al.   JOURNAL OF NUCLEAR MATERIALS

Integrated modeling applications for tokamak experiments with OMFIT

(2015) O. Meneghini et al.   NUCLEAR FUSION

Adaptive high learning rate probabilistic disruption predictors from scratch for the next generation of tokamaks

(2014) J. Vega et al.   NUCLEAR FUSION

Results of the JET real-time disruption predictor in the ITER-like wall campaigns

(2013) Jesús Vega et al.   FUSION ENGINEERING AND DESIGN

Detection of disruptions in the high-βspherical torus NSTX

(2013) S.P. Gerhardt et al.   NUCLEAR FUSION

Optimized tokamak power exhaust with double radiative feedback in ASDEX Upgrade

(2012) A. Kallenbach et al.   NUCLEAR FUSION

Theory of tokamak disruptions

(2012) Allen H. Boozer   PHYSICS OF PLASMAS

Prediction of disruptions on ASDEX Upgrade using discriminant analysis

(2011) Y. Zhang et al.   NUCLEAR FUSION

Survey of disruption causes at JET

(2011) P.C. de Vries et al.   NUCLEAR FUSION

An advanced disruption predictor for JET tested in a simulated real-time environment

(2010) G.A. Rattá et al.   NUCLEAR FUSION

Experimental simulation of ITER rampdown in DIII-D

(2010) P.A. Politzer et al.   NUCLEAR FUSION

Unbiased and non-supervised learning methods for disruption prediction at JET

(2009) A. Murari et al.   NUCLEAR FUSION

Disruption Avoidance in the Frascati Tokamak Upgrade by Means of Magnetohydrodynamic Mode Stabilization Using Electron-Cyclotron-Resonance Heating

(2008) B. Esposito et al.   PHYSICAL REVIEW LETTERS