An Application of Machine Learning for Plasma Current Quench Studies via Synthetic Data Generation

The geometric mean?

(2020) Richard M. Vogel   COMMUNICATIONS IN STATISTICS-THEORY AND METHODS

Deep convolutional neural networks for multi-scale time-series classification and application to tokamak disruption prediction using raw, high temporal resolution diagnostic data

(2020) R. M. Churchill et al.   PHYSICS OF PLASMAS

Characterization of the plasma current quench during disruptions in ADITYA tokamak

(2020) Shishir Purohit et al.   NUCLEAR FUSION

Overview of Operation and Experiments in the ADITYA – U Tokamak

(2019) R L Tanna et al.   NUCLEAR FUSION

Predicting disruptive instabilities in controlled fusion plasmas through deep learning

(2019) Julian Kates-Harbeck et al.   NATURE

Exploratory Machine Learning Studies for Disruption Prediction Using Large Databases on DIII-D

(2018) Cristina Rea et al.   FUSION SCIENCE AND TECHNOLOGY

Full suppression of runaway electron generation by the mode penetration of resonant magnetic perturbations during disruptions on J-TEXT

(2018) Z F Lin et al.   PLASMA PHYSICS AND CONTROLLED FUSION

Prediction of density limit disruptions on the J-TEXT tokamak

(2016) S Y Wang et al.   PLASMA PHYSICS AND CONTROLLED FUSION

Faster and more accurate classification of time series by exploiting a novel dynamic time warping averaging algorithm

(2015) François Petitjean et al.   KNOWLEDGE AND INFORMATION SYSTEMS

Characteristics of current quenches during disruptions in the J-TEXT tokamak

(2012) Y Zhang et al.   PHYSICA SCRIPTA

Theory of tokamak disruptions

(2012) Allen H. Boozer   PHYSICS OF PLASMAS

Understanding disruptions in tokamaks

(2012) Leonid E. Zakharov et al.   PHYSICS OF PLASMAS

An empirical evaluation of easily implemented, nonparametric methods for generating synthetic datasets

(2011) Jörg Drechsler et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Study of current decay time during disruption in JT-60U tokamak

(2010) Y. Shibata et al.   NUCLEAR FUSION

Characterization of the plasma current quench during disruptions in the National Spherical Torus Experiment

(2009) S.P. Gerhardt et al.   NUCLEAR FUSION