Elm regime classification by conformal prediction on an information manifold
A Shabbir, G Verdoolaege, J Vega… - IEEE Transactions on …, 2015 - ieeexplore.ieee.org
Characterization and control of plasma instabilities known as edge-localized modes (ELMs)
is crucial for the operation of fusion reactors. Recently, machine learning methods have …
is crucial for the operation of fusion reactors. Recently, machine learning methods have …
A classification scheme for edge-localized modes based on their probability distributions
A Shabbir, G Hornung, G Verdoolaege… - Review of Scientific …, 2016 - pubs.aip.org
We present here an automated classification scheme which is particularly well suited to
scenarios where the parameters have significant uncertainties or are stochastic quantities …
scenarios where the parameters have significant uncertainties or are stochastic quantities …
Resonant-like behaviour during edge-localised mode cycles in the Joint European Torus
A unique sequence of 120 almost identical plasmas in the Joint European Torus (JET)
recently provided two orders of magnitude more statistically equivalent data than ever …
recently provided two orders of magnitude more statistically equivalent data than ever …
Correlation analysis for energy losses, waiting times and durations of type I edge-localized modes in the Joint European Torus
A Shabbir, G Verdoolaege, G Hornung… - Nuclear …, 2017 - iopscience.iop.org
Several important ELM control techniques are in large part motivated by the empirically
observed inverse relationship between average ELM energy loss and ELM frequency in a …
observed inverse relationship between average ELM energy loss and ELM frequency in a …
Classification of ELM types in Joint European Torus based on global plasma parameters using discriminant analysis
A Shabbir, G Hornung, JM Noterdaeme… - Fusion engineering and …, 2017 - Elsevier
In this work, discriminant analysis is used as the main approach for building a physics based
automated classifier for the discrimination of the edge-localized mode (ELM) plasma …
automated classifier for the discrimination of the edge-localized mode (ELM) plasma …
[图书][B] Pattern recognition in spaces of probability distributions for the analysis of edge-localized modes in tokamak plasmas
A Shabbir - 2016 - biblio.ugent.be
The continual rise in global energy demand, geopolitical instability and heightened
concerns for climate change are unanimously pressing for clean, safe and sustainable …
concerns for climate change are unanimously pressing for clean, safe and sustainable …