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New signal processing methods and information technologies for the real time control of JET reactor relevant plasmas

Articolo
Data di Pubblicazione:
2011
Abstract:
A general trend in the experimental programmes of present day Tokamaks, and of JET in particular, is the constant increase in the number of parameters to be controlled in real time, to satisfy the machine protection requirements on the one hand and to improve performance on the other. Since the amount of data collected is also increasing at least at a rate compatible with the Moore law, significant developments are required in the field of real time algorithms particularly for magnetic reconstructions, disruption prediction and image processing. A new real time equilibrium code called EQUINOX, using internal and external measurements of the magnetic fields, has been qualified on JET. It can provide reconstructed accurate equilibria about every 50 ms on a 2 GHz PC. An advanced disruption predictor, based on machine learning tools, has been deployed using inputs selected with a genetic algorithm. Its success rate remains of the order of 94% for up to 170 ms before the occurrence of the disruption. Nonextensive entropies, which are more sensitive to long range correlations, seem to be useful in detecting vibrations in the videos of JET cameras, both visible and infrared.
Tipologia CRIS:
01.01 Articolo in rivista
Keywords:
Real time equilibrium reconstruction; Genetic Algorithms; SVM; Nonextensive entropy
Elenco autori:
Murari, Andrea
Autori di Ateneo:
MURARI ANDREA
Link alla scheda completa:
https://iris.cnr.it/handle/20.500.14243/41589
Pubblicato in:
FUSION ENGINEERING AND DESIGN
Journal
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URL

http://www.sciencedirect.com/science/article/pii/S092037961000606X
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