The Self-Organizing Map is a computational method for the visualization and analysis of high-dimensional data. Self Organizing Maps have been applied to ASDEX Upgrade data to define an ordered mapping of an 8-dimensional plasma parameter space onto a regular, 2-dimensional grid. The map has been used to track the plasma trajectory during the experiments and monitor the disruption risk. In order to face with ever new operational conditions, a periodical updating of the Self Organizing Map is proposed.

Adaptive mapping of the plasma operational space of ASDEX Upgrade for disruption prediction

ALEDDA, RAFFAELE;CANNAS, BARBARA;FANNI, ALESSANDRA;SIAS, GIULIANA;
2012-01-01

Abstract

The Self-Organizing Map is a computational method for the visualization and analysis of high-dimensional data. Self Organizing Maps have been applied to ASDEX Upgrade data to define an ordered mapping of an 8-dimensional plasma parameter space onto a regular, 2-dimensional grid. The map has been used to track the plasma trajectory during the experiments and monitor the disruption risk. In order to face with ever new operational conditions, a periodical updating of the Self Organizing Map is proposed.
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11584/109545
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