4.5 Article Proceedings Paper

Classification of ELM types in Joint European Torus based on global plasma parameters using discriminant analysis

Journal

FUSION ENGINEERING AND DESIGN
Volume 123, Issue -, Pages 717-721

Publisher

ELSEVIER SCIENCE SA
DOI: 10.1016/j.fusengdes.2017.05.101

Keywords

Edge-localized modes; Discriminant analysis; Classification; JET

Funding

  1. EURATOM research and training programme [633053]

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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 instability. The classifier is then applied for distinguishing type I and type III ELMs from a set of carbon-wall plasmas at JET. This provides a fast, standardized classification of ELM types which is expected to significantly reduce the effort of ELM experts in identifying ELM types. Further, the classifier yields a separation hyperplane in terms of global plasma parameters, which provides an insight into the range of conditions under which specific ELM behaviors occur. (C) 2017 Elsevier B.V. All rights reserved.

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