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A classification scheme for edge-localized modes based on their probability distributions
Uppsala University, Disciplinary Domain of Science and Technology, Physics, Department of Physics and Astronomy, Applied Nuclear Physics.
Uppsala University, Disciplinary Domain of Science and Technology, Physics, Department of Physics and Astronomy, Applied Nuclear Physics.
Uppsala University, Disciplinary Domain of Science and Technology, Physics, Department of Physics and Astronomy, Applied Nuclear Physics.
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Number of Authors: 11082016 (English)In: Review of Scientific Instruments, ISSN 0034-6748, E-ISSN 1089-7623, Vol. 87, no 11, article id 11D404Article in journal (Refereed) Published
Abstract [en]

We present here an automated classification scheme which is particularly well suited to scenarios where the parameters have significant uncertainties or are stochastic quantities. To this end, the parameters are modeled with probability distributions in a metric space and classification is conducted using the notion of nearest neighbors. The presented framework is then applied to the classification of type I and type III edge-localized modes (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 classification scheme is general and can be applied to various other plasma phenomena as well.

Place, publisher, year, edition, pages
AMER INST PHYSICS , 2016. Vol. 87, no 11, article id 11D404
National Category
Subatomic Physics
Identifiers
URN: urn:nbn:se:uu:diva-400312DOI: 10.1063/1.4955479ISI: 000390242300009PubMedID: 27910464OAI: oai:DiVA.org:uu-400312DiVA, id: diva2:1392709
Conference
21st Topical Conference on High-Temperature Plasma Diagnostics, JUN 05-09, 2016, Madison, WI
Note

For complete list of authors see http://dx.doi.org/10.1063/1.4955479

Available from: 2020-02-10 Created: 2020-02-10 Last updated: 2020-02-10Bibliographically approved

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Andersson Sundén, ErikBinda, FedericoCecconello, MarcoConroy, SeanDzysiuk, NataliiaEricsson, GöranEriksson, JacobHellesen, CarlHjalmarsson, AndersPossnert, GöranSjöstrand, HenrikSkiba, MateuszWeiszflog, Matthias
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