Real time analysis of multichannel data in tokamaks
- 1. Association Euratom-CEA, Centre d'Etudes de Cadarache, 13 - Saint-Paul-lez-Durance (France). Dept. de Recherches sur la Fusion Controlee
Description
Four different techniques for the fast analysis of multichannel data in plasma physics are discussed. All four of these techniques are general and sufficiently fast to be used in real time applications. Function parametrization, canonical correlation analysis and a neural network of the multilayer perceptron (MLP) type are compared with a unique linear mapping based on a singular value decomposition, which is used as a reference. Applications deal with the identification of the plasma boundary and some global plasma parameters in the DIII-D and the Tore Supra tokamaks by using magnetic measurements, The results of an MLP-1 neural network, employed for the real time plasma position determination in Tore Supra, are presented. (author). 16 refs, 14 figs, 4 tabs
Additional details
Publishing Information
- Journal Title
- Nuclear Fusion
- Journal Volume
- 36
- Journal Issue
- 10
- Journal Page Range
- p. 1405-1423.
- ISSN
- 0029-5515
- CODEN
- NUFUAU
INIS
- Country of Publication
- International Atomic Energy Agency (IAEA)
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 28016391
- Subject category
- S70: PLASMA PHYSICS AND FUSION TECHNOLOGY;
- Descriptors DEI
- DATA ANALYSIS; DATA PROCESSING; DOUBLET-3 DEVICE; MAGNETIC FIELDS; NEURAL NETWORKS; PLASMA DIAGNOSTICS; TOKAMAK DEVICES; TORE SUPRA TOKAMAK
- Descriptors DEC
- CLOSED PLASMA DEVICES; THERMONUCLEAR DEVICES