Applications of Neural Networks to Data Analysis and Control of Fusion Plasma

作者: Tatsuoki TAKEDA , Atsuhiroi IYOMASA

DOI: 10.1585/JSPF.78.842

关键词:

摘要: Applications of neural networks to(lata analysis an(l control of fusion plasmas are reviewe(i.Firsむa brief introduction to the generalfeaturesofaneuralnetworkis presented,where the neuralnetworkis considere(1 asacontinuousmapPingdevice,aclassificationdevice,astatisticalprocessingdevice,andatimeseriespredici- tion device.Then,the applications ofneuralnetworks to the researchfield are explainedwhere the problems tobe solvedare classifie(iasfittingfunction,shapingan experimentallyobtainedspectrum,analyzingequilib- rium quantity,prediction,tomography,an(l control problems.Throughout the article,we restrict ourselves to description ofapPlications ofmulti-layemeural networks.

参考文章(35)
David E. Rumelhart, Geoffrey E. Hinton, Ronald J. Williams, Learning representations by back-propagating errors Nature. ,vol. 323, pp. 696- 699 ,(1988) , 10.1038/323533A0
R. Beale, T. Jackson, Neural Computing - An Introduction ,(1990)
Chris M. Bishop, Neural networks and their applications Review of Scientific Instruments. ,vol. 65, pp. 1803- 1832 ,(1994) , 10.1063/1.1144830
Ken-Ichi Funahashi, On the approximate realization of continuous mappings by neural networks Neural Networks. ,vol. 2, pp. 183- 192 ,(1989) , 10.1016/0893-6080(89)90003-8
J.V Hernandez, A Vannucci, T Tajima, Z Lin, W Horton, S.C McCool, Neural network prediction of some classes of tokamak disruptions Nuclear Fusion. ,vol. 36, pp. 1009- 1017 ,(1996) , 10.1088/0029-5515/36/8/I05
Xiao Feng Ma, Tatsuoki Takeda, Asymmetric Abel inversion by neural network for reconstruction of plasma density distribution Nuclear Instruments & Methods in Physics Research Section A-accelerators Spectrometers Detectors and Associated Equipment. ,vol. 492, pp. 178- 189 ,(2002) , 10.1016/S0168-9002(02)01283-4
F. D. Nunes, J. Santos, M. E. Manso, Recursive algorithm for fast evaluation of the Abel inversion integral in broadband reflectometry Review of Scientific Instruments. ,vol. 70, pp. 1047- 1050 ,(1999) , 10.1063/1.1149306
Chris Bishop, Neural networks and their diagnostic applications Review of Scientific Instruments. ,vol. 63, pp. 4772- 4774 ,(1992) , 10.1063/1.1143557