A universal support vector machines based method for automatic event location in waveforms and video-movies: Applications to massive nuclear fusion databases

Review of Scientific Instruments

Volumn 81, Issue 2, 2010, Pages

  Vega, J ^a,b   Murari, A ^a,c   Gonzalez S ^a,b  

^a CULHAM SCIENCE CENTRE   (United Kingdom)

^b CIEMAT   (Spain)

^c Consorzio RFX ^*  (Italy)

Author keywords

[No Author keywords available]

Indexed keywords

AUTOMATIC TECHNIQUE; DIFFUSIVITIES; EVENT LOCATION; FUSION DEVICES; INFRARED VIDEO; LONG PULSE; MEASUREMENT SYSTEM; NUCLEAR FUSION; PETABYTES; PHYSICAL QUANTITIES; REGRESSION ESTIMATION; SAWTEETH; SINGULAR POINTS; SOFT X-RAY SIGNALS; TEMPORAL EVOLUTION; TIME-SERIES DATA; WAVE FORMS;

FUSION REACTORS; MOTION PICTURES; SUPPORT VECTOR MACHINES;

UNCERTAINTY ANALYSIS;

EID: 77949307965     PISSN: 00346748     EISSN: None     Source Type: Journal    
DOI: 10.1063/1.3302629     Document Type: Conference Paper

References (17)

1. J. Vega, Fusion Eng. Des. 0920-3796 83, 382 (2008). 10.1016/j.fusengdes. 2007.09.001 (Pubitemid 351565740)
2. G. A. Rattá, J. Vega, A. Pereira, A. Portas, E. De la Luna, S. Dormido-Canto, G. Farias, R. Dormido, J. Sánchez, N. Duro, H. Vargas, M. Santos, G. Pajares, A. Murari, and JET EFDA Contributors, Fusion Eng. Des. 0920-3796 83, 467 (2008). 10.1016/j.fusengdes.2007.09.008 (Pubitemid 351551518)
3. T. Hochin, K. Koyama, H. Nakanishi, and M. Kojima, Fusion Eng. Des. 0920-3796 83, 417 (2008). 10.1016/j.fusengdes.2007.12.024
4. A. Pereira, J. Vega, A. Portas, R. Castro, A. Murari, and JET-EFDA Contributors, Proceedings of the 8th International FLINS Conference, 2008 (unpublished), Vol. 1, pp. 405-410.
5. J. Vega, A. Murari, A. Pereira, A. Portas, G. A. Rattá, R. Castro, and JET-EFDA Contributors, Fusion Eng. Des. 0920-3796 84, 1916 (2009). 10.1016/j.fusengdes.2008.11.097
6. J. Paḿla, F. Romanelli, M. L. Watkins, A. Lioure, G. Matthews, V. Philipps, T. Jones, A. Murari, A. Ǵraud, F. Crisanti, R. Kamendje, and JET-EFDA Contributors, Fusion Eng. Des. 0920-3796 82, 590 (2007). 10.1016/j.fusengdes.2007.03.003 (Pubitemid 47542371)
7. C. Alejaldre, J. Alonso, L. Almoguera, E. Ascasíbar, A. Baciero, R. Balbín, M. Blaumoser, J. Botija, B. Braas, E. de la Cal, A. Cappa, R. Carrasco, F. Castejón, J. R. Cepero, C. Cŕmy, J. Doncel, C. Dulya, T. Estrada, A. Fernández, M. Franćs, C. Fuentes, A. García, I. García-Cort́s, J. Guasp, J. Herranz, C. Hidalgo, J. A. Jiḿnez, I. Kirpitchev, V. Krivenski, I. Labrador, F. Lapayese, K. Likin, M. Liniers, A. López-Fraguas, A. López-Sánchez, E. de la Luna, R. Martín, A. Martínez, M. Medrano, P. Ḿndez, K. McCarthy, F. Medina, B. van Milligen, M. Ochando, L. Pacios, I. Pastor, M. A. Pedrosa, A. de la Pea, A. Portas, J. Qin, L. Rodríguez-Rodrigo, A. Salas, E. Sánchez, J. Sánchez, F. Tabaŕs, D. Tafalla, V. Tribaldos, J. Vega, B. Zurro, D. Akulina, O. I. Fedyanin, S. Grebenshchicov, N. Kharchev, A. Meshcheryakov, R. Barth, G. van Dijk, H. van der Meiden, and S. Petrov. Plasma Phys. Controlled Fusion 0741-3335 41, A539 (1999). 10.1088/0741-3335/41/3A/047
8. V. N. Vapnik, The Nature of Statistical Learning Theory, 2nd ed. (Springer, New York, 1999).
9. The SPIDER, a machine learning in MATLAB. http://www.kyb.tuebingen.mpg. de/bs/people/spider/main.html, Max-Planck Institute for biological Cybernetics, Tuebingen, Germany.
10. V. Cherkassky and F. Mulier, Learning from Data (Wiley, New York, 1998), p. 380.
11. V. N. Vapnik, Statistical Learning Theory (Wiley, New York, 1998), pp. 460-471.
12. V. Cherkassky and F. Mulier, Learning from Data, 2nd ed. (Wiley, New York, 2007), p. 449. 10.1002/9780470140529
13. R. O. Duda, P. E. Hart, and D. G. Stork, Pattern Classification, 2nd ed. (Wiley-Interscience, New York, 2001).
14. W. L. Martinez and A. R. Martinez, Computational Statistics Handbook with MATLAB (Chapman & Hall/CRC, London, 2002).
15. G. Bateman, MHD Instabilities (MIT, Cambridge, 1978).
16. M. Soler and J. D. Callen, Nucl. Fusion 0029-5515 19, 703 (1979).
17. J. Wesson, Tokamaks (Oxford University Press, New York, 1987).