Predictions of SEP events by means of a linear filter and layer-recurrent neural network

Acta Astronautica

Volumn 69, Issue 9-10, 2011, Pages 758-766

  Valach, Fridrich ^a   Revallo, Milos ^a   Hejda, Pavel ^b   Bochníček, Josef ^b  

^a INSTITUTE OF CHEMISTRY   (Slovakia)

^b INSTITUTE OF MATHEMATICS   (Czech Republic)

Author keywords

Artificial neural network; Coronal mass ejection; Solar energetic particles; X ray flare

Indexed keywords

BANDPASS FILTERS; DEEP NEURAL NETWORKS; ELEMENTARY PARTICLES; FORECASTING; MAGNETOSPHERE; NEURAL NETWORKS; RECURRENT NEURAL NETWORKS; SPACE FLIGHT;

CORONAL MASS EJECTION; EARTH'S MAGNETOSPHERE; LIBRATION POINT; LINEAR FILTERS; POSITION ANGLE; SOLAR ENERGETIC PARTICLES; TECHNOLOGICAL SYSTEM; X RAY FLARES;

NETWORK LAYERS;

EID: 84865731615     PISSN: 00945765     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.actaastro.2011.06.003     Document Type: Article

References (29)

1. J. Hwang, K.S. Cho, Y.J. Moon, R.S. Kim, Y.D. Park, Solar proton events during the solar cycle 23 and their association with CME parameters, Acta Astronautica 67 (2010) 353-361.
2. A.J. Tylka, J.H. Adams Jr., P.R. Boberg, B. Brownstein, W.F. Dietrich, E.O. Flueckinger, E.L. Petersen, M.A. Shea, D.F. Smart, E.C. Smith, CREME96: a revision of the cosmic ray effects on micro-electronics code, IEEE Transactions on Nuclear Science 44 (1997) 2150-2160.
3. N. Gopalswamy, A global picture of CMEs in the inner heliosphere, in: G. Poletto, S.T. Suess (Eds.), The Sun and Heliosphere as an Integrated System, vol. 317, Kluwer Academic Publishers, Dordrecht, The Netherlands, 2004, pp. 201-251 (ISBN:1-4020-2830-X (HB); ISBN 1-4020-2831-8 (e-book). Astrophysics and Space Science Library).
4. N. Gopalswamy, S. Yashiro, G. Michalek, G. Stenborg, A. Vourlidas, S. Freeland, R. Howard, The SOHO/LASCO CME Catalog, Earth, Moon, and Planets 104 (2009) 295-313, doi:10.1007/s11038-008-9282-7.
5. T.G. Forbes, J.A. Linker, J. Chen, C. Cid, K. Kota, M.A. Lee, G. Mann, Z. Mikic, M.S. Potgieter, J.M. Schmidt, G.L. Siscoe, R. Vainio, S.K. Antiochos, P. Riley, CME theory and models, Space Science Reviews 123 (2006) 251-302.
6. M. Dryer, Comments on the origins of coronal mass ejections, Solar Physics 169 (1996) 421-429.
7. A.J. Hundhausen, Coronal mass ejections, in: K.T. Strong, J.L.R. Saba, B.M. Haisch, J.T. Schmelz (Eds.), The Many Faces of the Sun: A Summary of the Results from NASA's Solar Maximum Mission, Springer-Verlag, New York, 1999, p. 143.
8. R.A. Harrison, The nature of solar flares associated with coronal mass ejection, Astronomy and Astrophysics 304 (1995) 585-594.
9. J. Zhang, K.P. Dere, R.A. Howard, M.R. Kundu, S.M. White, On the temporal relationship between coronal mass ejections and flares, Astrophysics Journal 559 (2001) 452-462, doi:10.1086/322405.
10. D. Lario, Advances in modeling gradual solar energetic particle events, Advances in Space Research 36 (2005) 2279-2288.
11. G.M. Simnett, Energetic particles and coronal mass ejections: a case study from ace and Ulysses, Solar Physics 213 (2003) 387-412.
12. D.V. Reames, Solar energetic particle variations, Advances in Space Research 34 (2004) 381-390.
13. R. Schwenn, Space weather: the solar perspective, Living Reviews in Solar Physics 3 (2006) 2 (Online Article): cited (28 October 2010)/http://www. livingreviews.org/lrsp-2006-2 S.
14. A. Belov, Properties of solar X-ray flares and proton event forecasting, Advances in Space Research 43 (2009) 467-473, doi:10.1016/j.asr.2008.08.011.
15. J. Bochníček, P. Hejda, F. Valach, Solar energetic events in the years 1996-2004: the analysis of their geoeffectiveness, Studia Geophy-sica et Geodaetica 51 (2007) 439-447.
16. F. Valach, P. Hejda, J. Bochníček, Geoeffectiveness of XRA events associated with RSP II and/or RSP IV estimated using the artificial neural network, Studia Geophysica et Geodaetica 51 (2007) 551-562.
17. N. Gopalswamy, S. Yashiro, A. Lara, M.L. Kaiser, B.J. Thompson, P.T. Gallagher, R.A. Howard, Large solar energetic particle events of cycle 23: a global view, Geophysical Research Letters 30 (12) (2003) 8015, doi:10.1029/2002GL016435.
18. N. Gopalswamy, S. Yashiro, S. Krucker, G. Stenborg, R.A. Howard, Intensity variation of large solar energetic particle events associated with coronal mass ejections, Journal of Geophysical Research 109 (2004) A12105, doi:10.1029/2004JA010602.
19. Y.-J. Moon, K.-S. Cho, M. Dryer, Y.-H. Kim, Su-chan Bong, Jongchul Chae, Y.D. Park, New geoeffective parameters of very fast halo coronal mass ejections, Astrophysics Journal 624 (2005) 414.
20. P. Jiggens, S. Gabriel, D. Heynderickx, N. Crosby, A. Glover, Solar Energetic Particle Event (SEPE) Waiting Time Analysis as Part of the Sepem Project (Abstract), Abstract Book: Seventh European Space Weather Week, Bruges, Belgium, November 15-19, 2010, p. 69.
21. K. Gurney, An Introduction to Neural Networks, First published in 1997 by UCL Press (Reprinted 1999 by UCL Press, London, ISBNs: 1-85728-673-1, 1-85728-503-4).
22. H. Demuth, M. Beale, M. Hagan, Neural Network Toolbox 5, User's Guide, The MathWorks, Natick, 2005-2007.
23. http://cdaw.gsfc.nasa.gov/CME-list/S (Citation date: 05/10/2010).
24. A. Bruzek, C.J. Durrant (Eds.), Illustrated Glossary for Solar and Solar-Terrestrial Physics, Freiberg, D. Reidel Publishing Company, Dordrecht, 1977.
25. http://www.swpc.noaa.gov/ftpmenu/indices/events.html (Citation date: 20/05/2011).
26. http://www.swpc.noaa.gov/ftpmenu/lists/ace.html (Citation date: 29/03/2011).
27. http://www.swpc.noaa.gov/ftpmenu/warehouse.html (Citation date: 20/05/2011).
28. M.D. Schmid, A Neural Network Package for Octave, User's Guide, Version: 0.1.9.1, 2009, /http://plexso.com/61-octave/neuralNet workPackageForOctaveUsersGu.pdf (Citation date: 05/10/2010).
29. S.W. Kahler, E.W. Cliver, A.G. Ling, Validating the proton prediction system (PPS), Journal of Atmospheric and Solar-Terrestrial Physics 69 (2007) 43-49.