Automatic detection of geomagnetic jerks by applying a statistical time series model to geomagnetic monthly means

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 2281, Issue , 2002, Pages 360-371

  Nagao, Hiromichi ^a   Higuchi, Tomoyuki ^b   Iyemori, Toshihiko ^a   Araki, Tohru ^a  

^a KYOTO UNIVERSITY   (Japan)

^b Risk Analysis Research Center   (Japan)

Author keywords

[No Author keywords available]

Indexed keywords

MAXIMUM LIKELIHOOD; TIME SERIES;

AKAIKE INFORMATION CRITERION; AUTOMATIC DETECTION; GEOMAGNETIC JERKS; GEOMAGNETIC SECULAR VARIATION; MAXIMUM LIKELIHOOD METHODS; OPTIMUM PARAMETER VALUES; SPLINE FUNCTIONS; TIME SERIES MODELING;

GEOMAGNETISM;

EID: 0009718780     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/3-540-45884-0_26     Document Type: Article

References (24)

1. Alexandrescu, M., D. Gibert, G. Hulot, J. L. Le Mouël, G. Saracco: Detection of geomagnetic jerks using wavelet analysis. J. Geophys. Res., 100 (1995) 12557-12572
2. Alexandrescu, M., D. Gibert, G. Hulot, J. L. Le Mouël, G. Saracco: Worldwide wavelet analysis of geomagnetic jerks. J. Geophys. Res., 101 (1996) 21975-21994
3. Alldredge, L. R.: A discussion of impulses and jerks in the geomagnetic field. J. Geophys. Res., 89 (1984) 4403-4412
4. Anderson, B. D. O., J. B. Moore: Optimal Filtering. Prentice-Hall (1979)
5. Cafarella, L., A. Meloni: Evidence for a geomagnetic jerk in 1990 across Europe. Annali di Geofisica, XXXVIII (1995) 451-455
6. Courtillot, V., J. Ducruix, J. L. Le Mouël: Sur une accélération récente de la variation séculaire du champ magnétique terrestre. C. R. Acad., Série D (1978) 1095-1098
7. De Michelis, P, L. Cafarella, A. Meloni: Worldwide character of the 1991 geomagnetic jerk. Geophys. Res. Lett., 25 (1998) 377-380
8. Gauss, C. F.: Allgemeine Theorie des Erdmagnetismus. Resultate aus den Beobachtungen des Magnetischen Vereins im Jahre 1838, Leipzig (1839) 1-57
9. Harvey, A. C.: Forecasting, structural time series models and the Kalman filter. Cambridge University Press (1989)
10. Higuchi, T., G. Kitagawa: Knowledge discovery and self-organizing state space model. Ieice Trans. Inf. & Syst., E83-D (2000) 36-43
11. Higuchi, T., S. Ohtani: Automatic identification of large-scale field-aligned current structures. J. Geophys. Res., 105 (2000) 25305-25315
12. Kitagawa, G., W. Gersch: Smoothness priors analysis of time series. Lecture Notes in Statistics, 116, Springer-Verlag, New York (1996)
13. Kitagawa, G., T. Higuchi: Automatic Transaction of Signal via Statistical Modeling. The proceedings of The First International Conference on Discovery Science, Springer-Verlag, New York (1998) 375-386
14. Kitagawa, G., T. Higuchi, F. N. Kondo: Smoothness prior approach to explore the mean structure in large time series data. The proceedings of The Second International Conference on Discovery Science, Springer-Verlag, New York (1999) 230-241
15. Macmillan, S.: A geomagnetic jerk for the early 1990's. Earth Planet. Sci. Lett., 137 (1996) 189-192
16. Malin, S. R. C., B. M. Hodder: Was the 1970 geomagnetic jerk of internal or external origin? Nature, 296 (1982) 726-728
17. Merrill, R. T., M. W. McElhinny, P. L. McFadden: The magnetic field of the earth. International Geophysics Series, 63, Academic Press, San Diego (1998)
18. Nevanlinna, H., C. Sucksdorff: Impulse in global geomagnetic "secular variation" 1977-1979. J. Geophys., 50 (1981) 68-69
19. Press, W. H., B. P. Flannery, S. A. Teukolsky,W. T. Vetterling: Numerical Recipes: The Art of Scientific Computing. Cambridge University Press (1986)
20. Rahman, M. M., M. Ishiguro: Estimating linear relationships among trends of nonstationary time series. The proceedings of The 2nd International Symposium on Frontiers of Time Series Modeling, Nonparametric Approach to Knowledge Discovery (2000) 244-245
21. Rissanen, J.: Modeling by shortest data description. Automatica, 14 (1978) 465-471
22. Simon, H. A.: Models of Discovery. D. Reidel Publishing Company (1977) 38-40
23. Simon, H. A., R. E. Veldes-Perez, D. H. Sleeman: Scientific discovery and simplicity of method. Artificial Intelligence, 91 (1997) 177-181
24. Stewart, D. N., K. A. Whaler: Optimal piecewise regression analysis and its application to geomagnetic time series. Geophys. J. Int., 121 (1995) 710-724