Abstract
The paper discusses stochastic models of scalar and vector metocean fields based on time varying Empirical Orthogonal Functions in space, and autoregressive time series models for the coefficients in the expansions. The models are fitted to an extensive data set from the Barents Sea and verified by studying field extreme value properties.
Chapter PDF
Similar content being viewed by others
Keywords
These keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.
References
Belyshev A.P., Klevantsov Yu.P., Rozhkov V.A. Probabilistic analysis of sea currents. Leningrad, Gymet P.H., (1983) 264 p. (in Russian)
Blais J.A.R. Estimation and spectral analysis. Univ. of Calgary Press, (1988) 132 p.
Boukhanovsky A.V., Degtyarev A.B., Rozhkov V.A. Peculiarities of computer simulation and statistical representation of time-spatial metocean fields. LNCS #2073, Springer-Verlag, (2001) 463–472
Dragan Ya. P., Rozhkov V.A., Yavorsky I.N. Methods of probabilistic analysis of rhythms of oceanological processes. Leningrad, Gymet. P.H., (1987) 320 p. (in Russian)
Dubrovin B.A., Novikov S.P., Fomenko A.T. Modern geometry: methods and applications. Moscow, “Nauka”, (1979) 760 p. (in Russian)
Isihara A. Statistical physics. Acad. Press, New York-London, (1971) 472 p.
Jenkins G.M., Watts D.G. Spectral analysis and its application. Holden-Day, San-Francisco (1969)
Johnson R.A., Wichern D.W. Applied multivariate statistical analysis. Prentice-Hall Internalional, Inc., London (1992) 642 p.
Kalnay E., M. Kanamitsu, R. Kistler, W. Collins, D. Deaven, L. Gandin, M. Iredell, S. Saha, G. White, J. Woollen, Y. Zhu, A. Leetmaa, R. Reynolds, M. Chelliah, W. Ebisuzaki, W. Higgins, J. Janowiak, K. C. Mo, C. Ropelewski, J. Wang, R. Jenne, D. Joseph. The NCEP/NCAR 40-Year Reanalysis Project. Bulletin of the American Meteorological Society, 13, March (1996)
Kim, K.-Y., and G. R. North, EOFs of harmonizable cyclostationary processes, J. Atmos. Sci., 54 (1997) 2416–2427
Kim, K.-Y., and Q. Wu, A comparison study of EOF techniques: Analysis of nonstationary data with periodic statistics, J. Clim. 12 (1999) 185–199
Loeve M. Fonctions aleatories de second odre. C.R. Acad. Sci. 220, (1945)
Lopatoukhin L.J., Rozhkov V.A., Ryabinin V.E., Swail V.R., Boukhanovsky A.V., Degtyarev A.B. Estimation of extreme wave heights. JCOMM Technical Report, WMO/TD #1041 (2000)
Silverman B.W. Density estimation for statistics and data analysis. London, Chapman & Hall, (1986)
Tolman H. User manual and system documentation of WAVE WATCH-III. NOAA technical note. (1999) 124 p.
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2003 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Boukhanovsky, A.V., Krogstad, H.E., Lopatoukhin, L.J., Rozhkov, V.A. (2003). Stochastic Simulation of Inhomogeneous Metocean Fields. Part I: Annual Variability. In: Sloot, P.M.A., Abramson, D., Bogdanov, A.V., Gorbachev, Y.E., Dongarra, J.J., Zomaya, A.Y. (eds) Computational Science — ICCS 2003. ICCS 2003. Lecture Notes in Computer Science, vol 2658. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-44862-4_24
Download citation
DOI: https://doi.org/10.1007/3-540-44862-4_24
Published:
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-40195-7
Online ISBN: 978-3-540-44862-4
eBook Packages: Springer Book Archive