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JOURNALS // Matematicheskoe modelirovanie // Archive

Mat. Model., 2025 Volume 37, Number 2, Pages 145–154 (Mi mm4603)

Limitations of the applicability of the two-component gaussian mixture model in describing the distribution of sea surface elevations

A. S. Zapevalov, A. S. Knyazkov

Federal Research Center "Marine Hydrophysical Institute of the RAS"

Abstract: A statistical description of the sea surface is necessary for solving a wide range of fundamental and applied problems. One of the main components of this description is modeling the probability density function of sea surface elevations.
The paper considers two approaches to calculating the parameters of the probability density function in the form of a two-component Gaussian mixture. The first is based on the use of an incomplete system of Pearson equations, which is due to the fact that when measuring sea waves, the fifth statistical moment is usually not determined. Within the framework of the second approach, an additional empirical relationship between the third and fifth statistical moments is used to close the system of Pearson equations. It is shown that the first approach is preferable, since it makes it possible to construct the probability density function in almost all ranges of measured statistical moments of the third and fourth orders. Taking into account the fifth statistical moment significantly limits the area in which solutions of the considered system of equations exist.

Keywords: two-component Gaussian mixture, sea waves, sea-surface elevation, statistical moments.

Received: 21.08.2024
Revised: 21.08.2024
Accepted: 14.10.2024

DOI: 10.20948/mm-2025-02-11



© Steklov Math. Inst. of RAS, 2026