Comparative Evaluation of Algorithms for Spatial Interpolation of Atmospheric State Parameters Based on a Dynamic Stochastic Model Taking into Account the Vertical Variation of a Meteorological Field
Autor: | Andrey Lavrinenko, Yuriy Popov, Kseniya Popova, Avgustina Popova, Alexander Alexandrovich Shelupanov, N. P. Krasnenko |
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Jazyk: | angličtina |
Rok vydání: | 2019 |
Předmět: |
010504 meteorology & atmospheric sciences
Physics and Astronomy (miscellaneous) Computer science Stochastic modelling General Mathematics 0208 environmental biotechnology 02 engineering and technology 01 natural sciences Multivariate interpolation Data assimilation low-order parametric dynamic stochastic model Computer Science (miscellaneous) data assimilation 0105 earth and related environmental sciences Parametric statistics Computer simulation lcsh:Mathematics Kalman filter lcsh:QA1-939 Field (geography) 020801 environmental engineering Chemistry (miscellaneous) numerical simulation spatial interpolation Algorithm Interpolation |
Zdroj: | Symmetry Volume 11 Issue 10 Symmetry, Vol 11, Iss 10, p 1207 (2019) |
ISSN: | 2073-8994 |
DOI: | 10.3390/sym11101207 |
Popis: | The paper presents a comparative analysis of two algorithms for the spatial interpolation of meteorological fields. Both algorithms are based on a four-dimensional low-order parametric dynamic stochastic model, taking into account the vertical variation of a meteorological field. The algorithms are characterized by different representations of the forecast model in state and observation space equations for the Kalman filter. The authors studied the accuracy of the spatial interpolation of temperature and wind fields for the developed algorithms. The results of the study are presented in this paper. Numerical simulation was conducted using long-term upper-air observations obtained for a typical mesometeorological range. The results of the study demonstrate that the accuracy of interpolation for the two considered algorithms is comparable. |
Databáze: | OpenAIRE |
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