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Milan M. Radovanovic
Geographical Institute “Jovan Cvijić”, Serbian Academy of Sciences and Arts (SASA), South Ural State University

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Development of the regional water balance regulation concept based on the geosystem approach Anatoliy A. Yamashkin; Stanislav A. Yamashkin; Milan M. Radovanovic; Natalia S. Muchkaeva; Inna S. Lyamzina
Indonesian Journal of Electrical Engineering and Computer Science Vol 26, No 3: June 2022
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijeecs.v26.i3.pp1672-1683

Abstract

The article is devoted to solving the scientific problem of the regional water balance regulation concept development. The authors have proposed a methodology for solving the problem of the scarcity of labeled spatial data, based on the geosystem approach. A deep neural network model for the analysis of the geosystem model of the territory is proposed. An approach to the formation of ensembles of classifiers to improve the accuracy of the classification of spatial data is described. It is proved that the hierarchical structuring of geosystems optimizes diagnostics of the leading agents of physical and geographical factors interaction, patterns of spatio-temporal changes in their states, direction of metabolic processes and transformation of matter and energy development. Studies have shown that the combination of factors variety in the water balance formation forms many types of water resources conditions formation.
Co-Authors Anatoliy A. Yamashkin Inna S. Lyamzina Natalia S. Muchkaeva Stanislav A. Yamashkin