Browsing by Author Varouchakis, Emmanouil A.

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  • Authors: Varouchakis, Emmanouil A.; Solomatine, Dimitri; Perez, Gerald A. Corzo;  Advisor: -;  Co-Author: - (2023)

    Successful modelling of the groundwater level variations in hydrogeological systems in complex formations considerably depends on spatial and temporal data availability and knowledge of the boundary conditions. Geostatistics plays an important role in model-related data analysis and preparation, but has specific limitations when the aquifer system is inhomogeneous. This study combines geostatistics with machine learning approaches to solve problems in complex aquifer systems. Herein, the emphasis is given to cases where the available dataset is large and randomly distributed in the different aquifer types of the hydrogeological system. Self-Organizing Maps can be applied to identify l...