by Efthymios Chrysanthopoulos, Andreas Kallioras Environ. Process. 12, 47 (2025). https://doi.org/10.1007/s40710-025-00791-1 Abstract Soil structure is the predominant factor of water, gases, and nutrients movement within the unsaturated zone. Despite the growing interest in the influence of structured soil media on soil-water dynamics, there is a gap in explicit technical documentation

by Efthymios Chrysanthopoulos, Andreas Kallioras CATENA, 257, 109156. https://doi.org/10.1016/j.catena.2025.109156 Abstract The inherent characteristic of machine learning algorithms to extrapolate when the convex hull is expanded with new unseen instances, can be exploited in soil moisture prediction, concerning temporal and geographic extrapolation. This study describes the implementation of a machine learning