This research focuses on developing advanced tools for precision agriculture using thermal, optical, and multispectral imagery. Key activities include orchard water status estimation, canopy extraction, creation of spatiotemporal decision support systems based on remote sensing, and spatial analysis of agricultural and environmental systems using both raster and vector data—enabling data-driven and informed agricultural decision-making.