Evaluating deluge risk is crucial for mitigating the damaging impacts of intense weather events. Geospatial analysis combined with satellite sensing data provides a powerful framework for determining flood-prone areas. By analyzing terrestrial features, soil types, and historical inundation patterns

Remote sensing and geographic information systems (GIS) provide powerful tools for precisely mapping flood risk. By collecting spatial data through satellites and aerial platforms, we can track changes in land use, topography, and water bodies that influence flood vulnerability. GIS then allows for