Flood Susceptibility Mapping Using SAR Data and Machine Learning Algorithms in a Small Watershed in Northwestern Morocco - Hitouri, Sliman; Mohajane, Meriame; Lahsaini, Meriam; Ali, Sk Ajim; Setargie, Tadesual Asamin; Tripathi, Gaurav; D’Antonio, Paola; Singh, Suraj Kumar; Varasano, Antonietta (Remote sensing (Basel, Switzerland), 2024)
Keywords: Accuracy; Algorithms; Artificial intelligence; Artificial satellites in remote sensing; CART; Community; data collection; Decision making; Decision trees; Emergency preparedness; Environmental risk; Fatalities; Flood forecasting; Flood management; Flood mapping; Flood predictions; flood susceptibility; Flooding; Floods; Hydrology; Independent variables; inventories; Land cover; Land use; Landslides & mudslides; Learning algorithms; Lithology; Machine learning; Mapping; Methods; Model accuracy; Morocco; Neural networks; prediction; Programming languages; Property damage; Python; Radar; Radar data; radar image; Radar imaging; Rain; Rain and rainfall; Rainfall; random forest; Regression analysis; Remote sensing; Risk assessment; Storm damage; streams; Support vector machines; Susceptibility; SVM; Synthetic aperture radar; Topography; Vegetation index; Watersheds; XGBoost; Morocco; Iran; Vietnam