Ayoub Nafii

An interpretable machine learning approach based on DNN, SVR, Extra Tree, and XGBoost models for predicting daily pan evaporation

Ali El Bilali, Taleb Abdeslam, Ayoub Nafii et al. · Journal of Environmental Management · 2022 · 159 citations

Engineering, Machine Learning, Data Science +12

A framework based on multivariate distribution-based virtual sample generation and DNN for predicting water quality with small data

Ali El Bilali, Houda Lamane, Abdeslam Taleb et al. · Journal of Cleaner Production · 2022 · 46 citations

Environmental Monitoring, Engineering, Water Resources +7

A practical probabilistic approach for simulating life loss in an urban area associated with a dam-break flood

Ali El Bilali, Imane Taleb, Ayoub Nafii et al. · International Journal of Disaster Risk Reduction · 2022 · 42 citations

Urban Area, Flash Flood, Hydrological Disaster +12

Predicting daily pore water pressure in embankment dam: Empowering Machine Learning-based modeling

Ali El Bilali, Mohammed Moukhliss, Abdeslam Taleb et al. · Environmental Science and Pollution Research · 2022 · 39 citations

Hydrological Prediction, Engineering, Machine Learning +7

Prediction of sodium adsorption ratio and chloride concentration in a coastal aquifer under seawater intrusion using machine learning models

Ali El Bilali, Abdeslam Taleb, Ayoub Nafii et al. · Environmental Technology & Innovation · 2021 · 34 citations

Groundwater Quality, Hydrogeology, Engineering +7