Roberto Bentivoglio

Generalizing rapid flood predictions to unseen urban catchments with conditional generative adversarial networks

César Ambrogi Ferreira do Lago, Marcio H. Giacomoni, Roberto Bentivoglio et al. · Journal of Hydrology · 2023 · 73 citations · Full text

Hydrological Disaster, Rapid Flood Predictions, Machine Learning +13

Rapid spatio-temporal flood modelling via hydraulics-based graph neural networks

Roberto Bentivoglio, Elvin Isufi, Sebastiaan Nicolas Jonkman et al. · Hydrology and earth system sciences · 2023 · 45 citations · Full text

Flash Flood, Graph Neural Network, Engineering +15

Assessing the performances and transferability of graph neural network metamodels for water distribution systems

Bulat Kerimov, Roberto Bentivoglio, Alexander Garzón et al. · Journal of Hydroinformatics · 2023 · 15 citations · Full text

Engineering, Machine Learning, Machine Learning Tool +22

Rapid Spatio-Temporal Flood Modelling via Hydraulics-Based Graph Neural Networks

Roberto Bentivoglio, Elvin Isufi, Sebastiaan Nicolas Jonkman et al. · 2023 · 12 citations · Full text

Geometric Learning, Flash Flood, Graph Neural Networks +14

Multi-scale hydraulic graph neural networks for flood modelling

Roberto Bentivoglio, Elvin Isufi, Sebastiaan Nicolas Jonkman et al. · Natural hazards and earth system sciences · 2025 · 12 citations · Full text