Deep learning approach with LSTM for daily streamflow prediction in a semi-arid area: a case study of Oum Er-Rbia river basin, Morocco K Nifa, A Boudhar, H Ouatiki, H Elyoussfi, B Bargam, A Chehbouni Water 15 (2), 262, 2023 | 31 | 2023 |
High-resolution monitoring of the snow cover on the Moroccan Atlas through the spatio-temporal fusion of Landsat and Sentinel-2 images M Bousbaa, A Htitiou, A Boudhar, Y Eljabiri, H Elyoussfi, H Bouamri, ... Remote Sensing 14 (22), 5814, 2022 | 17 | 2022 |
An accurate snow cover product for the Moroccan Atlas Mountains: Optimization of the MODIS NDSI index threshold and development of snow fraction estimation models M Bousbaa, A Boudhar, C Kinnard, H Elyoussfi, I Karaoui, Y Eljabiri, ... International Journal of Applied Earth Observation and Geoinformation 129 …, 2024 | 4 | 2024 |
Towards a Deep Learning-based Spatio-temporal Fusion Approach for Accurately Improving Snow Cover Mapping: A Case Study in the Moroccan Atlas Mountains with Performance Evaluation M Bousbaa, A Boudhar, C Kinnard, H Elyoussfi, N Elbouanani, A Htitiou, ... EGU24, 2024 | 2 | 2024 |
Exploring Neural Network Performance in Hydrological Modeling in a Mountainous Region of Morocco: A Case Study on LSTM and GRU Architectures for Runoff Prediction K Nifa, A Boudhar, H Elyoussfi, Y Eljabiri, M Bousbaa, B Bargam, ... EGU24, 2024 | 1 | 2024 |
MorSnowAI v1. 0: An Open-Source Python Package for Empowering Artificial Intelligence in Snow Hydrology-A Comprehensive Toolbox H Elyoussfi, A Boudhar, S Belaqziz, M Bousbaa, K Nifa, B Bargam, ... EGU24, 2024 | 1 | 2024 |
Leveraging advanced deep learning and machine learning approaches for snow depth prediction using remote sensing and ground data H Elyoussfi, A Boudhar, S Belaqziz, M Bousbaa, K Nifa, B Bargam, ... Journal of Hydrology: Regional Studies 57, 102085, 2025 | | 2025 |
Enhancing SVM’s robustness of weekly streamflow prediction based on three feature selection algorithms B Bargam, A Boudhar, C Kinnard, K Nifa, M Bousbaa, H Elyoussfi, ... EGU24, 2024 | | 2024 |