Author

A. Rabehi

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Open access Sep 2026

Explainable ML for Irrigation Water Quality Prediction in the Sedrata Aquifer, Plain (Algeria)

Accurate assessment of irrigation water quality is essential for sustainable groundwater management in semi-arid regions. Conventional Irrigation Water Quality Index (IWQI) assessment requires multiple physicochemical measurements and manual computation of a composite index, which can be time-consuming, costly, and dif...

F. Nadour, Mohammed Adjili, Abdallah Chabbi et al. · Water · 1 citation

Open access Sep 2026

Integrating CCME-WQI and Machine Learning for Groundwater Quality in the Sedrata Plain

Abstract The quality of groundwater in the Sedrata plain in northeastern Algeria is under increasing pressure due to semi-arid climatic conditions, geological mineralisation and growing agricultural demand. This study provides a thorough physicochemical characterisation of phreatic aquifer waters collected from 25 open...

F. Nadour, Abdallah Chabbi, M. Nadour et al. · Ecological Chemistry and Eng... · 0 citations

Open access Jul 2026

Privacy-preserving load forecasting in smart grids using federated learning: a comparative analysis of aggregation strategies

Experimental results on real-world energy consumption datasets demonstrate that the proposed FL framework achieves competitive forecasting accuracy while preserving client data privacy, and a rigorous comparative analysis reveals that FedProx and FedTrimmedAvg consistently outperform FedAvg under non-IID conditions.

A. Tibermacine, Ilyes Naidji, Imad Eddine Tibermacine et al. · Frontiers in Energy Research · 1 citation