Mahmoud A. El-Rifai

MF/UF/NF/RO Desalination Design Framework — Egypt Case Study (with AI-based design optimization)

Physics-based design framework for brackish-groundwater and seawater RO desalination (Egyptian feed-water presets), with ML surrogates, Bayesian optimization, NSGA-II multi-objective optimization, a deep-learning large-scale surrogate, a reinforcement-learning multi-site allocator, and external-validation and statistic...