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Mahamood Alam

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#federated learning Review Open access Sep 2026

Smart aquaponics: trends, challenges, and future directions

Future progress requires stronger integration of prediction, control, calibration, biological benchmarking, and operator usability, and this systematic literature review addresses this gap through 10 research questions.

Hamad Al-Mohannadi, Xiao-Fan Cao, Mahamood Alam et al. · 0 citations

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