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Author

M. N. Varnosfaderany

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Sep 2026

From low-cost measurements to rapid water quality monitoring: a hybrid machine learning-optimization framework for predicting laboratory-intensive parameters.

Reliable estimation of laboratory-intensive water-quality variables remains challenging in spatially heterogeneous river systems. This study developed a machine-learning framework for predicting BOD, COD, DO, NH₄, NO₂, NO₃, and TA across major rivers of Khuzestan Province, Iran, using a 12-year monitoring dataset. Afte...

Mehrdad Ranaie, S. Pourmanafi, Ali Lotfi et al. · 0 citations

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