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Aug 2026

Machine Learning Pipeline for Wastewater Effluent Quality Forecasting: Gradient Boosting-Based BOD5 Prediction with Feature Importance and Seasonal Pattern Analysis

A machine-learning-based predictive framework integrating temporal feature engineering, ensemble gradient-boosting models, and explainable artificial intelligence for multimonth BOD5 prediction is proposed, enabling reliable predictions up to 12 months ahead.

A. Pal, A. Khan, Shaik Mohammad Adnan et al. · 0 citations

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