Evaluation of Ensemble Machine Learning Techniques for Prediction of Oxygen Transfer in Self-Aerated Flows

Abstract

AbstractDissolved oxygen (DO) refers to the mass of oxygen that is contained in the water. The concentration of DO is an important indicator of the water quality. Maintaining adequate DO levels in surface waters is necessary to sustain public health, ...Practical ApplicationsThis study applies ensemble machine learning (ML) models to predict aeration efficiency in rivers and streams, focusing on real-world, field-scale conditions. Traditional empirical equations have been widely used, but they are valid ...