Application of artificial neural networks to predict pyrite oxidation in a coal washing refuse pile

► We predict the pyrite oxidation applying artificial neural networks (AANs). ► In comparison to classical techniques, fewer parameters are needed for prediction. ► Unlike mathematical models, ANN makes no prior assumptions about data distribution. ► Pyrite content remained within the waste particles increases gradually with depth.