An application of a learning model to predict the regions of high solids concentration within a hydrocyclone, using Maxey’s theorem is proposed. The results are compared with data available in the literature. The methodology presented provides a means of predicting the effect of the velocity field of the carrying fluid on the performance of the hydrocyclones treating dense suspensions.