An application of a learning model to predict the regions of high soli
ds concentration within a hydrocyclone, using Maxey's theorem is propo
sed. The results are compared with data available in the literature. T
he methodology presented provides a means of predicting the effect of
the velocity field of the carrying fluid on the performance of the hyd
rocyclones treating dense suspensions.