ELFpm: A machine learning framework for industrial machines prediction of remaining useful life

•ELFpm is a framework for prediction of failures.•Proposal of an ontology to store the machine context of a machine learning results.•Proposal of an index that indicates which is the best model among all trained models.•The results show that ELFpm can predict failures up to three hours before they occur.