Improvement of Overall Equipment Effectiveness from Predictive Maintenance

Abstract

Overall Equipment Effectiveness (OEE) has been used by manufacturers as a key metric to identify how productive a production operation is, during the planned production time. While Industrial Internet of Things (IIoT) can be leveraged with data science, predictive maintenance becomes a better option for manufacturers to maintain their equipment. In this study, a simulation of predictive maintenance was done by using Classification and Regression Tree (CART) algorithm to predict machine failure. We also discussed the possible improvement of predictive maintenance to OEE. Keywords: Overall Equipment Effectiveness, Industry 4.0, Predictive Maintenance