Machine Learning Based Predictive P-F Curve Maintenance Optimization Platform and Associated Method

Abstract

A reliability engineering software tool and associated method for scheduling maintenance events of at least one industrial asset comprises at least one identified physical mechanism of failure for the at least one asset and at least one identified precise evidence for each identified physical mechanism of failure for the at least one asset; a monitor for each identified precise evidence for each identified physical mechanism of failure for the at least one asset over time to obtain multiple inputs for each identified precise evidence for each identified physical mechanism of failure for the at least one asset; a machine learning based tool dynamically plotting a P-F curve based upon the monitoring of each identified precise evidence for each identified physical mechanism of failure for the at least one asset over time; and a schedule of maintenance events created based upon the dynamically plotted P-F curve of at least one asset.

Dependencies are inferred from the claim text.