SWITCHING FROM CALENDAR-BASED TO PREDICTIVE MAINTENANCE: A LEANER AND FASTER SOFTWARE-BASED SOLUTION ORCHESTRATING DATA-DRIVEN FORECASTING MODELS

摘要

A computer-implemented method for performing predictive maintenance includes executing a fleet prediction process. During this fleet prediction process, a plurality of fleet data records is collected. Each fleet data record comprises sensor data from a particular physical component in a fleet of physical components. A plurality of component maintenance predictions related to the fleet of physical components is generated. Each component maintenance prediction corresponds to a particular physical component. The plurality of component predictions are merged into one or more fleet maintenance predictions and the fleet maintenance predictions are presented to one or more users. Following the fleet prediction process, a next execution of the fleet prediction process is scheduled based on the fleet maintenance predictions.