Digital Twins, AI, and Predictive Maintenance
Most plants already collect torrents of sensor data. Digital twins convert that noise into operational clarity, comparing expected versus actual hydraulic behavior and alerting teams when efficiency maps drift or cavitation signatures cross safe thresholds.
Digital Twins, AI, and Predictive Maintenance
Anomaly detection flagged subtle bearing temperature creep just after midnight—well below alarm limits. A quick inspection found a lubrication line partially blocked. A twenty-minute fix prevented a costly outage and a frantic weekend spare-parts scramble.
