A proactive maintenance strategy that analyzes real-time sensor data, such as temperature and vibration, to predict equipment failures before they occur. In thermal engineering, this minimizes unplanned downtime, optimizes maintenance schedules, and extends the lifespan of boilers, burners, and heat exchangers.