An advanced maintenance model that utilizes continuous condition monitoring and data analytics to predict when a component is likely to fail so maintenance can be proactively scheduled. This approach minimizes unscheduled downtime, optimizes spare parts inventory, and extends the operational lifespan of critical thermal assets.