Heavy industrial equipment typically operates under high load, continuous duty, and complex conditions. Traditional operation and maintenance rely heavily on experience and periodic inspection, resulting in delayed fault detection, excessive downtime, high maintenance costs, and shortened equipment lifespan. This solution is designed to shift operation and maintenance from extensive and reactive modes to data-driven, predictive, and precise management.