Introduction: Work truck trailers play a crucial role in various industries, transporting heavy loads and equipment to support infrastructure development, construction projects, and logistics operations. The reliability and efficiency of these trailers are paramount to ensuring smooth operations and minimizing downtime. In recent years, the implementation of predictive maintenance techniques