The pulp and paper manufacturing process poses significant challenges to machine reliability and durability due to the high-speed machines used and dust generated, which can contaminate oil and cause water ingression. Therefore, predictive maintenance is crucial for reliability and maintenance managers to improve equipment reliability, mill conditions, and reduce costs.