Maintenance for wind turbines plays a vital role in ensuring long-term performance of wind energy systems. Regular wind farm inspection helps identify hidden faults before they lead to failures. Preventive maintenance for renewable energy systems includes routine checks such as wind turbine blade inspection and wind gearbox testing. These proces