Wind turbine maintenance plays a crucial role in ensuring optimal output of wind energy systems. Regular wind farm inspection helps identify hidden faults before they cause breakdowns. Preventive maintenance for renewable energy systems includes scheduled inspections such as wind turbine blade inspection and gearbox diagnostics. These processes