To clean aluminum window hinges, use a soft cloth and mild soap and water solution to remove any dirt or debris. Avoid using abrasive cleaners or tools that could scratch or damage the hinge. Regular maintenance such as lubricating the hinge mechanism can also help prolong its lifespan.