Introduction: Superior photo voltaic cleaning robots use modular, local climate-adapted styles and AI-pushed navigation to keep up panel effectiveness across deserts, coasts, and concrete rooftops devoid of human labor. Solar farms across various landscapes experience persistent problems from dust, salt, and urban grime that diminish panel general