Introduction: Superior solar cleaning robots use modular, local climate-adapted designs and AI-pushed navigation to maintain panel performance throughout deserts, coasts, and concrete rooftops without having human labor. Solar farms throughout varying landscapes experience persistent problems from dust, salt, and urban grime that diminish panel pe