Introduction: smart solar panel cleaning robots with AI navigation and remote administration improve efficiency and cut down labor across various preset and monitoring solar arrays. In now’s photo voltaic Electricity landscape, day by day routine maintenance routines often skip the mark, triggering panels to lose performance because of gathered