Introduction: smart solar panel cleaning robots with AI navigation and distant management enhance performance and minimize labor throughout diverse fixed and monitoring solar arrays. In nowadays’s photo voltaic Electrical power landscape, daily upkeep routines generally pass up the mark, causing panels to get rid of performance as a result of ga