Introduction: Intelligent solar panel cleaning robots with AI navigation and distant management enhance effectiveness and lessen labor across assorted mounted and tracking photo voltaic arrays. In nowadays’s photo voltaic Vitality landscape, daily upkeep routines normally skip the mark, triggering panels to lose efficiency as a result of amassed