Introduction: Robot cleaning solutions with intelligent navigation and water-economical technological innovation boost photo voltaic panel performance and lifespan although lowering upkeep time and water use. Neglecting frequent maintenance of solar panels can silently erode their effectiveness, occasionally leading to considerable Electrical powe