Introduction: robotic cleaning solutions with smart navigation and water-efficient engineering boost photo voltaic panel effectiveness and lifespan even though decreasing upkeep time and drinking water use. Neglecting regular maintenance of photo voltaic panels can silently erode their performance, sometimes bringing about significant energy losse