Introduction: Cleaning robots now clear one–two megawatts of photo voltaic panels day by day, enhancing basic safety, efficiency, and efficiency in business B2B photo voltaic functions. current rooftop photo voltaic inspections disclosed recurring delays because of guide cleaning challenges. Operat