Introduction: Cleaning robots now clean up 1–two megawatts of photo voltaic panels daily, enhancing safety, efficiency, and productiveness in professional B2B photo voltaic operations. modern rooftop solar inspections discovered recurring delays resulting from manual cleansing problems. Operators s