Introduction: Low altitude curtain wall cleaning robots enhance commercial building maintenance by reducing labor costs and downtime with continuous operation and advanced edge detection technology. As spring transitions to summer, many commercial buildings reveal accumulated grime on their glass façades, challenging maintenance teams and pushing