Introduction: Solar panel cleaning robots enhance energy output by removing over cleaning robot for solar panel providers 20% efficiency loss from dirt, achieving up to 99.5% cleaning coverage per pass with minimal water use and smart scheduling. On a quiet dawn at a sprawling solar farm, a sleek machine glides effortlessly across rows of photovol