AI Based Solar Panel Cleaning Robot

Among the various renewable energies, Solar energy is one of most important sources. panel used to collect solar and convert it into useful electrical energy. The dust accumulated on reduce its efficiency a certain degree. To overcome this problem, efficient techniques clean must be implemented. proposed model bird droppings that has panel. An AI-based cleaning robot designed which performs dry or wet based dirt droppings, thus reducing water usage. utilizes Convolutional Neural Network Visual Geometry Group 16 architecture detect panels. perform using brush pump, depending type detected. experimental readings show power output increases significantly after cleaning, prototype demonstrates effectiveness in detecting droppings. development such potential improve panels usage process, making more sustainable eco-friendly solution for maintaining