Steganalysis of Digital Images Using a Deep Fractal Network Approach

This paper presents the design of an automated system for detecting and cleaning dust on photovoltaic (PV) modules. Dust accumulation significantly reduces the efficiency of PV systems by blocking sunlight from reaching the panel surface. The proposed system monitors the voltage and current output from the PV module to calculate power, helping identify any drop in performance due to dust. The circuit design and simulation were carried out using Proteus 8 Professional. The simulation results confirmed that the system could detect a decrease in power output caused by dust buildup. In response, the motor-driven cleaning mechanism was automatically activated. Development is ongoing, and a working prototype is planned to validate the system’s functionality in real-world conditions.