An efficient controller is essential for solar panels to work at their best. This study compared five different methods for getting the most power out of solar panels. They used a special kind of controller called an artificial neural network, which was the most efficient and stable. The study showed that this controller can reach an efficiency of 97.55% and reduce voltage and power fluctuations.