A wind-solar hybrid system is an integrated renewable energy system that combines both wind turbines and solar photovoltaic (PV) panels to generate electricity. The main objective of such a system is to enhance energy reliability and efficiency by exploiting two complementary renewable energy sources. Solar energy is generally available during the daytime and is affected by seasonal variations, whereas wind energy can be available at different times, including nights and cloudy days. By combining these two sources, the hybrid system can provide a more consistent and reliable power supply compared to standalone systems. The configuration of a wind-solar hybrid system typically involves solar PV arrays, wind turbines, a charge controller, a battery storage unit, an inverter, and a control system. The solar PV panels convert sunlight into direct current (DC) electricity, while the wind turbines convert kinetic energy from wind into electricity, usually producing alternating current (AC). The charge controller manages the flow of energy into the battery bank, preventing overcharging and ensuring optimal battery life. The