The document presents a novel maximum power point tracking (MPPT) scheme for a solar-powered boost inverter, detailing the design, simulation, and comparative analysis of the system using various control algorithms. It emphasizes the utilization of evolutionary programming to enhance the accuracy of the MPPT algorithm and includes extensive modeling of photovoltaic cells and their performance characteristics. The findings aim to provide improved efficiency in solar energy conversion and management.