Wave energy, as a significant renewable resource, holds immense potential for large-scale utilization. However, current applications are limited, necessitating advancements in the energy conversion efficiency of wave energy devices. This paper introduces a wave energy power generation system comprising a float, a vibrator, and a Power Take-Off (PTO) mechanism, designed to enhance stability