The primary issue of plasma synthetic jet actuator (PSJA) is the performance attenuation at high frequencies. To solve this issue, a self-supplementing, dual-cavity, plasma synthetic jet actuator (SD-PSJA) is designed, and the static properties of SD-PSJA are investigated through experiments and numerical simulations. The pressure measurement shows that SD-PSJA has two saturation frequencies (1200 Hz and 2100 Hz), and the experimental results show that both the saturation frequencies decrease as the volume of the bottom cavity of SD-PSJA increases. When the supplement hole is enlarging, the first saturation frequency increases continuously, while the second saturation frequency shows a trend of first decreasing and then increasing. Numerical simulations show that the working process of SD-PSJA is similar to that of PSJA with the cavity volume decreases but different from PSJA as the cavity volume decreases: SD-PSJA can supplement air to the top cavity through two holes, thus reducing the refresh time and improving the jet intensity of the actuator at high frequencies effectively.