In this article the integration of genetically tuned supercapacitor energy storage system (SCESS) with a three-area power system is focused. The part of governor deadband along with generation rate limit in the event of a pragmatic power system is considered. Every region is joined with a SCES unit. A S-function based predictive control model is additionally fused to it and the voltage loop of SCESS is utilised as feedback. Simulation studies carried in MATLAB SIMULINK environment reflect critically enriched reaction in load-frequency and tie-line power oscillations. The SCESS voltage and power reaction are additionally portrayed.