This document summarizes a study that proposes using an optimization algorithm called Moth-Flame Optimization (MFO) to tune the parameters of a Power System Stabilizer (PSS) combined with a PID controller. The goal is to enhance power system stability. A Single Machine Infinite Bus (SMIB) system model is used to test the control strategy under different disturbances. Simulation results show the proposed PSS-PID controller with optimized parameters from MFO improves damping and stability compared to PSS with PI, PD, or PID controllers alone. The control method is verified using MATLAB/Simulink.