The operation of the microgrid is to enhance the energy reliability and management of the electrical supply using a combination of various renewable sources in a populated area. In this paper, the electricity generated from solar, wind, and biogas plants is used to supply energy to the household load. The hybrid gazelle and seagull optimization algorithm (HGSOA) is used for reducing the peak power for the peak and off-peak times. The implementation process is performed in the MATLAB platform for evaluating the accurate result for the energy management system (EMS). The hybrid model shows a ratio of peak to average of 1.29. Implementation response shows the minimized peak power and minimized cost based on the optimization algorithm.