We formulate the model-based optimization strategy for a hybrid ejector-based air-conditioning system. The hybrid model for component energy consumption is developed with experimental validation. We proposed a PSOGA optimization approach with solution strategy to obtain the optimal set point. The comparison result shows a better performance of PSOGA than on-off with more energy saving achieved.