We present a new subway operation support system for energy saving of air conditioning and ventilation and fire risk reduction, by taking into account of the train-driven wind in the control model. Our system consists of a) high reliable parameter estimation and accurate model prediction of wind, pollutant and smoke, especially considering the train-driven wind, b) optimal selection of air conditioning, ventilation air flow rate, in-air return rate and shutter operation for smoke.