Human positions are tracked accurately by a camera-based indoor tracking system. Air flow is directed to the desired direction by using virtual geofences. Desired air speed is provided based on the PMV-SET thermal comfort model. Fan speed setting is adjusted by a calibrated mapping algorithm based on the estimation of occupant-fan distance. The proposed system can be used for thermal comfort improvement and energy conservation.