The accelerating pace of advances in sensing, communications, and computation provides significant opportunities for enhancing mobility and safety in the transportation system. Many challenges, however, must be tackled for a smooth transition in the deployment of such technologies. This research develops an Intelligent Intersection Control System (IICS) for both Connected/Automated Vehicles (CAVs) and conventional vehicles in the traffic stream.