Traffic becomes more congested due to the growing demand. As a consequence, improving traffic flow by means of traffic control is a key focus in many countries. However, road traffic is one of the most complex systems to control. In this thesis, a distributed solution for traffic prediction and control is proposed to reduce this complexity and achieve fast computation for the purpose of on-line usage in a large-scale network.