1996 · 12 citations · 0 references
EngineeringComputer EngineeringComputer ScienceMachine LearningReal-time SystemsTransportation EngineeringIntelligent Transportation SystemsNeural NetworksReal-time ControlReal-time Systems ArchitectureTraffic EngineeringUrban TransportationAdaptive Traffic ControlAdaptive Traffic Control SystemsReal-time Traffic ControlReal-time Traffic ForecastingTraffic ControlTraffic Flow ForecastingTraffic Flow PredictionUrban Traffic Flow
The paper is divided into four parts. First, we briefly review the main generations of UTC systems. Then, the second part is dedicated to a more detailed presentation of the fully adaptive real time UTC system proposed; its architecture and conventional modelling techniques are described. The remaining part concentrates on the very first step of our work, i.e., the modelling and prediction of traffic flow on a single signalized link by neural networks. Finally, some numerical results from simulated data conclude the paper.