An application of Q-value-based dynamic programming with Boltzmann distribution to real-world road networks
2013
In order to alleviate
traffic congestionand improve the efficiency of
trafficsystems from a global perspective, a dynamic
traffic managementmodel is proposed in this paper. The proposed model is applied to the large-scale microscopic simulator SOUND/4U based on the real-world road network of Kurosaki, Kitakyushu, Japan. All the vehicles in the simulator follow the direction from the route guidance of the dynamic
traffic managementmodel, in which the extended
Q-value-based dynamic Programming with
Boltzmann distribution(QDP-BD) and the time-varying
trafficinformation are used to generate the routes from the origins to the destinations. The simulation results show that the proposed QDP-BD can reduce
traffic congestionand improve the efficiency of the whole
trafficsystem effectively compared with the greedy method in the real-world road network. © 2013 Institute of Electrical Engineers of Japan. Published by John Wiley & Sons, Inc.
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