Multi-agent based traffic simulation and integrated control of freeway corridors: Part 1 simulation and control model
Chul-Ho Bae
The Journal of Mechanical Science and Technology, vol. 23, no. 5, pp.1365-1373, 2009
Abstract : Freeway corridors consist of urban freeways and parallel arterials for alternative use. Ramp metering in freeways and
signal control in arterials are contemporary traffic control methods that have been developed and applied in order to
improve the traffic conditions of freeway corridors. However, most existing studies have focused on either optimal
ramp metering in freeways or progressive signal strategies between arterial intersections. For efficient control of freeway
corridors, ramp metering and signal control must be considered simultaneously, as otherwise the control strategies
for freeway operation may disturb arterial traffic. On the other hand, traffic congestion and arterial bottlenecks that
arise with increasing traffic volume at peak hours and ineffective signal operation may cause problems with accessibility
to freeway ramps and degrade the urban freeway¡¯s ability to act as a through-traffic process. This research dynamically
estimates the traffic stream between an urban freeway and its ramps according to changes in the freeway structure,
traffic passing demand, and control methods due to restricted valid information. The results are then compared with
those from other methods. Finally, the integrated control in the urban freeway traffic axis is optimized based on the
expected traffic stream, by using design of experiment (DOE), neural network (NN), and a simulated annealing algorithm.
Keyword : Vehicle dynamics; Multi-agent; Traffic simulation; Integrated control; Ramp metering; Signal strategy; Freeway corridor; |