Optimal traffic control
Project members: B. De Schutter, T. Bellemans (K.U.Leuven, Belgium)
Sponsored by:
FWO project ICCoS (Identification and Control of Complex Systems)
Congestion and traffic jams are one of the major socio-economic problems of
today. Since building new roads is not always a feasible option, one of the
most effective measures in the battle against traffic congestion seems to be a
better control of traffic. Possible approaches to control traffic flows are
traffic signals, variable message signs, dynamic route information panels,
ramp metering, ``green waves'', route directives, radio broadcast messages,
etc.
In this project we concentrate optimal ramp metering. In ramp metering a
traffic signal is put at the on-ramp of the highway. When the signal is green,
one car at the time is allowed to enter the highway. The switching scheme of
the traffic signal (i.e., the occurrence of green periods) should be
controlled in a such a way that the additional flow coming from the on-ramp
does not cause the traffic flow on the highway after the on-ramp to exceed the
critical density. In this way a smooth flow of traffic is guaranteed and
traffic jams are prevented. Note however that the waiting time for the
vehicles on the on-ramp should also be minimized.
The resulting problem can be solved using nonlinear optimization. However,
because of its computational complexity this approach is not feasible for
on-line adaption of the ramp metering policy to changes in traffic patterns.
Therefore, we are now using a model predictive control (MPC) approach,
which provides a balanced
trade-off between computational complexity and global performance.
In addition, we have improved an existing simple first-order model to describe
the evolution of traffic flows in a motorway network [2].
The results of the computed ramp metering strategy are verified
using micro-simulation,
in which the movements of each individual vehicle are
simulated (see Figure 26).
Figure 26:
Screenshot of micro-simulation of ramp metering.
|
|
Next: Optimal transfer coordination for railway
Up: Traffic and transportation control
Previous: Advanced control techniques for optimal
|