Reference:
S.K. Zegeye,
B. De Schutter, and
J. Hellendoorn,
"Model predictive traffic control to reduce vehicular emissions - An
LPV-based approach," Proceedings of the 2010 American Control
Conference, Baltimore, Maryland, pp. 2284-2289, June-July 2010.
Abstract:
We propose a traffic control approach that can reduce both traffic
emissions and travel times based on model predictive control (MPC). We
approximate the traffic flow and emission models into a linear
parameter varying (LPV) form, which leads to an LPV-MPC control
approach. We consider two objective functions and formulate them as
convex functions, so that convex optimization methods can be used to
generate the optimal control sequences of the LPV-MPC control
approach. The resulting LPV-MPC solutions can next be used as a good
initial point in the nonlinear-nonconvex optimization of the nonlinear
original MPC problem.