Reference:
A. Núñez,
B. De Schutter,
D. Sáez, and
C.E. Cortés,
"Hierarchical multiobjective model predictive control applied to a
dynamic pickup and delivery problem," Proceedings of the 13th
International IEEE Conference on Intelligent Transportation Systems
(ITSC 2010), Madeira Island, Portugal, pp. 1553-1558, Sept. 2010.
Abstract:
A hierarchical multiobjective model based predictive control approach
is presented for solving a dynamic pickup and delivery problem. The
hierarchical multilayer structure of the system is used to decompose
the optimization problem into smaller but more tractable subproblems.
In the bottom layer, the dispatcher (re)routes the vehicles when a new
request appears, and minimizes user and operator costs. As those two
components are usually aimed at opposite goals, the problem is
formulated and solved through multiobjective model predictive control.
The dispatcher participates in the dynamic routing decisions by
expressing his/her preferences in a progressively interactive way. An
illustrative experiment of the new approach through simulation of the
process is presented to show the potential benefits in the operator
cost and in the quality of service perceived by the users.