Title :
Global Versus Local MPC Algorithms in Freeway Traffic Control With Ramp Metering and Variable Speed Limits
Author :
Frejo, José Ramón Domínguez ; Camacho, Eduardo Fernández
Author_Institution :
Dept. of Syst. Eng. & Autom. Control, Univ. of Seville, Seville, Spain
Abstract :
This paper compares global and local model predictive control (MPC) algorithms in a traffic network controlled by intelligent transportation system (ITS) signals (ramp metering and variable speed limits). It will be shown that local techniques have a suboptimal behavior and that centralized techniques are difficult to implement in real time. To deal with this problem, a local MPC with only one communication cycle at each sampling time is proposed. This controller improves the local controller performance, and although it is suboptimal with regard to the centralized controller behavior, it can be implemented in real time.
Keywords :
automated highways; centralised control; predictive control; road traffic control; suboptimal control; ITS signals; centralized controller behavior; centralized techniques; freeway traffic control; global MPC algorithm; global model predictive control algorithms; intelligent transportation system signal; local MPC algorithm; local model predictive control algorithm; local techniques; ramp metering; suboptimal behavior; variable speed limits; Algorithm design and analysis; Numerical analysis; Predictive control; Traffic control; Freeway; METANET; intelligent transportation systems (ITSs); model predictive control (MPC);
Journal_Title :
Intelligent Transportation Systems, IEEE Transactions on
DOI :
10.1109/TITS.2012.2195493