Title :
Event-Based Control of Freeway Systems
Author :
Ferrara, A. ; Sacone, Simona ; Siri, Silvia
Author_Institution :
Dept. of Electr., Comput. & Biomed. Eng., Univ. of Pavia, Pavia, Italy
Abstract :
Objective of this paper is to define an innovative control scheme to reduce congestion in freeway traffic systems via ramp metering. Such a control scheme is event-based and is composed of two control levels. At the lower level, Model Predictive Control is applied: the cell transmission model, reformulated in the so-called mixed-logical dynamical form, is adopted as internal model for the prediction and the quadratic deviations of the system variables from specific set-points are used as objective function in the finite horizon optimal control problem. The higher level of the control scheme consists of a discrete-event supervisor capable of distinguishing between regular and specific traffic conditions, adjusting the control law accordingly. More precisely, on the occurrence of classified events, the discrete-event supervisor determines the most suitable control action by making the controller switch among the elements of a set of model predictive controllers based on different internal models and cost functions.
Keywords :
predictive control; road traffic control; cell transmission model; control action; control law; cost functions; discrete event supervisor; event-based control levels; finite horizon optimal control problem; freeway systems; freeway traffic systems congestion reduction; innovative control; internal models; mixed logical dynamical form; model predictive controllers; ramp metering; Cost function; Equations; Mathematical model; Optimal control; Predictive models; Traffic control; Freeway traffic; MPC; event-based control;
Conference_Titel :
Systems, Man, and Cybernetics (SMC), 2013 IEEE International Conference on
Conference_Location :
Manchester
DOI :
10.1109/SMC.2013.703