Title :
Controlling a network of signalized intersections from temporal logical specifications
Author :
Coogan, Samuel ; Gol, Ebru Aydin ; Arcak, Murat ; Belta, Calin
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Univ. of California, Berkeley, Berkeley, CA, USA
Abstract :
We propose a framework for generating a control policy for a traffic network of signalized intersections to accomplish control objectives expressed in linear temporal logic. Traffic management indeed calls for a rich class of objectives and offers a novel domain for these formal methods tools. We show that traffic networks possess structural properties that allow significant reduction in the time required to compute a finite state abstraction. We further extend our approach to a probabilistic framework by modeling the traffic dynamics as a Markov Decision Process.
Keywords :
control system synthesis; networked control systems; temporal logic; traffic control; control policy generation; finite state abstraction; formal method tools; linear temporal logic; markov decision process; probabilistic framework; signalized intersection; structural property; temporal logical specifications; traffic dynamics modelling; traffic management; traffic network control; Approximation methods; Computational modeling; Probabilistic logic; Trajectory; Vehicle dynamics; Vehicles;
Conference_Titel :
American Control Conference (ACC), 2015
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4799-8685-9
DOI :
10.1109/ACC.2015.7171941