Title :
Probabilistic certification of pan-tilt-zoom camera surveillance systems
Author :
Raimondo, Davide M. ; Kariotoglou, Nikolaos ; Summers, Sean ; Lygeros, John
Author_Institution :
Dipt. di Inf. e Sist., Univ. of Pavia, Pavia, Italy
Abstract :
In this work a method to evaluate the performance of autonomous patrolling systems is introduced based on stochastic reachability with random sets. We consider set-valued models with stochastic dynamics for multiple pan-tilt-zoom (PTZ) cameras acting as pursuers and a single evader. The problem of maximizing the probability that the evader successfully completes an intrusion objective while avoiding capture by the cameras is considered and posed as a stochastic reach-avoid problem. The solution of the stochastic reach-avoid problem is solved via dynamic programming where the optimal value function is used as a quality indicator of each patrolling strategy. A comparison between multiple patrolling strategies is provided via simulation of a realistic patrolling scenario.
Keywords :
cameras; dynamic programming; probability; stochastic processes; video surveillance; autonomous patrolling systems; dynamic programming; intrusion objective; optimal value function; pan-tilt-zoom camera surveillance systems; probabilistic certification; random sets; set valued models; stochastic dynamics; stochastic reach-avoid problem; stochastic reachability; Cameras; Games; Heuristic algorithms; Markov processes; Probabilistic logic; Surveillance;
Conference_Titel :
Decision and Control and European Control Conference (CDC-ECC), 2011 50th IEEE Conference on
Conference_Location :
Orlando, FL
Print_ISBN :
978-1-61284-800-6
Electronic_ISBN :
0743-1546
DOI :
10.1109/CDC.2011.6161534