Title :
Probability-based optimal coverage of PTZ camera networks
Author :
Zhou, Pu ; Wu, Jing ; Long, Chengnian
Author_Institution :
Shanghai Jiao Tong Univ., Shanghai, China
Abstract :
Distributed camera networks represent an emerging trend for the incorporation of pan-tilt-zoom (PTZ) cameras in next generation large-scale wireless surveillance systems. The adoption of PTZ cameras with dynamic field of view nature can increase the resolution of mobile targets and adapt the network coverage significantly. However, leverage these benefits calls for more configuration cost and sophisticated solutions. In this paper, we consider the specific problem of coverage problem in terms of configuration cost and coverage quality in PTZ camera networks. We argue that the coverage algorithms can exploit the dynamic field of view nature of PTZ cameras to reduce the configuration cost by taking into account the heterogeneous coverage quality demands for different targets in a surveillance application. We propose a new coverage definition, termed probability coverage (p-coverage), according to the patrolling property of PTZ cameras. A optimal coverage issues, min-quantity, is formulated underlying the proposed p-coverage framework. A greedy-based heuristic algorithm is proposed to solve the above probability-based optimal coverage problem. The proposed solutions are evaluated to highlight the relative significance of configuration cost gain with respect to diverse coverage demand.
Keywords :
cameras; greedy algorithms; next generation networks; probability; surveillance; PTZ camera networks; configuration cost; coverage definition; coverage quality; distributed camera networks; greedy-based heuristic algorithm; min-quantity; mobile target resolution; network coverage; next generation large-scale wireless surveillance systems; optimal coverage issues; p-coverage framework; pan-tilt-zoom cameras; probability coverage; probability-based optimal coverage; Business; Cameras; Heuristic algorithms; Smart cameras; Surveillance; Vectors; Wireless sensor networks; PTZ camera networks; Patrolling; Probability-based Coverage; k-coverage;
Conference_Titel :
Communications (ICC), 2012 IEEE International Conference on
Conference_Location :
Ottawa, ON
Print_ISBN :
978-1-4577-2052-9
Electronic_ISBN :
1550-3607
DOI :
10.1109/ICC.2012.6364318