Title :
Cooperative multi-target tracking in passive sensor-based networks
Author :
Jiang, Frank ; Jiankun Hu
Author_Institution :
Sch. of Eng. & IT, Univ. of New South Wales, Canberra, ACT, Australia
Abstract :
Multiple targets tracking is a popular application with huge potentials in many practical areas, such as military air combat and civilian surveillance. Recent years, sensor networks, comprising of a large number of cheap, portable and tiny sensors, have attracted a lot of research interests in many disciplines. Alternative forms of sensors such as camera, can provide rich and vivid observation information. They have been widely applied into the environment monitoring or object surveillance. However, these devices are usually very expensive, especially, it becomes impractical to fulfill tasks cooperatively done within a group of such high cost devices. Recent work shows that despite the low information volume provided by the passive binary-detection based sensor, a group of such sensors can work together to achieve good target tracking performance. In this paper, we investigate a passive proximity binary sensor-based multiple target tracking system which can autonomically achieve the self-organized tracking capabilities without the intervention of human operators. The localization and tracking algorithm is achieve false alarm rates, robust under low detection probabilities and sensor ambiguity localization errors. Experimental results show promising performance in adopting this application in practice.
Keywords :
cooperative communication; target tracking; wireless sensor networks; cooperative multitarget tracking; environment monitoring; false alarm rates; localization algorithm; low detection probabilities; object surveillance; passive binary-detection based sensor; passive proximity binary sensor-based multiple target tracking system; passive sensor-based networks; self-organized tracking capabilities; sensor ambiguity localization errors; target tracking performance; tracking algorithm; Educational institutions; Surveillance; Target tracking; Wireless communication; Wireless sensor networks; Multi-Agent System (MAS); Multi-target Tracking; Wireless Sensor Networks (WSNs);
Conference_Titel :
Wireless Communications and Networking Conference (WCNC), 2013 IEEE
Conference_Location :
Shanghai
Print_ISBN :
978-1-4673-5938-2
Electronic_ISBN :
1525-3511
DOI :
10.1109/WCNC.2013.6555276