DocumentCode :
2027205
Title :
Real-time tracking of transceiver-free objects for homeland security
Author :
Viani, F. ; Oliveri, G. ; Massa, A.
Author_Institution :
Dept. of Inf. Eng. & Comput. Sci., Univ. of Trento, Trento, Italy
fYear :
2009
fDate :
Sept. 29 2009-Oct. 1 2009
Firstpage :
1892
Lastpage :
1895
Abstract :
The increasing demand in homeland security speeds up the development of innovative and non-invasive systems to localize and track moving objects in complex environments. In this paper the real-time localization of transceiver-free targets is addressed by means of learning by example methodology that exploits the received signal strength indicator available at the nodes of a wireless sensor network as input data. This approach uses neither dedicated sensors nor active devices put on the target to localize both idle and moving objects. The definition of a customized classifier during an offline training procedure enables the real-time generation of a probability map of presence by processing the output of the support vector machine. Some selected experimental results validate the effectiveness of the proposed methodology applied in real scenarios.
Keywords :
national security; real-time systems; tracking; complex environments; homeland security; learning by example methodology; moving objects; probability map; real-time tracking; support vector machine; transceiver-free objects; wireless sensor network; Computer science; Humans; Monitoring; Real time systems; Sensor fusion; Support vector machine classification; Support vector machines; Target tracking; Terrorism; Wireless sensor networks;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Microwave Conference, 2009. EuMC 2009. European
Conference_Location :
Rome
Print_ISBN :
978-1-4244-4748-0
Type :
conf
Filename :
5296527
Link To Document :
بازگشت