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
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