DocumentCode :
3417251
Title :
Transmission rate allocation in multi-sensor target tracking
Author :
Ranasingha, M. Chamara ; Murthi, Manohar N. ; Premaratne, Kamal ; Fan, Xingzhe
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Miami, Coral Gables, FL
fYear :
2008
fDate :
March 31 2008-April 4 2008
Firstpage :
3021
Lastpage :
3024
Abstract :
In a multi-sensor target tracking application running on a shared network, at what bit-rates should the sensors send their measurements to the tracking fusion center? Clearly, the sensors cannot use arbitrary rates in a shared network, and a standard network rate control algorithm may not provide rates amenable to effective target tracking. For Kalman filter-based multi-sensor target tracking, we derive a utility function that captures the tracking quality of service as a function of bit-rate. We incorporate this utility function into a network rate resource allocation framework, deriving a distributed rate control algorithm for a shared network that does not require network re-design. In simulation studies, the new rate-control algorithm engenders much better tracking performance than a standard rate-control method.
Keywords :
Kalman filters; distributed control; quality of service; target tracking; transmission; wireless sensor networks; Kalman filter; distributed rate control algorithm; multisensor target tracking; network rate resource allocation framework; quality of service; shared network; tracking fusion center; transmission rate allocation; utility function; Covariance matrix; Distributed control; Equations; Kalman filters; Noise measurement; Protocols; Q measurement; Quality of service; Sensor fusion; Target tracking; Kalman filter; Target Tracking;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech and Signal Processing, 2008. ICASSP 2008. IEEE International Conference on
Conference_Location :
Las Vegas, NV
ISSN :
1520-6149
Print_ISBN :
978-1-4244-1483-3
Electronic_ISBN :
1520-6149
Type :
conf
DOI :
10.1109/ICASSP.2008.4518286
Filename :
4518286
Link To Document :
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