DocumentCode
2682593
Title
Tracking point or diffusing targets using mobile sensor networks under sensing noises
Author
Li, Ying-ying ; Liu, Yun-Hui
Author_Institution
Dept. of Mech. & Autom. Eng., Chinese Univ. of Hong Kong, Hong Kong, China
fYear
2009
fDate
10-15 Oct. 2009
Firstpage
564
Lastpage
569
Abstract
This paper presents a distributed algorithm for a mobile sensor network to track targets with unknown motion. We formulates the target tracking as a multi-objective optimization problem which integrates the tracking quality, the energy saving and the network connectivity. To cope with sensing noises, we use the determinant of the covariance matrix of target estimation as the tracking quality measure and compute its partial derivatives for the optimization process. Virtual nodes are introduced to represent obstacles in the environment. Furthermore this algorithm can be extended to solve the problem of source tracking where sensors can only detect the density of the diffusing substances emitted by the source. Therefore a whole tracking framework has been set up which can be easily extended for applications under complicated situations. Simulations demonstrate the effectiveness of the proposed algorithm in energy conservation and tracking accuracy under different situations.
Keywords
covariance matrices; mobile radio; optimisation; partial differential equations; target tracking; wireless sensor networks; mobile sensor network; multi-objective optimization problem; partial derivative method; sensing noise; target estimation covariance matrix; target tracking; tracking quality; Covariance matrix; Force control; Mechanical sensors; Mobile communication; Noise measurement; Robot sensing systems; Sensor phenomena and characterization; Sensor systems; Target tracking; Working environment noise;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Robots and Systems, 2009. IROS 2009. IEEE/RSJ International Conference on
Conference_Location
St. Louis, MO
Print_ISBN
978-1-4244-3803-7
Electronic_ISBN
978-1-4244-3804-4
Type
conf
DOI
10.1109/IROS.2009.5354299
Filename
5354299
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