DocumentCode
616594
Title
Design and implementation of a distributed WLS localization and tracking algorithm in wireless sensor network
Author
Ching-Hsien Wang ; Pei-Yun Tsai
Author_Institution
Dept. of Electr. Eng., Nat. Central Univ., Taoyuan, Taiwan
fYear
2013
fDate
7-10 April 2013
Firstpage
4747
Lastpage
4752
Abstract
In this paper, a distributed algorithm for localization and tracking in wireless sensor network is designed and implemented. Combining the fingerprint approach and subgradient optimization, the proposed algorithm, called golf algorithm, uses different strategies to attain fast movement for tracking a moving object and a fine tune to approach a stationary object, like a drive and a putt on the putting green in the golf. Based on the WLS objective function, a recursive form for both the fingerprint approach and subgradient optimization is derived and can be accomplished by anchor nodes in collaboration. From simulation results, we can see the proposed algorithm has better estimation performance than the conventional decentralized algorithms to localize a stationary or moving target in large wireless sensor networks. In addition, its hardware architecture is designed. The CORDIC operation is employed to compute the vector norm. Parallel processing is used to handle the calculation of fingerprint data. The tracking trajectories of the floating-point program and fixed-point hardware implementation are shown to be quite similar with small finite precision effect, which verifies the feasibility of this hardware solution.
Keywords
optimisation; wireless sensor networks; CORDIC; anchor nodes; distributed WLS localization; distributed algorithm; fingerprint data; floating-point program; golf algorithm; parallel processing; tracking algorithm; wireless sensor network; Algorithm design and analysis; Estimation; Fingerprint recognition; Hardware; Optimization; Signal processing algorithms; Wireless sensor networks; distributed algorithm; fingerprint; positioning; subgradient optimization;
fLanguage
English
Publisher
ieee
Conference_Titel
Wireless Communications and Networking Conference (WCNC), 2013 IEEE
Conference_Location
Shanghai
ISSN
1525-3511
Print_ISBN
978-1-4673-5938-2
Electronic_ISBN
1525-3511
Type
conf
DOI
10.1109/WCNC.2013.6555344
Filename
6555344
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