DocumentCode :
52206
Title :
On Deployment of Wireless Sensors on 3-D Terrains to Maximize Sensing Coverage by Utilizing Cat Swarm Optimization With Wavelet Transform
Author :
Temel, Samil ; Unaldi, Numan ; Kaynak, Okyay
Author_Institution :
Aeronaut. & Space Technol. Inst., Turkish Air Force Acad., Istanbul, Turkey
Volume :
44
Issue :
1
fYear :
2014
fDate :
Jan. 2014
Firstpage :
111
Lastpage :
120
Abstract :
In this paper, a deterministic sensor deployment method based on wavelet transform (WT) is proposed. It aims to maximize the quality of coverage of a wireless sensor network while deploying a minimum number of sensors on a 3-D surface. For this purpose, a probabilistic sensing model and Bresenham´s line of sight algorithm are utilized. The WT is realized by an adaptive thresholding approach for the generation of the initial population. Another novel aspect of the paper is that the method followed utilizes a Cat Swarm Optimization (CSO) algorithm, which mimics the behavior of cats. We have modified the CSO algorithm so that it can be used for sensor deployment problems on 3-D terrains. The performance of the proposed algorithm is compared with the Delaunay Triangulation and Genetic Algorithm based methods. The results reveal that CSO based sensor deployment which utilizes the wavelet transform method is a powerful and successful method for sensor deployment on 3-D terrains.
Keywords :
particle swarm optimisation; sensor placement; wavelet transforms; wireless sensor networks; 3D terrain; Bresenham line of sight algorithm; adaptive thresholding method; cat swarm optimization; deterministic sensor deployment method; initial population generation; probabilistic sensing model; sensing coverage maximization; wavelet transform; wireless sensor deployment; Approximation methods; Cats; Particle swarm optimization; Sensor phenomena and characterization; Wavelet transforms; Wireless sensor networks; Cat swarm optimization (CSO); sensor deployment; wavelet transformation; wireless sensor networks (WSNs);
fLanguage :
English
Journal_Title :
Systems, Man, and Cybernetics: Systems, IEEE Transactions on
Publisher :
ieee
ISSN :
2168-2216
Type :
jour
DOI :
10.1109/TSMCC.2013.2258336
Filename :
6633087
Link To Document :
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