DocumentCode :
3056870
Title :
Cluster Heads Distribution of Wireless Sensor Networks via Adaptive Particle Swarm Optimization
Author :
Zhan Wei Siew ; Chen How Wong ; Chia Seet Chin ; Kiring, Aroland ; Teo, K.T.K.
Author_Institution :
Sch. of Eng. & Inf. Technol., Univ. Malaysia Sabah, Kota Kinabalu, Malaysia
fYear :
2012
fDate :
24-26 July 2012
Firstpage :
78
Lastpage :
83
Abstract :
Wireless sensor networks consists of hundreds or thousands of sensor nodes supported by small capacity battery. For environmental monitoring purposes, sensor nodes must have high endurance capabilities. Therefore, selecting suitable cluster heads (CH) location becomes a challenging issue. In this work, cluster heads distribution based on adaptive particle swarm (PSO) is proposed. PSO is one of the swarm intelligence methods designed to find optimum solution by mimicking the behavior of bird flocking and fish schooling. Adaptive cognitive and social learning factor can achieve better convergence speed and particles reselection mechanism can reduce the chances of getting trapped in local maximum. The performance of the proposed method is compared with low energy adaptive cluster hierarchical (LEACH). Simulation result shows that proposed method outperforms LEACH in terms of first node die (FND) round, total data received by base station and energy consume per round.
Keywords :
particle swarm optimisation; wireless sensor networks; FND round; LEACH; PSO; adaptive particle swarm optimization; bird flocking behavior; cluster heads distribution; cluster heads location; environmental monitoring purposes; first node die; fish schooling behavior; low energy adaptive cluster hierarchical; particles reselection mechanism; sensor nodes; swarm intelligence methods; wireless sensor networks; Adaptation models; Base stations; Batteries; Energy consumption; Particle swarm optimization; Protocols; Simulation; LEACH; cluster head; clustering; particle swarm optimization;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computational Intelligence, Communication Systems and Networks (CICSyN), 2012 Fourth International Conference on
Conference_Location :
Phuket
Print_ISBN :
978-1-4673-2640-7
Type :
conf
DOI :
10.1109/CICSyN.2012.25
Filename :
6274321
Link To Document :
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