A Novel Cluster Head Selection Algorithm Based on Fuzzy Clustering and Particle Swarm Optimization

被引:111
|
作者
Ni, Qingjian [1 ]
Pan, Qianqian [2 ]
Du, Huimin [3 ]
Cao, Cen [1 ]
Zhai, Yuqing [1 ]
机构
[1] Southeast Univ, Sch Comp Sci & Engn, Nanjing 211189, Jiangsu, Peoples R China
[2] Southeast Univ, Sch Informat Sci & Engn, Nanjing 211189, Jiangsu, Peoples R China
[3] Southeast Univ, Coll Software Engn, Nanjing 211189, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
Fuzzy clustering; particle swarm optimization; cluster head selection; wireless sensor network; K-MEANS; NETWORKS; PROTOCOL;
D O I
10.1109/TCBB.2015.2446475
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
An important objective of wireless sensor network is to prolong the network life cycle, and topology control is of great significance for extending the network life cycle. Based on previous work, for cluster head selection in hierarchical topology control, we propose a solution based on fuzzy clustering preprocessing and particle swarm optimization. More specifically, first, fuzzy clustering algorithm is used to initial clustering for sensor nodes according to geographical locations, where a sensor node belongs to a cluster with a determined probability, and the number of initial clusters is analyzed and discussed. Furthermore, the fitness function is designed considering both the energy consumption and distance factors of wireless sensor network. Finally, the cluster head nodes in hierarchical topology are determined based on the improved particle swarm optimization. Experimental results show that, compared with traditional methods, the proposed method achieved the purpose of reducing the mortality rate of nodes and extending the network life cycle.
引用
收藏
页码:76 / 84
页数:9
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