A particle swarm optimization based energy efficient cluster head selection algorithm for wireless sensor networks

被引:1
|
作者
P. C. Srinivasa Rao
Prasanta K. Jana
Haider Banka
机构
[1] Indian School of Mines,Department of Computer Science and Engineering
来源
Wireless Networks | 2017年 / 23卷
关键词
Wireless sensor networks; CH-selection; NP-hard; Particle swarm optimization; Energy consumption;
D O I
暂无
中图分类号
学科分类号
摘要
Clustering has been proven to be one of the most efficient techniques for saving energy of wireless sensor networks (WSNs). However, in a hierarchical cluster based WSN, cluster heads (CHs) consume more energy due to extra overload for receiving and aggregating the data from their member sensor nodes and transmitting the aggregated data to the base station. Therefore, the proper selection of CHs plays vital role to conserve the energy of sensor nodes for prolonging the lifetime of WSNs. In this paper, we propose an energy efficient cluster head selection algorithm which is based on particle swarm optimization (PSO) called PSO-ECHS. The algorithm is developed with an efficient scheme of particle encoding and fitness function. For the energy efficiency of the proposed PSO approach, we consider various parameters such as intra-cluster distance, sink distance and residual energy of sensor nodes. We also present cluster formation in which non-cluster head sensor nodes join their CHs based on derived weight function. The algorithm is tested extensively on various scenarios of WSNs, varying number of sensor nodes and the CHs. The results are compared with some existing algorithms to demonstrate the superiority of the proposed algorithm.
引用
收藏
页码:2005 / 2020
页数:15
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