Study of range free centroid based localization algorithm and its improvement using particle swarm optimization for wireless sensor networks under log normal shadowing

被引：20
|
作者：
Gupta V. [1 ]
Singh B. [2 ]
机构：
[1] Department of Electronics and Communication Engineering, SJPMLIET, Radaur, Yamuna Nagar, Haryana
[2] Department of Electronics and Communication Engineering, National Institute of Technology, Kurukshetra, Haryana
来源：
International Journal of Information Technology | 2020年 / 12卷 / 3期
关键词：
Centroid based localization algorithm; Particle swarm optimization; Wireless sensor networks;
D O I：
10.1007/s41870-018-0201-5
中图分类号：
学科分类号：
摘要：
Localization deals with the determination of coordinates of unknown nodes for proper routing of data in wireless sensor networks. The centroid based localization algorithm (CLA) has been explored to a great extent till date. Its basic and improved form suffers from large localization error. In the present work the basic range free centroid based localization algorithm is studied under log normal shadowing and evaluated in terms of localization error. Further the basic CLA is improved by using the particle swarm optimization (PSO) under the same environment. The localization error for basic and PSO based CLA is calculated by varying the anchor ratio, communication range, number of unknown nodes, and network area. In every condition the PSO based CLA performs well over basic CLA in terms of reduction in localization error. The localization error in the proposed work is smallest as compared to other known centroid based localization algorithms. © 2018, Bharati Vidyapeeth's Institute of Computer Applications and Management.
引用
收藏
页码：975 / 981
页数：6
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