INTELLIGENT RELAY NODE PLACEMENT IN HETEROGENEOUS WIRELESS SENSOR NETWORKS FOR ENERGY EFFICIENCY

被引:0
|
作者
Lanza-Gutierrez, Jose M. [1 ]
Gomez-Pulido, Juan A. [1 ]
Vega-Rodriguez, Miguel A. [1 ]
机构
[1] Univ Extremadura, Polytech Sch, Dept Computers & Communicat Technol, Caceres 10003, Spain
来源
关键词
Artificial bee colony; energy consumption; NSGA-II; relay node; SPEA2; wireless sensor networks; LIFETIME; ALGORITHM; OPTIMIZATION; DEPLOYMENT; NORMALITY;
D O I
10.2316/Journal.206.2014.3.206-4006
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
At present, wireless sensor networks (WSNs) are widely used due to their low-cost devices and its easy deployment. Such networks have an important constraint: WSNs are particularly sensitive to energy consumption. This paper focuses on how to add routers to a previously established static WSN to simultaneously optimize two important features: energy consumption and covered area. This np-hard multi-objective optimization problem was solved by evolutionary computation, considering two well-known multi-objective genetic algorithms (NSGA-II and SPEA2), and a multi-objective adaptation of a novel swarm intelligence algorithm based on the behaviour of an artificial bee colony (ABC). The results obtained are analyzed in depth by means of a widely used statistical methodology that considers two multi-objective quality indicators: hypervolume and set coverage. We conclude that ABC provides better performance than standards NSGA-II and SPEA2. In addition, a comparative study is added where the gains in fitness values from including relay nodes are shown.
引用
收藏
页码:274 / 286
页数:13
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