GENETIC ALGORITHM FOR ENERGY-EFFICIENT TREES IN WIRELESS SENSOR NETWORKS

被引:7
作者
Hussain, Sajid [1 ]
Islam, Obidul [1 ]
机构
[1] Acadia Univ, Jodrey Sch Comp Sci, Wolfville, NS B0P 1X0, Canada
来源
ADVANCED INTELLIGENT ENVIRONMENTS | 2009年
关键词
Wireless sensor networks; Genetic algorithm; Energy efficient; Data aggregation trees;
D O I
10.1007/978-0-387-76485-6_7
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This chapter presents a genetic algorithm (GA) to generate balanced and energy-efficient data aggregation spanning trees for wireless sensor networks. In a data gathering round, a single best tree consumes lowest energy from all nodes but assigns more load to some sensors. As a result, the energy resources of heavily loaded nodes will be depleted earlier than others. Therefore, a collection of trees need to be used that balance load among nodes and consume less energy. The proposed GA takes these two issues in generating aggregation trees. The GA is simulated in an open-source simulator, J-sim. The simulation results show that proposed GA outperforms a few other data aggregation tree-based approaches in terms of extending network lifetime.
引用
收藏
页码:139 / 173
页数:35
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