Genetic Algorithm based Wireless Sensor Network Localization

被引:25
|
作者
Zhang, Qingguo [1 ]
Wang, Jinghua [1 ]
Jin, Cong [1 ]
Ye, Junmin [1 ]
Ma, Changlin [1 ]
Zhang, Wei [1 ]
机构
[1] Huazhong Normal Univ, Dept Comp Sci, Wuhan 430079, Peoples R China
关键词
D O I
10.1109/ICNC.2008.206
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In most sensor network applications, the information gathered by sensors will be meaningless without the location of the sensor nodes. Node localization has been a topic of active research in recent years. Accurate self-localization capability is highly desirable in wireless sensor network. This paper proposes a genetic algorithm based localization(GAL). The proposed genetic algorithm adopts two new genetic operators: single-vertex-neighborhood mutation and the descend-based arithmetic crossover. Four example problems are used to evaluate the performance of the proposed algorithm. Simulation results show that our algorithm can achieve higher accurate position estimation than semi-definite programming with gradient search localization (SDPL) [11] and simulated annealing based localization (SAL)[13]. Compared to the usual crossover operator: simple arithmetic crossover, whole arithmetic crossover and single-point crossover, the proposed crossover can obtain a lower mean position error.
引用
收藏
页码:608 / 613
页数:6
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