基于遗传算法和节点移动性的无线传感器网络高效聚类方法

O. Banimelhem, M. Mowafi, E. Taqieddin, F. Awad, Manar Al Rawabdeh
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引用次数: 19

摘要

无线传感器网络中的节点聚类通过减少节点间的通信能量,平衡节点间的剩余能量,从而延长网络寿命。本文提出了一种新的基于遗传的方法,提高了无线传感器网络中LEACH聚类协议的性能。该方法利用传感器节点的移动性特征来缩短簇头与基站之间的通信距离。在每一轮中,簇头的新位置使用遗传算法确定。仿真结果表明,该方法在网络寿命和平均剩余能量方面优于LEACH。
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An efficient clustering approach using genetic algorithm and node mobility in wireless sensor networks
Node clustering in wireless sensor networks helps in extending the network life time by reducing the nodes' communication energy and balancing their remaining energy. This paper presents a new genetic-based approach that improves the performance of the LEACH clustering protocol used in wireless sensor networks. The proposed approach utilizes the mobility feature of sensor nodes in order to reduce the communication distances between the cluster heads and the base station. In each round, new locations of the cluster heads are determined using a genetic algorithm. The simulation results demonstrate that the proposed approach outperforms LEACH in terms of network lifetime and average remaining energy.
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