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首页> 外文期刊>Procedia Computer Science >An Energy-Aware Routing Protocol for Wireless Sensor Networks Based on New Combination of Genetic Algorithm & k-means
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An Energy-Aware Routing Protocol for Wireless Sensor Networks Based on New Combination of Genetic Algorithm & k-means

机译:基于遗传算法和k-means新组合的无线传感器网络能量感知路由协议

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摘要

Wireless Sensor Networks (WSNs) consist of large number of sensors which having capabilities such as sensing, computing, and communicating. Beside these features, sensors have limited computational and communication power. Therefore, energy is a challenging issue in WSN networks. Clusters-based routing protocols are used to maximize network lifetime. In this paper, we propose a new combination of K-means and improved GAs to reduce energy consumption and extend network lifetime. The proposed method, reduce energy consumption by finding the optimum number of cluster head (CHs) nodes using improved Genetic Algorithm (GA). To balance energy distribution, a k-means-based algorithm, dynamically cluster the network. The simulations in NS-2 show the proposed algorithm has longer network lifetime than famous algorithms like LEACH, GAEEP and GABEEC protocols.
机译:无线传感器网络(WSN)由大量传感器组成,这些传感器具有传感,计算和通信等功能。除了这些功能,传感器的计算和通信能力也有限。因此,能源是WSN网络中一个具有挑战性的问题。基于群集的路由协议用于最大化网络寿命。在本文中,我们提出了一种新的结合K均值和改进GA的方法,以减少能耗并延长网络寿命。所提出的方法通过使用改进的遗传算法(GA)找到最佳的簇头(CH)节点数量来减少能耗。为了平衡能量分配,一种基于k均值的算法会动态地对网络进行群集。在NS-2中的仿真表明,该算法比LEACH,GAEEP和GABEEC协议等著名算法具有更长的网络寿命。

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