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An energy efficient routing protocol using hybrid evolutionary algorithm in wireless sensor networks

机译:无线传感器网络中使用混合进化算法的节能路由协议

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摘要

Recently wireless sensor networks (WSNs) poked interest of many researchers for developing energy efficient clustering and routing protocol. Low-energy adaptive clustering hierarchy (LEACH), a well-known technique, depends on probability model and fails to maximise the energy efficiency. In this paper, a novel method to improve the network lifetime by combining ability of genetic algorithm (GA) and Tabu search (TS). Not to mention the greater advantage of the hybrid evolutionary algorithm for optimal selection of cluster heads (CHs) based on Tabu search algorithm. Most of the evolutionary algorithm (EA) based routing protocols prolong the lifetime of the network but it reduces the stability period. Using the proposed hybrid evolutionary algorithm, the stability period can be improved by selecting essential component for the fitness function; the best shortest path for routing a data among the network can be achieved by using Tabu search algorithm. The simulation is carried out in homogeneous network, it demonstrates that hybrid protocol is increasing the efficiency of network by reducing energy consumption and maximise network lifetime. By introducing hybrid algorithm, the stability period has been greatly enhanced as well.
机译:最近无线传感器网络(WSNS)对许多研究人员的兴趣令人兴趣,以开发能源有效的聚类和路由协议。低能量自适应聚类层次结构(LEACH),一种众所周知的技术取决于概率模型,并且不能最大化能量效率。本文通过组合遗传算法(GA)和禁忌搜索(TS)来改善网络寿命的新方法。不提到混合进化算法的较大优势,以基于禁忌搜索算法最佳选择簇头(CHS)。基于进化算法(EA)的大多数路由协议延长了网络的寿命,但它降低了稳定时段。使用所提出的混合进化算法,通过选择适合功能的基本组件,可以提高稳定性时段;可以通过使用禁忌搜索算法来实现用于路由网络之间的数据的最短路径。仿真在均匀网络中进行,展示了混合协议通过降低能量消耗并最大化网络寿命来提高网络的效率。通过引入混合算法,稳定性期间也得到了大大提高。

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