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A power efficient cluster-based routing algorithm for wireless sensor networks: Honeybees swarm intelligence based approach

机译:一种用于无线传感器网络的高效节能的基于集群的路由算法:基于蜜蜂群智能的方法

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The design of low-power scalable wireless sensor networks remains a key challenge of the research. Clustering and routing have been widely studied for extending the lifetime of a network, which is a critical issue in sensor networks. Routing involves non-negligible operations, which considerably affect the network lifetime and the throughput. The clustering technique with data aggregation on cluster heads has an influence on the overall performance of the network since it is favoring a maximum network lifetime. This paper presents a novel cluster-based routing protocol called ABC-SD. The proposed protocol exploits the biologically inspired fast and efficient searching features of the Artificial Bee Colony metaheuristic to build low-power clusters. For the choice of cluster heads, a multi-objective fitness function is designed by using a Linear Programming formulation. The routing problem is addressed by a cost-based function that makes a trade-off between the energy efficiency and the number of hops of the path. The clustering process is achieved at the Base Station with a centralized control algorithm, which exploits energy levels and the neighborhood information of location-unaware sensors. As for the routing of gathered data, it is realized in a distributed manner. Furthermore, unlike the existing protocols in the literature, a realistic energy model is adopted in the considered network model. The proposed protocol is intensively experimented with a number of topologies in various network scenarios and the results are compared with the well-known cluster-based routing protocols that include the swarm intelligence based protocols. The obtained results demonstrate the effectiveness of the proposed protocol in terms of network lifetime, network coverage and the amount of packets delivered to the Base Station. (C) 2016 Elsevier Ltd. All rights reserved.
机译:低功耗可扩展无线传感器网络的设计仍然是研究的关键挑战。群集和路由已被广泛研究以延长网络寿命,这是传感器网络中的关键问题。路由涉及不可忽略的操作,这极大地影响了网络寿命和吞吐量。在群集头上进行数据聚合的群集技术会影响网络的整体性能,因为它有利于最大网络寿命。本文提出了一种新颖的基于群集的路由协议,称为ABC-SD。拟议的协议利用人工蜂群元启发法的生物学启发快速有效的搜索功能来构建低功率集群。为了选择簇头,使用线性规划公式设计了多目标适应度函数。路由问题通过基于成本的功能解决,该功能在能量效率和路径的跳数之间进行权衡。集群过程是在基站采用集中控制算法实现的,该算法利用能量水平和位置感知传感器的邻域信息。至于收集数据的路由,它是以分布式方式实现的。此外,与文献中的现有协议不同,在考虑的网络模型中采用了现实的能源模型。在各种网络情况下,对所提出的协议进行大量的拓扑实验,并将结果与​​众所周知的基于集群的路由协议进行比较,其中包括基于群智能的协议。获得的结果证明了该协议在网络寿命,网络覆盖范围和传送给基站的数据包数量方面的有效性。 (C)2016 Elsevier Ltd.保留所有权利。

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