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A Two-Tier Distributed Fuzzy Logic Based Protocol for Efficient Data Aggregation in Multihop Wireless Sensor Networks

机译:基于两层分布式模糊逻辑的多跳无线传感器网络中有效数据聚合协议

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This study proposes a two-tier distributed fuzzy logic based protocol (TTDFP) to improve the efficiency of data aggregation operations in multihop wireless sensor networks (WSNs). Clustering is utilized for efficient aggregation requirements in terms of consumed energy. In a clustered network, member (leaf) nodes transmit obtained data to cluster-heads (CHs) and CHs relay received packets to the base station. In multihop wireless networks, this CH-generated transmission occurs over other CHs. Due to the adoption of a multihop topology, hotspots and/or energy-hole problems may arise. This article proposes a TTDFP to extend the lifespan of multihop WSNs by taking the efficiency of clustering and routing phases jointly into account. TTDFP is a distribution-adaptive protocol that runs and scales sensor network applications efficiently. Additionally, along with the two-tier fuzzy logic based protocol, we utilize an optimization framework to tune the parameters used in the fuzzy clustering tier in order to optimize the performance of a given WSN. This paper also includes performance comparisons and experimental evaluations with the selected state-of-the-art algorithms. The experimental results reveal that TTDFP performs better than any other protocols under the same network setup considering metrics used for comparing energy-efficiency and network lifespan of the protocols.
机译:这项研究提出了一种基于两层分布式模糊逻辑的协议(TTDFP),以提高多跳无线传感器网络(WSN)中数据聚合操作的效率。就消耗的能量而言,聚类用于有效的聚合要求。在群集网络中,成员(叶)节点将获得的数据传输到群集头(CH),并且CH将接收到的数据包中继到基站。在多跳无线网络中,此CH生成的传输发生在其他CH上。由于采用了多跳拓扑,因此可能会出现热点和/或能量空穴问题。本文提出了一种TTDFP,通过同时考虑群集和路由阶段的效率来延长多跳WSN的寿命。 TTDFP是一种分发自适应协议,可有效运行和扩展传感器网络应用程序。此外,连同基于两层模糊逻辑的协议,我们利用优化框架来调整用于模糊聚类层的参数,以优化给定WSN的性能。本文还包括使用选定的最新算法进行的性能比较和实验评估。实验结果表明,考虑到用于比较协议的能源效率和网络寿命的指标,TTDFP在同一网络设置下的性能要优于任何其他协议。

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