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An energy-aware distributed clustering protocol in wireless sensor networks using fuzzy logic

机译:无线传感器网络中基于模糊逻辑的能量感知分布式聚类协议

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摘要

Clustering is an effective approach for organizing a network into a connected hierarchy, load balancing, and prolonging the network lifetime. On the other hand, fuzzy logic is capable of wisely blending different parameters. This paper proposes an energy-aware distributed dynamic clustering protocol (ECPF) which applies three techniques: (1) non-probabilistic cluster head (CH) elections, (2) fuzzy logic, and (3) on demand clustering. The remaining energy of the nodes is the primary parameter for electing tentative CHs via a non-probabilistic fashion. A non-probabilistic CH election is implemented by introducing a delay inversely proportional to the residual energy of each node. Therefore, tentative CHs are selected based on their remaining energy. In addition, fuzzy logic is employed to evaluate the fitness (cost) of a node in order to choose a final CH from the set of neighboring tentative CHs. On the other hand, every regular (non CH) node elects to connect to the CH with the least fuzzy cost in its neighborhood. Besides, in ECPF, CH elections are performed sporadically (in contrast to performing it every round). Simulation results demonstrate that our approach performs better than well known protocols (LEACH, HEED, and CHEF) in terms of extending network lifetime and saving energy.
机译:群集是一种有效的方法,可以将网络组织到连接的层次结构中,实现负载平衡并延长网络寿命。另一方面,模糊逻辑能够明智地融合不同的参数。本文提出了一种能源感知的分布式动态聚类协议(ECPF),该协议采用三种技术:(1)非概率簇头(CH)选择,(2)模糊逻辑和(3)按需聚类。节点的剩余能量是通过非概率方式选举临时CH的主要参数。通过引入与每个节点的剩余能量成反比的延迟来实现非概率CH选择。因此,根据其剩余能量选择临时CH。另外,采用模糊逻辑来评估节点的适应性(成本),以便从相邻的临时CH集合中选择最终的CH。另一方面,每个常规(非CH)节点选择以其附近的模糊成本最小的方式连接到CH。此外,在ECPF中,CH选举是偶尔进行的(与每轮选举不同)。仿真结果表明,在延长网络寿命和节省能源方面,我们的方法比众所周知的协议(LEACH,HEED和CHEF)性能更好。

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