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首页> 外文期刊>International journal of wireless information networks >Balanced Density-Based Clustering Technique Based on Distributed Spatial Analysis in Wireless Sensor Network
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Balanced Density-Based Clustering Technique Based on Distributed Spatial Analysis in Wireless Sensor Network

机译:无线传感器网络中基于分布式空间分析的基于平衡密度的聚类技术

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摘要

Clustering in wireless sensor networks (WSNs) is an important stage for the communication between sensor nodes. Many clustering techniques were proposed with different characteristics. The main goal of them is to facilitate a power-aware communication between a large number of deployed nodes. One of the important factors which affect the clustering process is the distribution of the nodes. In many real situations, the distribution of nodes is random. This type of distribution produces a network with different density sub-regions. A different number of nodes in each sub-region of the network means different communication load and therefore different energy consumptions. This work proposes a distributed density-based clustering technique called "spatial density-based clustering for WSNs." It aims to achieve balanced energy consumption all over the constructed clusters. This is done with the help of a simple initial spatial analysis for the distribution of the nodes before the clustering process. This analysis divides the network to sub-regions according to their density level. Clusters formed in each sub-region will use a suitable size according to the measured density level. Simulation results show that the proposed technique achieves less power consumption and therefore longer network lifetime when compared with other clustering techniques.
机译:无线传感器网络(WSN)中的群集是传感器节点之间通信的重要阶段。提出了许多具有不同特征的聚类技术。它们的主要目的是促进大量已部署节点之间的功率感知通信。影响群集过程的重要因素之一是节点的分布。在许多实际情况下,节点的分布是随机的。这种分布产生了具有不同密度子区域的网络。网络每个子区域中不同数量的节点意味着不同的通信负载,因此意味着不同的能耗。这项工作提出了一种称为“ WSN的基于空间密度的聚类”的基于密度的分布式聚类技术。该技术旨在在整个构建的集群中实现均衡的能耗。这是通过在聚类过程之前对节点的分布进行简单的初始空间分析来完成的。该分析根据其密度级别将网络划分为子区域。每个子区域中形成的簇将根据测得的密度水平使用合适的大小。仿真结果表明,与其他聚类技术相比,该技术实现了更低的功耗,因此网络寿命更长。

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