Multi dimensional analysis of sensor communication processes

Mohamed Amine Korteby, Zoltán Gál, P. Polgár
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引用次数: 2

Abstract

The Internet of Things requires communication mechanism to be optimal not only from the data transfer but from the energy consumption point of view, too. One of the most analyzed types of the sensor network is Low Energy Adaptive Clustering Hierarchy (LEACH) system depending on the population density, algorithm of cluster head election, heterogeneity of the energy and physical position of the nodes, velocity of the sink node, data aggregation rate and size of the data frame. Complexity of the system has been analyzed based on status data series of 360 simulation cases. New family of wireless sensor network (WSN) system is proposed with name CB-LEACH, having better characteristics than the classical LEACH system. The service ability of sensor network and dependency properties was done with analytic technique based on Singular Value Decomposition (SVD). Using this method there were identified most important modes serving as basis to regenerate responses of the studied sensor systems. It was found that the number of significant modes is just six. The novelty of the paper is a proof of concept that SVD is a useful multidimensional tool which can be used for describing the behavior of the newly proposed CB-LEACH family of sensor network
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传感器通信过程的多维分析
物联网不仅从数据传输的角度要求通信机制达到最优,而且从能耗的角度要求通信机制达到最优。基于人口密度、簇头选择算法、节点的能量和物理位置的异构性、汇聚节点的速度、数据聚合率和数据帧的大小,低能量自适应聚类层次(LEACH)系统是被分析最多的传感器网络类型之一。基于360仿真案例的状态数据序列,分析了系统的复杂性。提出了一种新的无线传感器网络(WSN)系统,命名为CB-LEACH,具有比经典LEACH系统更好的特性。利用基于奇异值分解(SVD)的分析技术对传感器网络的服务能力和依赖特性进行了分析。利用该方法可以识别出最重要的模态,并以此为基础来重新生成所研究的传感器系统的响应。结果发现,有效模态的数量只有6个。本文的新颖之处是证明奇异值分解是一种有用的多维工具,可以用来描述新提出的CB-LEACH系列传感器网络的行为
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