The Multidimensional Scaling and Barycentric Coordinates Based Distributed Localization in Wireless Sensor Networks

Cuiqin Hou, Yibin Hou, Zhangqin Huang, Huibing Zhang
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引用次数: 3

Abstract

Position information is vital for wireless sensor networks in many applications. In this paper, based on the barycentric coordinate system, we incorporate a term constrains sensors to remain the intrinsic structure revealed by range measurements between neighboring nodes into the STRESS function, which is the cost function optimized by the distributed weighted-multidimensional scaling algorithm (dwMDS). By minimizing the modified cost function, we derive a distributed localization algorithm called the Multidimensional Scaling and Barycentric Coordinates based Distributed Localization Algorithm (MDS_BC_DLA). Experimental results on four different types of WSNs show MDS_BC_DLA outperforms dwMDS.
基于多维尺度和重心坐标的无线传感器网络分布式定位
在许多应用中,位置信息对无线传感器网络至关重要。本文在质心坐标系的基础上,将一项约束传感器保留相邻节点间距离测量所揭示的内在结构的概念引入到应力函数中,该应力函数是采用分布式加权多维尺度算法(dwMDS)优化的代价函数。通过最小化修改后的代价函数,我们推导出一种分布式定位算法,称为基于多维尺度和重心坐标的分布式定位算法(MDS_BC_DLA)。在四种不同类型WSNs上的实验结果表明,MDS_BC_DLA优于dwMDS。
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