Connectivity-based virtual potential field localization in wireless sensor networks

Chao Yang, Weiping Zhu, Wen Wang, Lijun Chen, Daoxu Chen, Jiannong Cao
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引用次数: 4

Abstract

In wireless sensor networks, the connectivity-based localization protocols are widely studied due to low cost and no requirement for special hardware. Many connectivity-based algorithms rely on distance estimation between nodes according to their hop count, which often yields large errors in anisotropic sensor network. In this paper, we propose a virtual potential field algorithm, in which the estimated positions of unknown nodes are iteratively adjusted by eliminating the inconsistency to the connectivity constraint. Unlike current connectivity-based algorithms, VPF effectively exploits the connectivity constraint information, regardless of distance estimation between nodes, thus achieving high localization accuracy in both isotropic and anisotropic sensor networks. Simulation results show that VPF improves the localization accuracy by an average of 47% compared with MDS in isotropic network, and 42% compared with PDM in anisotropic network. As a refinement procedure, the average improvement factor of VPF is 56% and 50%, based on MDS and PDM respectively.
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无线传感器网络中基于连通性的虚拟势场定位
在无线传感器网络中,基于连接的定位协议因其成本低、不需要特殊的硬件而受到广泛的研究。在各向异性传感器网络中,许多基于连通性的算法依赖于节点间跳数的距离估计,这往往会产生较大的误差。本文提出了一种虚拟势场算法,该算法通过消除连接约束的不一致性来迭代调整未知节点的估计位置。与目前基于连通性的算法不同,VPF有效地利用了连通性约束信息,而不考虑节点之间的距离估计,从而在各向同性和各向异性传感器网络中都实现了较高的定位精度。仿真结果表明,VPF在各向异性网络中的定位精度比MDS平均提高47%,在各向异性网络中比PDM平均提高42%。作为一种改进方法,基于MDS和PDM的VPF平均改进系数分别为56%和50%。
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