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High Efficient Localization Algorithm Applied in Complicated 3D Wireless Sensor Networks (ELCV)

机译:高效的定位算法在复杂的3D无线传感器网络(ELCV)中的应用

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摘要

This paper proposes a high efficient localization algorithm that can be used in complicated vile 3D Wireless Sensor Networks (WSNs), which is called ELCV. A general Gaussian noise model is introduced to characterize the non-ideal nature of listened background noise observed in WSNs. Meanwhile sensor nodes with random communication range are placed in the WSNs to better adapt complicated multi-variant wireless environment. A spatial central point algorithm (ELCV) is addressed to provide robust estimation of acoustic source locations in the presence of assistant anchors. In this algorithm sensor nodes are equipped with random communication range that can be changed during a set scope. With ELCV, each individual unknown node will acquire data packages from anchors and then solve for a spatial node on some given point in cube space formed by eight neighbor anchors. With other three related anchor nodes around symmetric tetrahedron can be formed. Finally in this symmetric tetrahedron, centroid algorithm is added to compute estimated node position with accuracy and robustness. The localization mechanism has been implemented in Matlab simulation software. The effectiveness and robustness of ELCV algorithm are clearly demonstrated through extensive simulation results.
机译:本文提出了一种可用于复杂的3D无线传感器网络(WSN)的高效定位算法,称为ELCV。引入了一般的高斯噪声模型来表征在无线传感器网络中观察到的背景噪声的非理想特性。同时,将具有随机通信范围的传感器节点放置在WSN中,以更好地适应复杂的多变量无线环境。解决了空间中心点算法(ELCV)以在存在辅助锚点的情况下提供对声源位置的可靠估计。在该算法中,传感器节点配备有可以在设定范围内更改的随机通信范围。使用ELCV,每个单独的未知节点将从锚点获取数据包,然后求解由八个相邻锚点组成的多维数据集空间中某个给定点上的空间节点。与其他三个相关的锚节点可以围绕对称四面体形成。最后,在这个对称的四面体中,添加了质心算法,以计算精度和鲁棒性的估计节点位置。定位机制已在Matlab仿真软件中实现。通过广泛的仿真结果清楚地证明了ELCV算法的有效性和鲁棒性。

著录项

  • 来源
  • 作者

    Hua Wu; Jianping Xing; Yang Liu;

  • 作者单位

    School of Information Science and Electric Engineering, Shandong Jiaotong University Jinan 250357, China;

    School of Information Science and Engineering, Shandong University, Jinan 250100, China;

    School of Information Science and Electric Engineering, Shandong Jiaotong University Jinan 250357, China,School of Information Science and Engineering, Shandong University, Jinan 250100, China,School of Electronic and Information Engineering, Beihang University, Beijing 100191, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    ELCV; WSNs; Localization Algorithm; Gaussin Noise; Random Communication Range;

    机译:ELCV;无线传感器网络;定位算法;高斯噪声;随机通讯范围;

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