Cooperative Positioning of Wireless Networks in Complex Propagation Environments

Peiyue Jiang;Xiaobo Gu;Haibo Zhou
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Abstract

Cooperative positioning in wireless networks has attracted great attention in recent years, as many applications require the exact location of all member nodes. The pairwise distance between the member nodes is conventionally constructed as an Euclidean Distance Matrix (EDM) for subsequent location estimation. In this paper, we address the problem of cooperative positioning in complex propagation environments, which results in an incomplete EDM. We proposed an improved EDM recovery algorithm based on low tank matrix completion (LRMC), which makes use of the sensor correlation by Laplacian and trace minimization. In addition, we derive a semi-definite relaxation estimator to localize the unknown sensors. Simulations are conducted to evaluate the performance of the proposed algorithm and the results show that the proposed method outperforms existing ones in both matrix completion and positioning accuracy.
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复杂传播环境中的无线网络合作定位
近年来,无线网络中的协同定位引起了人们的极大关注,因为许多应用都需要所有成员节点的精确位置。成员节点之间的成对距离通常被构建为欧氏距离矩阵(EDM),用于后续的位置估计。在本文中,我们讨论了在复杂传播环境中合作定位的问题,该问题会导致 EDM 不完整。我们提出了一种基于低槽矩阵补全(LRMC)的改进型 EDM 恢复算法,该算法通过拉普拉斯和迹线最小化利用传感器相关性。此外,我们还推导出一种半有限松弛估计器来定位未知传感器。仿真评估了所提算法的性能,结果表明所提方法在矩阵补全和定位精度方面都优于现有方法。
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Table of Contents IEEE Journal on Selected Areas in Communications Publication Information Guest Editorial Integrated Ground-Air-Space Wireless Networks for 6G Mobile—Part I IEEE Communications Society Information IEEE Open Access Publishing
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