Cooperative Positioning of Wireless Networks in Complex Propagation Environments

被引:0
|
作者
Jiang, Peiyue [1 ]
Gu, Xiaobo [1 ]
Zhou, Haibo [2 ]
机构
[1] Guangdong Univ Technol, Sch Integrated Circuits, Guangzhou 510006, Peoples R China
[2] Nanjing Univ, Sch Elect Sci & Engn, Nanjing 210008, Peoples R China
基金
中国国家自然科学基金;
关键词
Distance measurement; Correlation; Wireless sensor networks; Signal processing algorithms; Position measurement; Minimization; Accuracy; Cooperative positioning; graph Laplacian; low rank matrix completion; manifold learning; semi-definite programming; MATRIX COMPLETION; MOBILE NETWORKS; LOCALIZATION; OPTIMIZATION; RELAXATION; ALGORITHM;
D O I
10.1109/JSAC.2024.3414589
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
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.
引用
收藏
页码:2877 / 2889
页数:13
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