System error estimation for sensor network with integrated sensing and communication application

被引:0
|
作者
Yan, Junkun [1 ]
Zhai, Ruiyang [1 ]
Yan, Tihua [2 ]
Pu, Wenqiang [3 ]
Luo, Jiajin [4 ]
Liu, Hongwei [1 ]
机构
[1] Xidian Univ, Natl Key Lab Radar Signal Proc, Xian 710071, Peoples R China
[2] Xidian Univ, Guangzhou Res Inst, Xian 710071, Peoples R China
[3] Shenzhen Res Inst Big Data, Shenzhen 518000, Peoples R China
[4] Huawei Technol Co Ltd, Shenzhen, Peoples R China
基金
中国国家自然科学基金;
关键词
Sensor registration; Cooperative targets; Inexact block coordinate descent algorithm; Proximal method; TARGET TRACKING; RESOURCE-ALLOCATION; REGISTRATION; ALGORITHM; FUSION;
D O I
10.1016/j.sigpro.2023.109200
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
The integrated sensing and communication base station can perform both communication and sensing tasks simultaneously. The key premise of accurate localization and tracking of targets is sensor registration process. If system errors of multi-sensor system are not corrected properly, it can lead to significant sensing errors and reduce the overall system performance. In this paper, we propose a system error estimation method for a 3-dimensional asynchronous base station network to achieve satisfactory localization and tracking performance. Specifically, by making use of the priori information of the cooperative targets, we propose to minimize the sum of squares of the position mismatch errors of the targets, this leads to a nonlinear error estimation model for the system errors. To handle the high nonlinearity and ensure fast convergence of online registration, an efficient inexact block coordinate descent optimization algorithm incorporating the proximal method is proposed. The algorithm divides the estimation problem into a linear least square subproblem and several quadratic constrained quadratic program subproblems, enabling different kinds of system errors to be alternatively updated. Finally, the effectiveness and feasibility of the proposed estimation algorithm are demonstrated through numerical simulation.
引用
收藏
页数:10
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