Privacy Preservation in MIMO-OFDM Localization Systems: A Beamforming Approach

IF 5.5 3区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS IEEE Wireless Communications Letters Pub Date : 2025-04-11 DOI:10.1109/LWC.2025.3560219
Yuchen Zhang;Hui Chen;Musa Furkan Keskin;Alireza Pourafzal;Pinjun Zheng;Henk Wymeersch;Tareq Y. Al-Naffouri
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Abstract

We investigate an uplink MIMO-OFDM localization scenario where a legitimate base station (BS) aims to localize a user equipment (UE) using pilot signals transmitted by the UE, while an unauthorized BS attempts to localize the UE by eavesdropping on these pilots, posing a risk to the UE’s location privacy. To enhance legitimate localization performance while protecting the UE’s privacy, we formulate an optimization problem regarding the beamformers at the UE, aiming to minimize the Cramér-Rao bound (CRB) for legitimate localization while constraining the CRB for unauthorized localization above a threshold. A penalty dual decomposition optimization framework is employed to solve the problem, leading to a novel beamforming approach for location privacy preservation. Numerical results confirm the effectiveness of the proposed approach and demonstrate its superiority over existing benchmarks.
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MIMO-OFDM 定位系统中的隐私保护:波束成形方法
我们研究了一种上行MIMO-OFDM定位场景,其中合法基站(BS)旨在利用用户设备传输的导频信号对用户设备(UE)进行定位,而未经授权的基站试图通过窃听这些导频来对用户设备进行定位,从而对用户的位置隐私构成风险。为了在保护终端隐私的同时提高合法定位性能,我们提出了一个针对终端波束形成的优化问题,旨在最小化合法定位的cram r- rao边界(CRB),同时将未经授权定位的CRB限制在一个阈值以上。采用惩罚对偶分解优化框架解决这一问题,提出了一种新的波束形成位置隐私保护方法。数值结果证实了该方法的有效性,并证明了其优于现有基准的优越性。
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来源期刊
IEEE Wireless Communications Letters
IEEE Wireless Communications Letters Engineering-Electrical and Electronic Engineering
CiteScore
12.30
自引率
6.30%
发文量
481
期刊介绍: IEEE Wireless Communications Letters publishes short papers in a rapid publication cycle on advances in the state-of-the-art of wireless communications. Both theoretical contributions (including new techniques, concepts, and analyses) and practical contributions (including system experiments and prototypes, and new applications) are encouraged. This journal focuses on the physical layer and the link layer of wireless communication systems.
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