Multiple-Epoch Joint Localization and Synchronization in a 5G System

Lu Bai, Chao Sun, Andrew G. Dempster, Wenquan Feng, Yingzhe He
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Abstract

Currently, the usage of GNSS signals for positioning in challenging propagation conditions like urban and indoor scenarios is still an open problem. The 5G network-based localization technique can help relieve the problem of lacking visible satellites in urban environments. Even it can work as an independent positioning means in the GNSS denied environments. However, in real applications, due to the limited cost, the 5G BSs cannot be equipped with expensive atomic clocks to keep time. Thus, the 5G interBS synchronization error cannot be ignored simply, which becomes a main limiting factor for 5G-based positioning techniques. To address the impact of 5G inter-BS synchronization error on positioning accuracy, this work proposes a multiple-epoch jointly localization and synchronization algorithm. We model the synchronization error of each BS as an unknown quantity to solve. This makes it possible to estimate the synchronization error of each BS precisely and finally get rid of the effect. Then we employ the correlation feature over multiple epochs to reduce the overall number of quantities to estimate. The Taylor series least square method is extended to fuse time of arrival (TOA) - angle of departure (AOD) measurements for positioning scheme. Further, the lower bound of positioning error of the proposed method, namely Cramer Rao Lower Bound (CRLB), is derived mathematically. Results show that the proposed method significantly reduce the positioning error compared with three baseline methods. It achieves joint localization and synchronization to improve the positioning accuracy in an imperfectly-synchronous 5G network.
5G系统中的多历元联合定位与同步
目前,在城市和室内等具有挑战性的传播条件下使用GNSS信号进行定位仍然是一个悬而未决的问题。基于5G网络的定位技术有助于缓解城市环境中缺乏可见卫星的问题。甚至可以在GNSS拒绝的环境下作为独立的定位手段。然而,在实际应用中,由于成本有限,5G基站无法配备昂贵的原子钟来保持时间。因此,5G interBS同步误差不容忽视,成为5G定位技术发展的主要制约因素。为了解决5G bs间同步误差对定位精度的影响,本文提出了一种多历元联合定位同步算法。我们将每个BS的同步误差建模为一个未知量来求解。这使得精确估计每个BS的同步误差成为可能,并最终摆脱影响。然后,我们利用多个时代的相关特征来减少需要估计的数量。将泰勒级数最小二乘法推广到融合到达时间(TOA) -出发角(AOD)测量的定位方案中。在此基础上,推导了该方法的定位误差下界,即Cramer - Rao下界(CRLB)。结果表明,与三种基线方法相比,该方法显著降低了定位误差。实现了联合定位和同步,提高了在不完全同步的5G网络下的定位精度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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