Integration of 5G and GNSS Technologies for Enhanced Positioning: An Experimental Study

IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Open Journal of the Communications Society Pub Date : 2024-10-28 DOI:10.1109/OJCOMS.2024.3487270
Mattia Brambilla;Marianna Alghisi;Bernardo Camajori Tedeschini;Alessandro Fumagalli;Florin Catalin Grec;Lorenzo Italiano;Chiara Pileggi;Ludovico Biagi;Stefano Bianchi;Andrea Gatti;Alessandro Goia;Monica Nicoli;Eugenio Realini
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Abstract

This paper presents an experimental study on the integration of the fifth generation (5G) cellular network and the Global Navigation Satellite System (GNSS) for positioning. Along with the use of experimental data collected from both 5G and GNSS deployed technologies, the novelty of this research includes the design of a Bayesian tracking methodology based on extended Kalman filtering for processing the 5G Time of Flights (TOFs) and jointly estimating the user position and the clock offsets of the 5G Base Stations (BSs), as well for their fusion with GNSS observations (both single and dual frequency). Data collection and experimental analyses are conducted in both static and mobile positioning scenarios. For standalone 5G positioning, we demonstrate the need of tracking the clock offsets of BSs, as they currently represent a primary impairment for precise positioning. In static conditions, we manage to reduce the positioning error from more than 100 m to approximately 5 m by jointly estimating these offsets and correct the TOFs accordingly, showcasing that the current 5G network is a possible alternative to single frequency code-only GNSS positioning. The 5G+GNSS hybrid solution is shown to guarantee a more reliable and accurate positioning as the two technologies mutually assist each other, particularly when single frequency GNSS processing is considered. On the other hand, when the GNSS receiver is able to perform dual frequency processing, location estimation does not benefit from the hybridization with 5G as GNSS is already highly accurate. Overall, the achieved results confirm the viability of 5G+GNSS integration from an experimental standpoint, showing the potentialities of the currently-deployed 5G network for positioning.
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整合 5G 和 GNSS 技术以增强定位功能:实验研究
本文介绍了一项关于第五代(5G)蜂窝网络与全球导航卫星系统(GNSS)整合定位的实验研究。除了使用从 5G 和 GNSS 部署技术中收集的实验数据外,本研究的新颖之处还包括设计一种基于扩展卡尔曼滤波的贝叶斯跟踪方法,用于处理 5G 飞行时间 (TOF)、联合估计用户位置和 5G 基站 (BS) 的时钟偏移,以及将其与 GNSS 观测(单频和双频)融合。数据收集和实验分析同时在静态和移动定位场景中进行。对于独立的 5G 定位,我们证明了跟踪 BS 时钟偏移的必要性,因为它们目前是精确定位的主要障碍。在静态条件下,我们通过联合估算这些偏移并相应修正 TOF,成功地将定位误差从 100 多米减少到约 5 米,这表明当前的 5G 网络是单频码 GNSS 定位的可能替代方案。事实证明,5G+GNSS 混合解决方案能够保证更可靠、更精确的定位,因为这两种技术能够相互协助,尤其是在考虑单频 GNSS 处理的情况下。另一方面,当全球导航卫星系统接收器能够进行双频处理时,由于全球导航卫星系统已经高度精确,定位估计并不能从与 5G 的混合中获益。总之,所取得的结果从实验角度证实了 5G+GNSS 集成的可行性,显示了当前部署的 5G 网络在定位方面的潜力。
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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来源期刊
CiteScore
13.70
自引率
3.80%
发文量
94
审稿时长
10 weeks
期刊介绍: The IEEE Open Journal of the Communications Society (OJ-COMS) is an open access, all-electronic journal that publishes original high-quality manuscripts on advances in the state of the art of telecommunications systems and networks. The papers in IEEE OJ-COMS are included in Scopus. Submissions reporting new theoretical findings (including novel methods, concepts, and studies) and practical contributions (including experiments and development of prototypes) are welcome. Additionally, survey and tutorial articles are considered. The IEEE OJCOMS received its debut impact factor of 7.9 according to the Journal Citation Reports (JCR) 2023. The IEEE Open Journal of the Communications Society covers science, technology, applications and standards for information organization, collection and transfer using electronic, optical and wireless channels and networks. Some specific areas covered include: Systems and network architecture, control and management Protocols, software, and middleware Quality of service, reliability, and security Modulation, detection, coding, and signaling Switching and routing Mobile and portable communications Terminals and other end-user devices Networks for content distribution and distributed computing Communications-based distributed resources control.
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