Performance Analysis of 5G Positioning Procedures on Resource-Constrained Devices

IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC
Nico Kalis;Christian Haubelt;Frank Golatowski
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引用次数: 0

Abstract

The fast positioning of targets in indoor environments poses a significant challenge on resource-constrained devices. Therefore, this article provides novel insights into fast positioning based on the fifth generation (5G) of mobile communication. Initially, a detailed introduction to 5G positioning focusing on a network-based approach that enables Enhanced Cell ID (E-CID) Location Information Transfer is given. To highlight this positioning approach, this article proposes an implementation of corresponding positioning procedures that are based on the New Radio Positioning Protocol A (NRPPa). Additionally, the performance of these positioning procedures is also investigated in terms of their time behavior using statistical methods. More specifically, based on a 5G positioning system, which is executed on two Raspberry Pi 5 single board computers, the Round Trip Time as well as the Periodical Time Interval metrics are examined depending on different parameters, such as the task priority, the thread pool size and the number of parallel executed positioning procedures. The results show that a resource-constrained Raspberry Pi 5 in combination with the proposed implementation is capable to handle the maximum of 256 parallel positioning procedures. In this case, however, the Round Trip Time increases by a factor of up to 829 compared to sequential processing. Furthermore, it is generally possible to transmit measurement data periodically, if the smallest Periodical Time Interval of 120 milliseconds is selected according to the 5G standard. In contrast to the Round Trip Time, the deviation of the Periodical Time Interval from the expected value can be kept largely constant independently of the degree of parallelism, if the thread pool size is decreased.
资源受限设备上5G定位程序性能分析
室内环境下目标的快速定位对资源受限的设备提出了重大挑战。因此,本文为基于第五代(5G)移动通信的快速定位提供了新的见解。首先,详细介绍了5G定位,重点介绍了基于网络的方法,该方法可实现增强型小区ID (E-CID)位置信息传输。为了强调这种定位方法,本文提出了一种基于新无线电定位协议A (NRPPa)的相应定位程序的实现。此外,这些定位程序的性能也在他们的时间行为方面使用统计方法进行了调查。更具体地说,基于在两台Raspberry Pi 5单板计算机上执行的5G定位系统,根据不同的参数(如任务优先级、线程池大小和并行执行的定位过程的数量)检查往返时间和周期时间间隔指标。结果表明,资源受限的树莓派5与所提出的实现相结合,能够处理最多256个并行定位过程。然而,在这种情况下,与顺序处理相比,往返时间最多增加了829倍。此外,如果根据5G标准选择最小的“周期时间间隔”(periodic Time Interval)为120毫秒,则通常可以周期性地传输测量数据。与Round Trip Time相反,如果线程池大小减小,则周期性时间间隔与期望值的偏差可以在很大程度上保持恒定,与并行度无关。
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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