5G定位:对早期数据集的分析
Chiara Pileggi1, Florin Catalin Grec1,2, Ludovico Biagi1
1DICA Politecnico di Milano, Piazza Leonardo Da Vinci 32, 20133 Milano, Italy.
Sensors (Basel, Switzerland)
|November 25, 2023
概括
使用5G到达时间 (ToA) 的混合定位为全球导航卫星系统 (GNSS) 提供了一个有希望的替代方案. 现场测量显示了十米到米级的准确性,在具有挑战性的环境中增强了导航.
科学领域:
- 工程 工程师 工程师 工程师
- 计算机科学 计算机科学
- 地理学就是地质学.
背景情况:
- 全球导航卫星系统 (GNSS) 是定位的标准,但在信号阻碍区域面临限制.
- 新兴的5G技术通过整合到达时间 (ToA) 测量来实现"混合定位",以提高距离.
- 在GINTO5G项目中,研究了5G ToA对于定位应用的可行性.
研究的目的:
- 分析和处理5G ToA数据的现场测量,以定位.
- 通过使用5G观测来评估不同的用户位置确定算法.
- 在不同环境中经验性评估基于5G的定位准确性.
主要方法:
- 使用11个复制5G基站和一个移动5G接收器进行了现实世界的测量活动.
- 在室内,室外开放天空和阻塞场景中收集了ToA数据.
- 使用最小平方法处理5G数据,比较各种位置确定策略.
主要成果:
- 在具有挑战性的条件下,所取得的位置精度从十米到几米不等.
- 证明了5G ToA测量的潜力,在某些场景中补充或取代GNSS.
- 初步分析表明,基于5G的混合定位具有有希望的性能.
结论:
- 5G ToA测量显示了混合定位的巨大潜力,特别是在GNSS可见度有限的地方.
- 评估的算法和方法为准确的基于5G的本地化提供了基础.
- 为了优化5G定位系统,需要进一步的研究和开发.
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