Feasibility analysis of low-cost GNSS receivers for achieving required positioning performance in CAV applications

Yijian Cui, Xiaolin Meng, Qusen Chen, Yang Gao, Changxue Xu, Simon Roberts, Yi-Ting Wang
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引用次数: 13

Abstract

For Connected and Autonomous Vehicle (CAV) applications, the location solution is desired to provide better than 0.1m real-time positioning accuracy. This level of accuracy can only be achieved by using geodetic GNSS receivers under an open sky observation condition, and each unit costs around £20,000. This kind of geodetic GNSS receiver is not a good option for mass market use in terms of price and ubiquity aspects. Therefore, using low-cost receiver to achieve real-time, high accuracy and ubiquitous positioning performance could be a future trend. This paper will first establish a framework of assessing low-cost receivers based on required navigation performance (RNP) concept in aviation and required accuracy categories in ITS. Then adynamic test that was conducted to simulate the future CAV driving environment will be introduced. Under the guidance of the former established framework, the collected data was post-processed to explore the real positioning performance of both two grades receivers. By comparing real-time/post-processed results and high-end/low-cost receivers, the limitations and technical gaps between two types of receivers, as well as current positioning solution and required positioning performance will be identified.
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低成本GNSS接收机在CAV应用中实现所需定位性能的可行性分析
对于联网和自动驾驶汽车(CAV)应用,定位解决方案需要提供优于0.1m的实时定位精度。这种精度水平只能通过在开放天空观测条件下使用大地GNSS接收器来实现,每个单元的成本约为20,000英镑。这种大地测量GNSS接收机在价格和普及方面不是大众市场使用的好选择。因此,利用低成本的接收机实现实时、高精度和无所不在的定位性能可能是未来的发展趋势。本文将首先建立一个基于航空所需导航性能(RNP)概念和ITS所需精度类别的低成本接收机评估框架。然后介绍了为模拟未来自动驾驶汽车的行驶环境而进行的动态测试。在之前建立的框架的指导下,对采集到的数据进行后处理,探索两个等级接收机的真实定位性能。通过对比实时/后处理结果和高端/低成本接收机,找出两类接收机的局限性和技术差距,以及目前的定位方案和所需的定位性能。
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