A modeling of GPS error distributions

Abdellah El Abbous, Nel Samanta
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引用次数: 13

Abstract

There are numerous uses of Global Navigation Satellite Systems (GNSS): navigation, of course, but also various optimizations, such as routing or handover protocols in telecommunication networks. Moreover, energy saving approaches may also be based on the use of the locations of the various entities involved. Most of the time, the positioning is considered to be “perfect”: no uncertainty on the values, sometimes leading to inappropriate results and conclusions concerning the above-mentioned optimizations. This paper intends to provide the various communities with a simple, proved and easy to use statistical model of the error distributions of the GPS positioning. A large measurement campaign has been carried out in order to provide the model with a representative base of GPS data. The receiver used is a ublox 6T for raw data and it has been associated with the free RTKLIB software for data processing. We have highlighted that a specific parameter, called “Cost” and defined in the paper, can be used in order to completely define the model. Since this parameter can be estimated from the receiver, the model can thus either be used in real time or in post processing, or even included in any optimization scheme. The proposed model has been validated in various environmental conditions that have a great impact on the distributions of the positioning error and on the accuracy of GPS receivers.
GPS误差分布的建模
全球导航卫星系统(GNSS)有许多用途:当然是导航,但也有各种优化,例如电信网络中的路由或切换协议。此外,节约能源的办法也可以基于所涉及的各种实体的地点的使用。大多数情况下,定位被认为是“完美的”:值没有不确定性,有时会导致上述优化的结果和结论不合适。本文旨在为各个群体提供一个简单、经过验证且易于使用的GPS定位误差分布统计模型。为了给该模型提供具有代表性的GPS数据基础,进行了大量的测量活动。所使用的接收器是用于原始数据的ublox 6T,它与用于数据处理的免费RTKLIB软件相关联。我们已经强调了一个特定的参数,称为“成本”,并在论文中定义,可以用来完全定义模型。由于该参数可以从接收端估计,因此该模型既可以用于实时处理,也可以用于后处理,甚至可以包含在任何优化方案中。该模型在各种环境条件下进行了验证,这些环境条件对GPS接收机的定位误差分布和精度有很大影响。
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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