作者
Rui Sun, Guanyu Wang, Wenyu Zhang, Li-Ta Hsu, Washington Y Ochieng
发表日期
2020/1/1
期刊
Applied Soft Computing
卷号
86
页码范围
105942
出版商
Elsevier
简介
In urban areas, GPS signals are often reflected or blocked by buildings, which causes multipath effects and non-line-of-sight (NLOS) reception respectively consequently degrading GPS positioning performance. While improved receiver design can reduce the effect of multipath to some extent, it cannot deal with NLOS. Modelling methods based on measurements have shown promise to reduce the effect of NLOS signal reception. However, this depends on their ability to accurately and reliably classify line-of-sight (LOS), multipath and NLOS signals. The traditional method is based on one feature using signal strength as measured by the carrier to noise ratio, C/N0. However, this feature is ineffective in capturing the characteristics of multipath and NLOS in all environments. In this paper, to improve the accuracy of signal reception classification, we are using the three features of C/N0, pseudorange residuals and …
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