基于矢量跟踪的GPS软件接收机NLOS检测与补偿

Bing Xu, L. Hsu
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引用次数: 4

摘要

在城市峡谷中,卫星信号很容易被建筑物反射或阻挡,导致严重的多径效应或非视距(NLOS)接收,因此非常需要精确的定位。然而,反多径技术,例如仔细的天线或相关器设计,对非近距离视距接收几乎没有改善。现有的NLOS检测技术,如使用双极化天线或鱼眼相机,需要外部辅助,不适合低成本的全球定位系统(GPS)接收器,如智能手机或可穿戴设备。在本文中,我们使用在信号跟踪级别提取的特征,如多相关器或码鉴别器输出,来检测基于矢量跟踪的软件接收机中的NLOS接收。具有小间距的多个相关器也有助于找到NLOS路径延迟,这将进一步补偿更新扩展卡尔曼滤波器用于定位。利用香港市区的真实GPS信号进行的实验结果表明,该方法能够有效地检测到NLOS接收信号,并能有效地防止NLOS接收期间定位误差的增加。相比之下,传统的跟踪环路将锁定传入的NLOS信号,无法检测到它的存在,从而报告增加的定位误差。
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NLOS Detection and Compensation using a Vector Tracking-based GPS Software Receiver
Accurate positioning is highly desirable in urban canyons where satellite signals are easily reflected or blocked by buildings, leading to severe multipath effects or non-light-of-sight (NLOS) receptions. Anti-multipath techniques, e.g., careful antenna or correlator designs, however, have little improvement for NLOS reception. Existing NLOS detection techniques, e.g., the usage of dual- polarization antenna, or fish-eye camera, require external aiding, which is not suitable for low-cost global positioning system (GPS) receivers, e.g., smartphones or wearable devices. In this paper, we use features, such as multi-correlator or code discriminator outputs, extracted at the signal tracking level, to detect NLOS reception in a vector tracking-based software receiver. Multiple correlators with small spacings also help to find the NLOS path delay, which will be further compensated for updating the extended Kalman filter for positioning. Experimental results using real GPS signals in an urban area in Hong Kong show that the proposed method is capable of detecting the NLOS reception and preventing the positioning error from increasing during the NLOS reception period. By comparison, conventional tracking loops would lock onto the incoming NLOS signal and cannot detect its existence, thus reporting an increased positioning error.
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