超分辨率GPS接收机:用户加速度计算

Yiran Luo, L. Hsu, N. El-Sheimy
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引用次数: 0

摘要

目前商用全球导航卫星系统(GNSS)接收机无法通过基带处理测量多普勒频移的变化。然而,在具有挑战性的环境中进行定位需要精确的多普勒估计,以复制实际的中频(IF)视距(LOS) GNSS信号。否则,GNSS瞬时测量值会像伪相位和载波相位一样严重失真,限制了GNSS定位的上界。提出了一种基于超长相干积分(S-LCI)、分数阶傅立叶变换(FRFT)和基带极大似然估计(MLE)计算用户绝对加速度的全新超分辨率GNSS接收机。以一个基本的非线性最小二乘(NLS)导航器为例,直观地展示了所提出的接收机如何通过基带相关梯度下降(GD)算法建模并生成平均多普勒速率。全球定位系统(GPS)软件定义无线电(SDR)处理通过移动小车在现实世界中收集的L5中频数据,通过多普勒速率测量、用户加速导航解决方案和时钟漂移率验证了所提出的技术。
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Super-Resolution GPS Receiver: User's Acceleration Computation
Current commercial global navigation satellite system (GNSS) receivers cannot measure the change of Doppler shift via baseband processing. However, positioning in challenging environments demands accurate Doppler estimates to replicate the actual intermediate-frequency (IF) line-of-sight (LOS) GNSS signals. Otherwise, the instantaneous GNSS measurements, like pseudoranges and carrier phases, will be seriously distorted, restricting the upper bound of GNSS positioning. This paper proposes a brand-new super-resolution (SR) GNSS receiver that computes the user's absolute acceleration based on super-long coherent integration (S-LCI), fractional Fourier transform (FRFT), and a baseband maximum likelihood estimator (MLE). A basic nonlinear least square (NLS) navigator taken as an intuitive example shows how the proposed receiver models and generates averaging Doppler rates via the baseband-dependent gradient descent (GD) algorithm. A global positioning system (GPS) software-defined radio (SDR) processing the L5 IF data collected via a mobile cart in the real world validates the proposed technique with the Doppler rate measurement, the user's acceleration navigation solution, and the clock drift rate.
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