Title :
Doppler-Aided GNSS Position Estimation With Weighted Least Squares
Author :
Li, Liyan ; Zhong, Jie ; Zhao, Minjian
Author_Institution :
Commun. & Inf. Syst., Zhejiang Univ., Hangzhou, China
Abstract :
In contrast to carrier-phase measurements, receiver-generated Doppler measurements have much better availability, even in severe urban canyons or high-dynamic movement applications, while providing centimeter-level precision. Thus, the Doppler-aided approach may improve the positioning accuracy of the receiver. Some Kalman-filter-based applications have been developed in recent years, but the theoretical error analysis is still missing. In this paper, we propose a model-free Doppler-aided position estimation approach. The Doppler measurements are modeled together with the code pseudoranges and then solved as a weighted least square (WLS) problem. In addition, we analyze the lower bound of errors of the approach based on the Cramér-Rao bound (CRB). Simulation results and the error analysis show that the proposed approach may improve accuracy in position estimation.
Keywords :
Doppler measurement; Kalman filters; least squares approximations; satellite navigation; Cramer-Rao bound; Doppler-aided GNSS position estimation; Kalman filter; carrier-phase measurements; positioning accuracy; receiver-generated Doppler measurements; urban canyons; weighted least squares; Doppler effect; Doppler measurements; Estimation; Mathematical model; Receivers; Satellites; Tracking loops; Doppler aided; Global Navigation Satellite System (GNSS); position estimation; weighted least square (WLS);
Journal_Title :
Vehicular Technology, IEEE Transactions on
DOI :
10.1109/TVT.2011.2163738