Title :
Application of Singer Tracking Model in Adaptive GPS Signal Tracking Algorithm
Author :
Yang Jing ; Yao Yuan-Fu
Author_Institution :
Sci. & Technol. on Aircraft Control Lab., Beihang Univ., Beijing, China
Abstract :
In the GPS signal tracking of cascade deeply coupled GPS/SINS system, the model of baseband pre-filter has strong nonlinearity while the correlator outputs, I/Q signals, is taken as observation directly. To reduce the complexity of deeply coupled GPS/SINS, the phase discriminator outputs are selected as the baseband pre-filter measurements. The major disadvantage of this filter model is not precise enough to obtain high-accuracy estimation under the condition of High Dynamic. In this case, the Singer model based adaptive GPS signal tracking algorithm is proposed. The Singer target tracking model is employed to improve the precision of state equation. And the Sage-Husa adaptive filtering is adopted to improve filter accuracy via estimating and adjusting the model noise online. The simulation results show that the proposed method has strong capability to track GPS signals stably even in the high dynamic case. Compared with the traditional method, the filter above inhibits the fluctuation of tracking signal error effectively with less computation. It should be a promised method for signal tracking application.
Keywords :
Global Positioning System; adaptive filters; filtering theory; target tracking; I/Q signals; Sage-Husa adaptive filtering; Singer target tracking model; adaptive GPS signal tracking algorithm; baseband prefilter mesurement model; cascade deeply coupled GPS-SINS system; noise online model; phase discriminator; state equation; tracking signal error fluctuation; Adaptation models; Adaptive filters; Filtering algorithms; Global Positioning System; Mathematical model; Noise; Tracking loops; Adaptive Filter; Baseband Pre-filter; Deeply Coupled; Signal tracking; Singer Tracking Model;
Conference_Titel :
Instrumentation, Measurement, Computer, Communication and Control (IMCCC), 2012 Second International Conference on
Conference_Location :
Harbin
Print_ISBN :
978-1-4673-5034-1
DOI :
10.1109/IMCCC.2012.15