DocumentCode :
2992854
Title :
Study on GPS common-view observation data with multiscale Kalman filter based on correlation structure of the discrete wavelet coefficients
Author :
Xiaojuan, Ou ; Wei, Zhou ; Jianguo, Yu
Author_Institution :
Dept. of Meas. & Instrum., Xi´´dian Univ., Xi´´an
fYear :
2005
fDate :
29-31 Aug. 2005
Firstpage :
685
Lastpage :
690
Abstract :
In this paper, we pay our attention to the multiscale kalman algorithm based on correlation structure of the discrete wavelet coefficients for the restoration of the GPS common-view observation data. Based on the hypotheses of that the GPS common-view observation data being pretreatment possess of 1/f fractal characteristics. In this condition, we estimate the Hurst parameter of GPS clock difference data based upon the wavelet transform. When O>H>1, the GPS clock difference data is taken for as a Gaussian Zero-mean nonstationary stochastic process which can be considered having the 1/f fractal characteristics. So, we can talk about the correlation structure of the discrete wavelet coefficients. During the course of the estimation of the GPS common-view data with the multiscale kalman bank, we process the single-channel and multi-channel common-view observation data, respectively. Comparisons between which results and circular T demonstrate our algorithm´s feasibility and effectiveness
Keywords :
Gaussian processes; Global Positioning System; Kalman filters; discrete wavelet transforms; 1/f fractal characteristics; GPS clock difference data; GPS common-view observation data; Gaussian zero-mean nonstationary stochastic process; Hurst parameter; discrete wavelet coefficients; multiscale Kalman filter; wavelet transform; Clocks; Discrete wavelet transforms; Fractals; Gaussian noise; Global Positioning System; Kalman filters; Least squares approximation; Parameter estimation; Stochastic processes; Wavelet coefficients;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Frequency Control Symposium and Exposition, 2005. Proceedings of the 2005 IEEE International
Conference_Location :
Vancouver, BC
Print_ISBN :
0-7803-9053-9
Type :
conf
DOI :
10.1109/FREQ.2005.1574018
Filename :
1574018
Link To Document :
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