Title :
A Gaussian sum filtering approach for phase ambiguity resolution in GPS attitude determination
Author :
Turner, Kenneth J. ; Faruqi, Farhan A.
Author_Institution :
Signal Process. Res. Centre, Queensland Univ. of Technol., Brisbane, Qld., Australia
Abstract :
The problem of phase ambiguity resolution and filtering for interferometric GPS attitude determination is considered. Traditionally, the resolution of the phase ambiguity and the filtering stages were performed separately, with the filter formulated on the basis that the phase ambiguity is correctly resolved. Should the pre-processing stage not resolve the ambiguity correctly, erroneous results may occur. In response, a unified solution is proposed in which the ambiguity resolution and filtering processes are combined under a Gaussian sum filtering (GSF) framework. The GSF naturally accounts for the measurement ambiguity by generating multi-modal probability densities, which leads to a probabilistic interpretation of the attitude estimates. Simulations are performed to illustrate the effectiveness and functionality of the proposed solution
Keywords :
Gaussian processes; Global Positioning System; filtering theory; phase estimation; phase measurement; probability; signal resolution; Gaussian sum filtering; attitude estimates; interferometric GPS attitude determination; measurement ambiguity; multimodal probability densities; phase ambiguity resolution; preprocessing stage; simulations; unified solution; Aircraft navigation; Density measurement; Filtering; Filters; Global Positioning System; Phase estimation; Phased arrays; Position measurement; Satellite antennas; Signal resolution;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1997. ICASSP-97., 1997 IEEE International Conference on
Conference_Location :
Munich
Print_ISBN :
0-8186-7919-0
DOI :
10.1109/ICASSP.1997.604846