Title :
Multiple GPS antenna attitude determination using a Gaussian sum filter
Author :
Turner, Kenneth J. ; Faruqi, Farhan A.
Author_Institution :
Signal Processing Res. Centre, Queensland Univ. of Technol., Brisbane, Qld., Australia
Abstract :
In this paper, a multiple antenna global positioning system (GPS) receiver model is outlined. It is seen that this model is strongly non-linear in formulation and the subsequent linearisation steps required for extended Kalman filter (EKF) mechanisation introduce undesirable effects. These effects manifest themselves as significant biases in the estimates at steady state. In response, a Gaussian sum filter (GSF) structure is utilised and a simulated comparison with the EKF mechanisation is performed. These results illustrate the superior performance of the GSF structure for the attitude determination problem
Keywords :
Gaussian processes; Global Positioning System; Kalman filters; aircraft communication; antenna arrays; estimation theory; linearisation techniques; mobile antennas; nonlinear filters; receivers; satellite antennas; EKF mechanisation; Gaussian sum filter; extended Kalman filter mechanisation; linearisation steps; multiple GPS antenna attitude determination; multiple antenna global positioning system receiver model; performance; Filtering; Filters; Global Positioning System; Magnetic sensors; Magnetic separation; Position measurement; Satellite navigation systems; State estimation; Steady-state; Vehicles;
Conference_Titel :
TENCON '96. Proceedings., 1996 IEEE TENCON. Digital Signal Processing Applications
Conference_Location :
Perth, WA
Print_ISBN :
0-7803-3679-8
DOI :
10.1109/TENCON.1996.608834