Title :
Optimisation and sensitivity analysis of GPS receiver tracking loops in dynamic environments
Author_Institution :
Dept. of Guidance & Commun. Technol., Nat. Taiwan Ocean Univ., Keelung, Taiwan
fDate :
8/1/2001 12:00:00 AM
Abstract :
For a GPS receiver, decreasing the receiver tracking loop bandwidth reduces the probability of loss of lock if there are no vehicle dynamics. However, reduced bandwidth increases tracking errors due to dynamics. Beyond a certain limit it causes a serious degradation in the dynamic tracking performance. Therefore, there is involvement of a tradeoff between two opposing considerations: narrow tracking loop bandwidths are desired for filtering noise due to thermal effects, but wide tracking loop bandwidths are desired to permit tracking of vehicle dynamics. Optimal tracking loop bandwidths, which yield the minimum errors in a certain dynamics environment, are first investigated. The linear Kalman filter is employed as the optimal estimator. The covariance for the arbitrary gain model is solved and applied to the sensitivity analysis for investigating error growth due to incorrect noise level estimates. Theoretical results are verified by numerical simulation, and results from both approaches are in very good agreement
Keywords :
Global Positioning System; Kalman filters; covariance analysis; error analysis; optimisation; radio receivers; sensitivity analysis; tracking filters; GPS receiver tracking loops; arbitrary gain model; covariance; dynamic environments; dynamic tracking performance; error growth; filtering noise; linear Kalman filter; loss of lock; minimum errors; narrow tracking loop bandwidths; optimal tracking loop bandwidths; optimisation; sensitivity analysis; thermal effects; tracking errors; tracking loop bandwidth; vehicle dynamics; wide tracking loop bandwidths;
Journal_Title :
Radar, Sonar and Navigation, IEE Proceedings -
DOI :
10.1049/ip-rsn:20010429