Frequency domain modeling of aided GPS for vehicle navigation systems

Position information P obtained from standard global positioning system (GPS) receivers is known to be corrupted with colored (time-correlated) noise. To make effective use of GPS information in a navigation system it is essential to model this colored noise and to incorporate additional sensing to de-correlate and eliminate its effect. In this paper frequency domain techniques are employed to generate a model for GPS noise sources. This model shows clearly what type and combination of additional sensor information is necessary to de-correlate GPS errors and to make best use of position information in navigation tasks. The frequency-domain methodology proposed has wider application in the design of sensor suites for high-performance navigation systems. Experimental results are presented demonstrating the method in fusing standard GPS latitude and longitude information with information from a velocity sensor.

[1]  S. Cooper,et al.  A frequency response method for multi-sensor high-speed navigation systems , 1994, Proceedings of 1994 IEEE International Conference on MFI '94. Multisensor Fusion and Integration for Intelligent Systems.

[2]  Samer S. Saab,et al.  Automatic alignment and calibration of an inertial navigation system , 1994, Proceedings of 1994 IEEE Position, Location and Navigation Symposium - PLANS'94.

[3]  A. Leick GPS satellite surveying , 1990 .

[4]  Mohinder S. Grewal,et al.  Kalman Filtering: Theory and Practice , 1993 .

[5]  Peter I. Corke,et al.  Experiments in autonomous underground guidance , 1997, Proceedings of International Conference on Robotics and Automation.

[6]  John Weston,et al.  Strapdown Inertial Navigation Technology , 1997 .

[7]  Jussi Suomela,et al.  Positioning an Autonomous Off-Road Vehicle by Using Fused DGPS and Inertial Navigation , 1995 .