Title :
Kalman Filter Tracking of Limb Scan Signal using a Bank of Correlators
Author :
Chiang, K.Q.Z. ; Psiaki, Mark L.
Author_Institution :
Sibley Sch. of Mech. & Aerosp. Eng., Cornell Univ., Ithaca, NY, USA
Abstract :
A combined phase-locked loop/delay-locked loop (PLL/DLL) algorithm is developed for tracking Global Navigation Satellite System (GNSS) carrier phase and code phase using the output from a large number of correlators. This approach has advantages for limb-scanning applications, in which useful meteorological information, available only at the initial rising time of a GPS satellite, is desired. The technique uses a bank of correlators to span wide ranges of uncertainty in code phase and carrier Doppler shift, thereby avoiding the need for a separate acquisition and the associated loss of an initial span of data. A fusion of optimal estimation methods processes the output from these correlators. A batch optimization of a signal model\´s fit at a point in time to many accumulations from the correlator bank provides a Kalman filter with "measurements" of the most likely signal parameters. The Kalman filter utilizes a signal dynamics model to provide estimates that drive the PLL and DLL. The effectiveness of this algorithm is demonstrated by using a truth-model simulation of a limb scan.
Keywords :
Doppler shift; Global Positioning System; Kalman filters; channel bank filters; correlation methods; data acquisition; delay lock loops; optimisation; phase locked loops; radio tracking; GNSS carrier phase tracking; GPS satellite; Kalman filter tracking; PLL-DLL algorithm; batch optimization; carrier Doppler shift; code phase uncertainty tracking; combined phase-locked loop-delay-locked loop algorithm; correlator bank; data acquisition; global navigation satellite system carrier phase tracking; limb scan signal model; meteorological information; optimal estimation methods; signal dynamics model; signal parameters; truth-model simulation; Correlators; Doppler shift; Kalman filters; Noise; Phase locked loops; Receivers; Uncertainty;
Journal_Title :
Aerospace and Electronic Systems, IEEE Transactions on
DOI :
10.1109/TAES.2013.6404094