Title :
Joint estimation of PN code delay and multipath using the extended Kalman filter
Author :
Iltis, Ronald A.
Author_Institution :
Dept. of Electr. & Comput. Eng., California Univ., Santa Barbara, CA, USA
fDate :
10/1/1990 12:00:00 AM
Abstract :
The problem of delay estimation in the presence of multipath is considered. It is shown that the extended Kalman filter (EKF) can be used to obtain joint estimates of time-of-arrival and multipath coefficients for deterministic signals when the channel can be modeled as a tapped-delay line. Simulation results are presented for the EKF joint estimator used for synchronization in a direct-sequence spread-spectrum system operating over a frequency-selective fading channel. A simplified model of the EKF joint estimator is considered for analysis purposes. The evolution in time of the tracking error probability density function and the nonlinear tracking error variance are examined through numerical solution of the Chapman-Kolmogorov equation. The nonlinear tracking error variance is compared to both the linear error variance estimate directly provided by the EKF and the Cramer-Rao lower bound
Keywords :
Kalman filters; delays; fading; filtering and prediction theory; spread spectrum communication; synchronisation; telecommunication channels; tracking; Chapman-Kolmogorov equation; direct-sequence spread-spectrum system; extended Kalman filter; frequency-selective fading channel; joint estimator; multipath coefficients; nonlinear tracking error variance; pseudonoise code synchronisation; time-of-arrival; tracking error PDF; Adaptive equalizers; Delay estimation; Density functional theory; Diversity reception; Fading; Frequency synchronization; Maximum likelihood estimation; Phase estimation; Spread spectrum communication; Wideband;
Journal_Title :
Communications, IEEE Transactions on