Title :
Time versus frequency domain channel tracking using Kalman filters for OFDM systems with antenna arrays
Author :
Cheng, Zhenlan ; Dahlhaus, Dirk
Author_Institution :
Commun. Technol. Lab., Swiss Fed. Inst. of Technol., Zurich, Switzerland
Abstract :
We derive decision directed Kalman tracking algorithms both in the time and the frequency domain to track the channel impulse response (CIR) and the transfer function (TF), resp., upon modeling the channel dynamics by a first-order autoregressive process for orthogonal frequency-division multiplexing systems. By comparing the covariance propagation of the TF estimate we show that, as long as no structural unobservability problem occurs, the tracking performance is identical in both domains if the same channel dynamic model is employed. The analysis is based on a spatially uncorrelated multiple-input multiple-output (MIMO) channel and can be extended to the case of spatially correlated MIMO channels.
Keywords :
Kalman filters; MIMO systems; OFDM modulation; antenna arrays; autoregressive processes; frequency-domain analysis; telecommunication channels; time-domain analysis; tracking filters; transfer functions; transient response; Kalman filter; Kalman tracking algorithm; MIMO channel; OFDM system; antenna array; channel dynamic model; channel impulse response; first order autoregressive process; frequency domain; multiple input multiple output channel; orthogonal frequency division multiplexing system; time domain; transfer function; Antenna arrays; Channel estimation; Demodulation; Frequency division multiplexing; Frequency domain analysis; Interpolation; Kalman filters; MIMO; OFDM; Transfer functions;
Conference_Titel :
Vehicular Technology Conference, 2003. VTC 2003-Spring. The 57th IEEE Semiannual
Print_ISBN :
0-7803-7757-5
DOI :
10.1109/VETECS.2003.1207623