Title :
Optimal design and placement of pilot symbols for channel estimation
Author :
Dong, Min ; Tong, Lang
Author_Institution :
Sch. of Electr. & Comput. Eng., Cornell Univ., Ithaca, NY, USA
fDate :
12/1/2002 12:00:00 AM
Abstract :
The problem of designing and placing pilot symbols for the estimation of frequency-selective random channels is considered. The channel is assumed to be a block-fading model with finite impulse response (FIR). For both single-input single-output (SISO) and multiple-input multiple-output (MIMO) channels, under the assumption of independent and identical distributed channel taps, the Cramer-Rao bound (CRB) on the mean square error (MSE) of semi-blind channel estimators is derived and minimized with respect to pilot symbols and their placement. It is shown that the optimal strategy is to place pilot symbols satisfying certain orthogonality condition in such a way that data and pilot symbols with higher power are in the middle of the packet. The results also indicate that the optimal pilot placements are independent of channel probability distribution. For constant modulus symbols, we show that the quasi-periodic placement and its generalization in the multiuser case turn out to be optimal. We further consider estimating channels with correlated taps and show that the previous placement strategy is also optimal among orthogonal pilot sequences.
Keywords :
channel estimation; correlation methods; fading channels; mean square error methods; optimisation; probability; Cramer-Rao bound; FIR; MIMO channels; MSE; SISO channels; block-fading model; channel estimation; channel probability distribution; constant modulus symbols; correlated taps; data symbols; finite impulse response; frequency-selective random channels; i.i.d. channel taps; independent identical distributed channel taps; mean square error; multiple-input multiple-output channels; optimal pilot symbol design; optimal pilot symbol placement; orthogonal pilot sequences; quasi-periodic placement; semi-blind channel estimators; single-input single-output channels; Channel estimation; Decision feedback equalizers; Finite impulse response filter; Frequency estimation; MIMO; Mean square error methods; Multiaccess communication; OFDM; Partial transmit sequences; Probability distribution;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2002.805504