Title :
CTH11-5: New Lower Bounds for Noncoherent Channel Estimation and ML Performance
Author :
Ryan, Daniel J. ; Clarkson, I. Vaughan L ; Collings, Iain B.
Author_Institution :
l-Sch. of Electr. & Inf. Eng., Univ. of Sydney, Sydney, NSW
fDate :
Nov. 27 2006-Dec. 1 2006
Abstract :
We consider the optimal performance of noncoherent channel estimation, that is, where the codebook is known to the receiver but the actual transmitted data is not. It is well known that when training data is known to the receiver, the minimum variance of the channel estimation error for unbiased channel estimation is bounded by the Cramer-Rao lower bound. However, in the noncoherent case, where joint estimation of both a continuous channel and discrete data is required, the Cramer- Rao bound is not applicable. We derive a new bound for this mixed multiple parameter estimation problem for flat fading channels, based on the Hammersley-Chapman-Robbins bound for restricted parameters. We show that the new noncoherent bound asymptotically approaches the Cramer-Rao bound with increasing SNR and sequence length. As an example we consider channel estimation for BPSK over a positive real-valued channel. We show that the noncoherent ML detector is asymptotically unbiased and achieves the lower bound with increasing SNR. We also observe that for moderate SNR the noncoherent ML estimator can actually outperform the optimal coherent ML estimator.
Keywords :
channel estimation; fading channels; BPSK; Cramer-Rao bound; Hammersley-Chapman-Robbins bound; ML detector; channel estimation error; fading channels; joint estimation; lower bounds; mixed multiple parameter estimation problem; noncoherent channel estimation; receiver; Australia; Binary phase shift keying; Channel estimation; Cramer-Rao bounds; Data engineering; Fading; H infinity control; Information technology; Laboratories; Maximum likelihood estimation;
Conference_Titel :
Global Telecommunications Conference, 2006. GLOBECOM '06. IEEE
Conference_Location :
San Francisco, CA
Print_ISBN :
1-4244-0356-1
Electronic_ISBN :
1930-529X
DOI :
10.1109/GLOCOM.2006.97