Title :
Blind maximum likelihood sequence estimation for fading channels
Author :
Reader, David J. ; Scholz, Jason B.
Author_Institution :
Defence Commun. Res. Centre, Signal Process. Res. Inst., Ingle Farm, SA, Australia
Abstract :
Maximum a posteriori (MAP) sequence estimation for channels with intersymbol interference (ISI) has previously required knowledge of the channel sampled impulse response (SIR). Generally the SIR coefficients are determined via least mean squares (LMS) or recursive least squares (RLS) estimation algorithms. For many unguided media channels such as mobile radio and high frequency (HF) radio exhibiting a time-varying SIR, these estimators must be adaptive. Often they fail to track adequately and are a major source of detector deterioration. A novel blind maximum likelihood sequence estimation (BMLSE) formulation without the need for external channel SIR estimation is proposed and implementation issues discussed. Its performance is simulated and compared to the contemporary technique, MLSE with external LMS channel estimation
Keywords :
Rayleigh channels; estimation theory; fading; intersymbol interference; least mean squares methods; maximum likelihood detection; maximum likelihood estimation; Viterbi MLSE; adaptive estimators; blind maximum likelihood sequence estimation; channel sampled impulse response; detector deterioration; fading channels; high frequency radio; implementation issues; intersymbol interference; least mean squares estimation algorithms; maximum a posteriori; mobile radio; performance; recursive least squares estimation algorithms; unguided media channels; Fading; Frequency estimation; Hafnium; Intersymbol interference; Land mobile radio; Least squares approximation; Maximum likelihood detection; Maximum likelihood estimation; Recursive estimation; Resonance light scattering;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1994. ICASSP-94., 1994 IEEE International Conference on
Conference_Location :
Adelaide, SA
Print_ISBN :
0-7803-1775-0
DOI :
10.1109/ICASSP.1994.389795