Title :
CTH14-4: Pilot-Assisted Communication Over ISI Channels Based on the Belief Propagation Algorithm
Author_Institution :
Dept. of Electr. & Electron. Eng., Hacettepe Univ., Ankara
fDate :
Nov. 27 2006-Dec. 1 2006
Abstract :
Application of the belief propagation (BP) algorithm is proposed for pilot-assisted reception of Gaussian symbols over unknown inter-symbol interference channels whose parameters are also Gaussian. The proposed Bayesian network graph for the demodulator includes the channel parameters explicitly, allowing the combined estimation of the channel and information bearing symbols. The proposed algorithm is parallel in nature, is suitable for sparse channels, and is easily expandable to coded systems for joint channel pilot-assisted demodulation and decoding. The numerical results show performance better than the performance of iterative semi-blind equalization with batch minimum mean-squared error estimation iterations.
Keywords :
Gaussian channels; belief networks; blind equalisers; channel coding; channel estimation; demodulation; intersymbol interference; iterative decoding; least mean squares methods; modulation coding; reception; Bayesian network graph; Gaussian symbol estimation; batch minimum mean-squared error estimation iteration; belief propagation algorithm; inter-symbol interference channel estimation; iterative semiblind equalization; joint channel pilot-assisted decoding; joint channel pilot-assisted demodulation; pilot-assisted communication; pilot-assisted reception; Algorithm design and analysis; Bayesian methods; Belief propagation; Demodulation; Inference algorithms; Intersymbol interference; Iterative algorithms; Iterative decoding; Multiuser detection; Parameter 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.2006.114