DocumentCode
71801
Title
Iterative Receiver Design for ISI Channels Using Combined Belief- and Expectation-Propagation
Author
Peng Sun ; Chuanzong Zhang ; Zhongyong Wang ; Manchon, Carles N. ; Fleury, Bernard H.
Author_Institution
Sch. of Inf. Eng., Zhengzhou Univ., Zhengzhou, China
Volume
22
Issue
10
fYear
2015
fDate
Oct. 2015
Firstpage
1733
Lastpage
1737
Abstract
In this letter, a message-passing algorithm that combines belief propagation and expectation propagation is applied to design an iterative receiver for intersymbol interference channels. We detail the derivation of the messages passed along the nodes of a vector-form factor graph representing the underlying probabilistic model. We also present a simple but efficient method to cope with the “negative variance” problem of expectation propagation. Simulation results show that the proposed algorithm outperforms, in terms of bit-error-rate and convergence rate, a LMMSE turbo-equalizer based on Gaussian message passing with the same order of computational complexity.
Keywords
computational complexity; equalisers; error statistics; intersymbol interference; iterative methods; least mean squares methods; Gaussian message passing; ISI channels; LMMSE turbo-equalizer; bit-error-rate; combined belief-propagation-expectation propagation; computational complexity order; convergence rate; intersymbol interference channels; iterative receiver design; message-passing algorithm; negative variance problem; probabilistic model; vector-form factor graph; Complexity theory; Educational institutions; Equalizers; Probabilistic logic; Receivers; Signal processing algorithms; Vectors; Belief propagation; expectation propagation; turbo equalization;
fLanguage
English
Journal_Title
Signal Processing Letters, IEEE
Publisher
ieee
ISSN
1070-9908
Type
jour
DOI
10.1109/LSP.2015.2404822
Filename
7045526
Link To Document