JOURNAL ARTICLE

Belief propagation over frequency selective fading channels

Abstract

In this paper, we propose an iterative belief propagation (BP) based equalizer for frequency selective fading channels as an alternative to the typically used maximum a-posteriori (MAP), Viterbi, or soft output Viterbi algorithm (SOVA) based equalizers. The proposed equalizer has a parallel structure unlike the trellis based equalizers and it is less complicated than the MAP equalizer. Via simulations we show that, over frequency selective fading channels, a BP based equalizer achieves the optimal maximum a-posteriori performance, even in the presence of the length 4 cycles. We also discuss the joint decoding of an outer error correcting code and the equalization of the frequency selective fading channel using a joint factor graph and a BP based equalizer.

Keywords:
Fading Maximum a posteriori estimation Viterbi algorithm Factor graph Belief propagation Computer science Decoding methods Equalization (audio) Soft output Viterbi algorithm Algorithm Adaptive equalizer Viterbi decoder A priori and a posteriori Turbo equalizer Equalizer Joint (building) Channel (broadcasting) Maximum likelihood Mathematics Telecommunications Low-density parity-check code Sequential decoding Engineering Block code Statistics Error floor

Metrics

18
Cited By
1.06
FWCI (Field Weighted Citation Impact)
6
Refs
0.81
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Error Correcting Code Techniques
Physical Sciences →  Computer Science →  Computer Networks and Communications
Advanced Wireless Communication Techniques
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Algorithms and Data Compression
Physical Sciences →  Computer Science →  Artificial Intelligence

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