Low-Complexity Iterative Row-Column Soft Decision Feedback Algorithm for 2-D Inter-Symbol Interference Channel Detection With Gaussian Approximation

In this paper, we study the complexity reduction problem of the iterative row-column soft decision feedback algorithm (IRCSDFA) for 2-D inter-symbol interference (ISI) detection. Specifically, Gaussian approximation (GA) is employed in both the component row and column detectors of the IRCSDFA in or...

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Main Authors: Zheng, Jianping, Ma, Xiao, Guan, Yong Liang, Cai, Kui, Chan, Kheong Sann
Other Authors: School of Electrical and Electronic Engineering
Format: Article
Language:English
Published: 2016
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Online Access:https://hdl.handle.net/10356/81994
http://hdl.handle.net/10220/41074
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-819942020-03-07T13:57:26Z Low-Complexity Iterative Row-Column Soft Decision Feedback Algorithm for 2-D Inter-Symbol Interference Channel Detection With Gaussian Approximation Zheng, Jianping Ma, Xiao Guan, Yong Liang Cai, Kui Chan, Kheong Sann School of Electrical and Electronic Engineering Bahl–Cocke–Jelinek-Raviv (BCJR) algorithm Gaussian approximation (GA) In this paper, we study the complexity reduction problem of the iterative row-column soft decision feedback algorithm (IRCSDFA) for 2-D inter-symbol interference (ISI) detection. Specifically, Gaussian approximation (GA) is employed in both the component row and column detectors of the IRCSDFA in order to reduce its computational complexity. With the employment of GA, the state space dimension of the ISI trellis of either component detector can be reduced enormously (i.e., the number of branches in one ISI trellis section decreases). Bahl-Cocke-Jelinek-Raviv (BCJR) algorithm is then employed to perform detection over the GA-simplified ISI trellis. For brevity, we refer to the IRCSDFA with BCJR detection over the GA-simplified ISI trellis as “IRCSDFA-GA-BCJR”. Next, the iteration scheduling of component detectors and decoder in coded 2-D ISI channels with low density parity check (LDPC) coding and IRCSDFA-GA-BCJR detection is studied. Specifically, three iteration schemes: single detector (row or column) scheme, alternate detector scheme, and combined detector scheme, are considered, with the last scheme showing the best coded performance. Finally, the computational complexity of the proposed IRCSDFA-GA-BCJR is analyzed, and shown to have significant reduction with a cost of only about 0.3 and 0.35 dB in coded BER/FER performance loss compared to the conventional IRCSDFA without GA and the optimal symbol-based BCJR algorithm, respectively. ASTAR (Agency for Sci., Tech. and Research, S’pore) 2016-08-04T09:26:21Z 2019-12-06T14:44:24Z 2016-08-04T09:26:21Z 2019-12-06T14:44:24Z 2013 Journal Article Zheng, J., Ma, X., Guan, Y. L., Cai, K., & Chan, K. S. (2013). Low-Complexity Iterative Row-Column Soft Decision Feedback Algorithm for 2-D Inter-Symbol Interference Channel Detection With Gaussian Approximation. IEEE Transactions on Magnetics, 49(8), 4768-4773. https://hdl.handle.net/10356/81994 http://hdl.handle.net/10220/41074 10.1109/TMAG.2013.2242333 en IEEE Transactions on Magnetics © 2013 IEEE. 6 p.
institution Nanyang Technological University
building NTU Library
country Singapore
collection DR-NTU
language English
topic Bahl–Cocke–Jelinek-Raviv (BCJR) algorithm
Gaussian approximation (GA)
spellingShingle Bahl–Cocke–Jelinek-Raviv (BCJR) algorithm
Gaussian approximation (GA)
Zheng, Jianping
Ma, Xiao
Guan, Yong Liang
Cai, Kui
Chan, Kheong Sann
Low-Complexity Iterative Row-Column Soft Decision Feedback Algorithm for 2-D Inter-Symbol Interference Channel Detection With Gaussian Approximation
description In this paper, we study the complexity reduction problem of the iterative row-column soft decision feedback algorithm (IRCSDFA) for 2-D inter-symbol interference (ISI) detection. Specifically, Gaussian approximation (GA) is employed in both the component row and column detectors of the IRCSDFA in order to reduce its computational complexity. With the employment of GA, the state space dimension of the ISI trellis of either component detector can be reduced enormously (i.e., the number of branches in one ISI trellis section decreases). Bahl-Cocke-Jelinek-Raviv (BCJR) algorithm is then employed to perform detection over the GA-simplified ISI trellis. For brevity, we refer to the IRCSDFA with BCJR detection over the GA-simplified ISI trellis as “IRCSDFA-GA-BCJR”. Next, the iteration scheduling of component detectors and decoder in coded 2-D ISI channels with low density parity check (LDPC) coding and IRCSDFA-GA-BCJR detection is studied. Specifically, three iteration schemes: single detector (row or column) scheme, alternate detector scheme, and combined detector scheme, are considered, with the last scheme showing the best coded performance. Finally, the computational complexity of the proposed IRCSDFA-GA-BCJR is analyzed, and shown to have significant reduction with a cost of only about 0.3 and 0.35 dB in coded BER/FER performance loss compared to the conventional IRCSDFA without GA and the optimal symbol-based BCJR algorithm, respectively.
author2 School of Electrical and Electronic Engineering
author_facet School of Electrical and Electronic Engineering
Zheng, Jianping
Ma, Xiao
Guan, Yong Liang
Cai, Kui
Chan, Kheong Sann
format Article
author Zheng, Jianping
Ma, Xiao
Guan, Yong Liang
Cai, Kui
Chan, Kheong Sann
author_sort Zheng, Jianping
title Low-Complexity Iterative Row-Column Soft Decision Feedback Algorithm for 2-D Inter-Symbol Interference Channel Detection With Gaussian Approximation
title_short Low-Complexity Iterative Row-Column Soft Decision Feedback Algorithm for 2-D Inter-Symbol Interference Channel Detection With Gaussian Approximation
title_full Low-Complexity Iterative Row-Column Soft Decision Feedback Algorithm for 2-D Inter-Symbol Interference Channel Detection With Gaussian Approximation
title_fullStr Low-Complexity Iterative Row-Column Soft Decision Feedback Algorithm for 2-D Inter-Symbol Interference Channel Detection With Gaussian Approximation
title_full_unstemmed Low-Complexity Iterative Row-Column Soft Decision Feedback Algorithm for 2-D Inter-Symbol Interference Channel Detection With Gaussian Approximation
title_sort low-complexity iterative row-column soft decision feedback algorithm for 2-d inter-symbol interference channel detection with gaussian approximation
publishDate 2016
url https://hdl.handle.net/10356/81994
http://hdl.handle.net/10220/41074
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