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Decoding of LDPC Codes Using Singularity of SNR Mismatch Over AWGN Channel

Authors
Jeong, Hong-JaeKim, Jae-Won
Issue Date
Jan-2026
Publisher
Institute of Electrical and Electronics Engineers Inc.
Keywords
Codes; Decoding; Signal to noise ratio; Iterative decoding; Channel estimation; Energy efficiency; Receivers; Communication systems; AWGN channels; Green communications; Belief propagation (BP) algorithm; channel estimation error; energy-efficient decoder; low-density parity-check (LDPC) code; signal-to-noise ratio (SNR) mismatch
Citation
IEEE Transactions on Green Communications and Networking, v.10, pp 2026 - 2036
Pages
11
Indexed
SCIE
SCOPUS
Journal Title
IEEE Transactions on Green Communications and Networking
Volume
10
Start Page
2026
End Page
2036
URI
https://scholarworks.gnu.ac.kr/handle/sw.gnu/82405
DOI
10.1109/TGCN.2026.3659107
ISSN
2473-2400
Abstract
In this paper, we propose a new decoding algorithm that guarantees superior decoding performances for low-density parity-check (LDPC) codes without knowledge of channel parameters. Although obtaining correct channel parameters is very difficult in low-latency and energy-efficient communication systems, most studies on LDPC codes assume perfect knowledge of channel parameters. While receivers can obtain correct channel parameters by utilizing numerous pilot signals, increased overhead makes them infeasible in practical systems. In addition, using incorrect channel parameters for decoding usually degrades decoding performances. These challenges highlight the need for a new decoder that performs reliably without correct channel parameters. Meanwhile, the previous studies on repeat-accumulate (RA) codes and LDPC codes have observed that the signal-to-noise ratio (SNR) mismatch sometimes enhances decoding performances when the maximum number of decoding iterations is small. Inspired by these observations, we investigate singularity of the SNR mismatch in LDPC codes from numerous frame error rate (FER) simulations. By utilizing this singularity, we propose a new decoding algorithm for the energy-efficient communication system, where correct channel parameters are not available at receivers. The proposed decoder shows a performance gain of 0.25 dB at FER = 10(-6) compared to the conventional belief propagation (BP) algorithm.
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IT공과대학 (전자공학부)
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