L Chu, H He, L Pei, RC Qiu - Journal of Communications and …, 2021 - ieeexplore.ieee.org
The min-sum (MS) algorithm can decode Low-density parity-check (LDPC) codes with low computational complexity at the cost of slight performance loss. It is an effective way to …
X Xiao, B Vasić, R Tandon, S Lin - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
In this paper, we propose a new approach to design finite alphabet iterative decoders (FAIDs) for Low-Density Parity Check (LDPC) codes over binary symmetric channel (BSC) …
H Yu, MM Zhao, M Lei, MJ Zhao - 2023 IEEE 98th Vehicular …, 2023 - ieeexplore.ieee.org
In this work, we propose a neural adjusted min-sum (NAMS) decoder for low-density parity- check (LDPC) codes. In particular, we improve the traditional normalized min-sum (NMS) …
YL Hsu, LW Liu, YC Liao… - IEEE Open Journal of …, 2024 - ieeexplore.ieee.org
The trade-off between decoding performance and hardware costs has been a long-standing challenge in Low-Density Parity Check (LDPC) decoding. Based on model-driven …
B Vasić, X Xiao, S Lin - 2018 Information Theory and …, 2018 - ieeexplore.ieee.org
In this paper, we discuss the perspectives of utilizing deep neural networks (DNN) to decode Low-Density Parity Check (LDPC) codes. The main idea is to build a neural network to learn …
T Kim, JS Park - IEEE Communications Letters, 2024 - ieeexplore.ieee.org
In this letter, a neural self-corrected min-sum (NSCMS) decoder is proposed for 5G new radio (NR) low-density parity-check (LDPC) codes. Training in real-time on a rapidly …
Q Wang, Q Liu, S Wang, L Chen, H Fang… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
The success of deep learning has encouraged its applications in decoding error-correcting codes, eg, LDPC decoding. In this paper, we propose a model-driven deep learning method …
Low-density parity-check (LDPC) codes have been successfully commercialized in communication systems due to their strong error correction capabilities and simple decoding …
Y Cheng, W Chen, L Li, B Ai - IEEE Transactions on Vehicular …, 2023 - ieeexplore.ieee.org
Deep learning based decoding networks have shown significant improvement in decoding low density parity check (LDPC) codes, but the neural decoders are limited by rate-matching …