Deep learning-enabled polar code decoders for 5G networks and beyond

M Meenalakshmi, S Chaturvedi, VK Dwivedi - AEU-International Journal of …, 2024 - Elsevier
The fifth generation (5G) wireless communication standard aims to integrate multiple
networks, offering high throughput, large bandwidth, and ultra-low latency. Importantly …

Deep learning aided SCL decoding of polar codes with shifted-pruning

Y Lu, M Zhao, M Lei, C Wang… - China Communications, 2023 - ieeexplore.ieee.org
Recently, a generalized successive cancellation list (SCL) decoder implemented with shifted-
pruning (SP) scheme, namely the SCL-SP-ω decoder, is presented for polar codes, which is …

Recent Advances in Deep Learning for Channel Coding: A Survey

T Matsumine, H Ochiai - arXiv preprint arXiv:2406.19664, 2024 - arxiv.org
This paper provides a comprehensive survey on recent advances in deep learning (DL)
techniques for the channel coding problems. Inspired by the recent successes of DL in a …

Neural-Network-Assisted Polar Code Decoding Schemes

H Liu, L Zhang, W Yan, Q Ling - Applied Sciences, 2022 - mdpi.com
The traditional fast successive-cancellation (SC) decoding algorithm can effectively reduce
the decoding steps, but the decoding adopts a sub-optimal algorithm, so it cannot improve …

Fast SC-flip decoding of polar codes with reinforcement learning

N Doan, SA Hashemi, F Ercan… - ICC 2021-IEEE …, 2021 - ieeexplore.ieee.org
In this paper, we introduce a novel bit-flipping algorithm for fast successive cancellation
(FSC) decoding of polar codes. In particular, we first propose a new bit-flipping strategy …

Fast successive-cancellation list Flip decoding of polar codes

N Doan, SA Hashemi, WJ Gross - IEEE Access, 2022 - ieeexplore.ieee.org
This work presents a fast successive-cancellation list flip (Fast-SCLF) decoding algorithm for
polar codes that addresses the high latency issue associated with the successive …

Deep-Learning-Aided Successive Cancellation List Flip Decoding for Polar Codes

FS Liang, S Lu, YL Ueng - IEEE Transactions on Cognitive …, 2023 - ieeexplore.ieee.org
Polar codes are the first error-correcting code proven to achieve channel capacity based on
infinite code length. The Successive Cancellation List Flip (SCLF) decoding algorithm was …

Overview of various methods for decoding and constructing critical sets of polar codes

I Timokhin, F Ivanov - Journal of Communications and …, 2023 - ieeexplore.ieee.org
Polar codes have gained significant attention in recent years as they offer a promising
solution for reliable communication in the presence of channel noise. However, decoding …

[图书][B] Low-complexity decoding of short linear block codes with machine learning

N Doan - 2022 - search.proquest.com
Abstract The fifth Generation of Cellular Communications Standard (5G) consists of various
applicationscenarios where each scenario prioritizes different performance requirements …