[PDF][PDF] 基于多目标强化学习的抗强干扰Polar 编码优化方法

梁豪, 叶淦华, 陆锐敏, 王恒, 魏鹏 - 电子与信息学报, 2023 - jeit.ac.cn
为提升跳频(FH) 通信系统信息传输的可靠性和抗干扰能力, 该文基于新型Polar
编码的慢跳频抗干扰通信系统模型, 提出一种适应强干扰环境的Polar 编码构造优化方法. 首先 …

Neural Network Based Adaptive Polar Coding

V Miloslavskaya, Y Li, B Vucetic - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In this paper, we propose a novel artificial intelligence (AI) based adaptive polar coding
scheme that adapts to various channel conditions and quality of service requirements. To …

Anti-strong Jamming Polar Coding Optimization Method with Multiobjective Reinforcement Learning

H LIANG, G YE, R LU, H WANG, P WEI - 电子与信息学报, 2023 - jeit.ac.cn
In order to improve the reliability and anti-jamming ability of information transmission for the
Frequency-Hopping (FH) communication system, a Polar coding construction optimization …

Reduced-complexity reinforcement learning-based polar code construction

E Oral - 2022 - 193.140.201.98
Due to the increasing number of users in the communication systems, efficient spectrum
usage, high-speed data transfer, and better error performance became a ne cessity …

Stacked denoising autoencoder enhanced Polar codes over Rayleigh fading channels

J Li, W Cheng - IEEE Wireless Communications Letters, 2019 - ieeexplore.ieee.org
Polar codes, with low encoding/decoding complexity and capacity-achieving potential, have
drawn much attention recently. It is very critical to study the impact of fading on polar codes …

Deep-Polar Codes: An Efficient Error Correction Code for Short Blocklength Transmission

G Choi, N Lee - 2023 IEEE Globecom Workshops (GC Wkshps …, 2023 - ieeexplore.ieee.org
In this paper, we put forth a novel class of pre-transformed polar codes, called as “deep-
polar codes.” Encoding of deep-polar codes involves a series of multi-layered polar …

Reinforcement learning for nested polar code construction

L Huang, H Zhang, R Li, Y Ge… - 2019 IEEE Global …, 2019 - ieeexplore.ieee.org
In this paper, we model nested polar code construction as a Markov decision process
(MDP), and tackle it with advanced reinforcement learning (RL) techniques. First, an MDP …

Low-complexity construction of polar codes based on genetic algorithm

H Zhou, WJ Gross, Z Zhang, X You… - IEEE Communications …, 2021 - ieeexplore.ieee.org
How to efficiently rank the reliability order of the channels is critical for polar code
construction. A new polar code construction framework tailored to a given decoding …

Deep learning based decoding for polar codes in Markov Gaussian memory impulse noise channels

SM Tseng, WC Hsu, DF Tseng - Wireless Personal Communications, 2022 - Springer
In previous papers, decoding schemes which did not use machine learning considered
additive white Gaussian noise or memoryless impulse noise. The decoding methods …

A novel decoding scheme for polar code using convolutional neural network

C Wen, J Xiong, L Gui, Z Shi… - 2019 IEEE International …, 2019 - ieeexplore.ieee.org
Polar code is the first capacity-achieving channel coding scheme which has been selected
for the next generation of wireless communication standard (5G). However, the traditional …