A Cross-Residual BP Decoding Algorithm for Dual-Polar JSCC

In this letter, we propose a Cross-Residual BP (CR-BP) decoding algorithm for dual-polar joint source-channel coding (JSCC). In CR-BP, through constraining the number of skip connections, we reduce the additional complexity brought about by Cross-Residual architecture. Additionally, an information shuffling strategy between iterations is designed for CR-BP. Through enriching the information propagation paths across different iterations, historical information is efficiently inherited in subsequent iterations. The numerical results show that the CR-BP decoder can improve error correction and accelerate convergence compared to traditional decoding at a low complexity cost.

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Publication Details

Journal
IEEE Communications Letters
Published
2025-08-12
DOI
https://doi.org/10.1109/lcomm.2025.3598011
Primary Topic
Advanced Wireless Communication Techniques
Type
article
Field-Weighted Citation Impact
0.00

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article

A Cross-Residual BP Decoding Algorithm for Dual-Polar JSCC

Yanfei Dong, Xin Song, Jian Gao, Haiyang Li et al.
IEEE Communications Letters
Advanced Wireless Communication Techniques
article

A Cross-Residual BP Decoding Algorithm for Dual-Polar JSCC

Yanfei Dong, Xin Song, Jian Gao, Haiyang Li, Xiaojun Zhang
article en

Abstract

In this letter, we propose a Cross-Residual BP (CR-BP) decoding algorithm for dual-polar joint source-channel coding (JSCC). In CR-BP, through constraining the number of skip connections, we reduce the additional complexity brought about by Cross-Residual architecture. Additionally, an information shuffling strategy between iterations is designed for CR-BP. Through enriching the information propagation paths across different iterations, historical information is efficiently inherited in subsequent iterations. The numerical results show that the CR-BP decoder can improve error correction and accelerate convergence compared to traditional decoding at a low complexity cost.

IEEE Communications LettersVol. 29(11)
Anhui University of Science and Technology (CN), Shandong University of Science and Technology (CN)
Natural Science Foundation of Shandong Province, National Key Research and Development Program of China
Openalex Percentile: Top 81%
Advanced Wireless Communication Techniques
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