Critical-Set-Aided Multi-Bit Successive Cancellation List Decoders for Polar Codes

被引:0
作者
Chen, Shan [1 ]
Cao, Shan [1 ]
Jiang, Limin [1 ]
Jiang, Zhiyuan [1 ]
机构
[1] Shanghai Univ, Sch Informat & Commun Engn, Shanghai 200444, Peoples R China
来源
2023 INTERNATIONAL CONFERENCE ON FUTURE COMMUNICATIONS AND NETWORKS, FCN | 2023年
基金
中国国家自然科学基金;
关键词
Polar codes; list decoding; latency; hardware implementation;
D O I
10.1109/FCN60432.2023.10543790
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The utilization of 5G and beyond wireless communication systems in autonomous driving and remote healthcare has necessitated the development of channel codes with high reliability and low latency. The multi-bit successive cancellation list (MSCL) parallel decoding of polar codes has shown great potential in the decrease of decoding latency while maintaining a high level of reliability, in comparison to the conventional successive cancellation list (SCL) decoding. However, the complexity of decoding path sorting increases exponentially with the increase of parallelism, which poses significant limitations to the improvement of parallelism. To address this issue, this paper proposes a critical set aided multi-bit successive cancellation list (CS-MSCL) decoding algorithm. Critical sets are introduced to the MSCL decoding, which prunes less reliable candidate paths to guarantee high decoding performance. Meanwhile, dynamic configuration is allowed according to the application scenario to make a good balance in decoding latency, error correction performance, and algorithmic complexity. Simulation results demonstrate that the algorithmic complexity decreased by 1099.04% compared to MSCL decoding for (1024, 512) polar codes when the degree of parallelism is 8 and the list size is 16.
引用
收藏
页数:6
相关论文
共 50 条
[31]   Symbol-Based Successive Cancellation List Decoder for Polar Codes [J].
Xiong, Chenrong ;
Lin, Jun ;
Yan, Zhiyuan .
PROCEEDINGS OF THE 2014 IEEE WORKSHOP ON SIGNAL PROCESSING SYSTEMS (SIPS 2014), 2014, :198-203
[32]   Symbol-Decision Successive Cancellation List Decoder for Polar Codes [J].
Xiong, Chenrong ;
Lin, Jun ;
Yan, Zhiyuan .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2016, 64 (03) :675-687
[33]   Fast Successive-Cancellation List Flip Decoding of Polar Codes [J].
Doan, Nghia ;
Hashemi, Seyyed Ali ;
Gross, Warren J. .
IEEE ACCESS, 2022, 10 :5568-5584
[34]   ANN Based Adaptive Successive Cancellation List Decoder for Polar Codes [J].
Song, Wenqing ;
Fu, Yuxiang ;
Chen, Qinyu ;
Li, Li ;
Zhang, Chuan .
2019 IEEE 13TH INTERNATIONAL CONFERENCE ON ASIC (ASICON), 2019,
[35]   LLR-BASED SUCCESSIVE CANCELLATION LIST DECODING OF POLAR CODES [J].
Balatsoukas-Stimming, Alexios ;
Parizi, Mani Bastani ;
Burg, Andreas .
2014 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2014,
[36]   LLR-Based Successive Cancellation List Decoding of Polar Codes [J].
Balatsoukas-Stimming, Alexios ;
Parizi, Mani Bastani ;
Burg, Andreas .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2015, 63 (19) :5165-5179
[37]   Path Splitting Selecting Strategy-Aided Successive Cancellation List Algorithm for Polar Codes [J].
Gao, Chenyu ;
Liu, Rongke ;
Dai, Bin ;
Han, Xu .
IEEE COMMUNICATIONS LETTERS, 2019, 23 (03) :422-425
[38]   Post-Processing for CRC-Aided Successive Cancellation List Decoding of Polar Codes [J].
Wang, Chung-Hsuan ;
Pan, Yi-Han ;
Lin, Yu-Heng ;
Ueng, Yeong-Luh .
IEEE COMMUNICATIONS LETTERS, 2020, 24 (07) :1395-1399
[39]   Memory Management in Successive-Cancellation based Decoders for Multi-Kernel Polar Codes [J].
Bioglio, Valerio ;
Condo, Carlo ;
Land, Ingmar .
2018 CONFERENCE RECORD OF 52ND ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS, AND COMPUTERS, 2018, :472-476
[40]   Improved Adaptive Successive Cancellation List Decoding of Polar Codes [J].
Wang, Xiumin ;
He, Jinlong ;
Li, Jun ;
Wu, Zhuoting ;
Shan, Liang ;
Hong, Bo .
ENTROPY, 2019, 21 (09)