Soft-Output Successive Cancellation List Decoding

被引:0
|
作者
Yuan, Peihong [1 ]
Duffy, Ken R. [2 ]
Medard, Muriel [1 ]
机构
[1] MIT, Network Coding & Reliable Commun Grp, Cambridge, MA 02139 USA
[2] Northeastern Univ, Engn Probabil Informat & Commun Lab, Boston, MA 02115 USA
关键词
Maximum likelihood decoding; Codes; Polar codes; Iterative decoding; Approximation algorithms; Heuristic algorithms; Error analysis; Vectors; Encoding; Convolutional codes; Polar coding; codebook probability; generalized decoding; joint error correction and detection; soft-input soft-output (SISO) decoding; POLAR CODES; DESIGN;
D O I
10.1109/TIT.2024.3512412
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We introduce an algorithm for approximating the codebook probability that is compatible with all successive cancellation (SC)-based decoding algorithms, including SC list (SCL) decoding. This approximation is based on an auxiliary distribution that mimics the dynamics of decoding algorithms with an SC decoding schedule. Based on this codebook probability and SCL decoding, we introduce soft-output SCL (SO-SCL) to generate both blockwise and bitwise soft-output (SO). Using that blockwise SO, we first establish that, in terms of both block error rate (BLER) and undetected error rate (UER), SO-SCL decoding of dynamic Reed-Muller (RM) codes significantly outperforms the CRC-concatenated polar codes from 5G New Radio under SCL decoding. Moreover, using SO-SCL, the decoding misdetection rate (MDR) can be constrained to not exceed any predefined value, making it suitable for practical systems. Proposed bitwise SO can be readily generated from blockwise SO via a weighted sum of beliefs that includes a term where SO is weighted by the codebook probability, resulting in a soft-input soft-output (SISO) decoder. Simulation results for SO-SCL iterative decoding of product codes and generalized LDPC (GLDPC) codes, along with information-theoretical analysis, demonstrate significant superiority over existing list-max and list-sum approximations.
引用
收藏
页码:1007 / 1017
页数:11
相关论文
共 50 条
  • [31] In Situ Multi-Bit Decision for Successive Cancellation List Decoding of Polar Codes
    Park, Jaehyeon
    Lee, Jaeyoung
    Park, In-Cheol
    IEEE ACCESS, 2022, 10 : 86943 - 86952
  • [32] An Early Termination Scheme for Successive Cancellation List Decoding of Polar Codes
    Lee, Huang-Chang
    Pao, Yu-Sheng
    Chi, Cheng-Yi
    Lee, Hsin-Yu
    Ueng, Yeong-Luh
    2020 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2020, : 1798 - 1802
  • [33] Improved Metric Sorting for Successive Cancellation List Decoding of Polar Codes
    Wang, Xiumin
    Wang, Ting
    Li, Jun
    Shan, Liang
    Cao, Haiyan
    Li, Zhengquan
    IEEE COMMUNICATIONS LETTERS, 2019, 23 (07) : 1123 - 1126
  • [34] Fast Successive-Cancellation List Flip Decoding of Polar Codes
    Doan, Nghia
    Hashemi, Seyyed Ali
    Gross, Warren J.
    IEEE ACCESS, 2022, 10 : 5568 - 5584
  • [35] A Low Complexity Successive Cancellation List Decoding Algorithm of Polar Codes
    Miao, Jiansong
    Li, Weijie
    Hu, Xuejia
    Li, Hairui
    2020 IEEE/CIC INTERNATIONAL CONFERENCE ON COMMUNICATIONS IN CHINA (ICCC), 2020, : 1010 - 1015
  • [36] Enhanced Metric Sorting for Successive Cancellation List Decoding of Polar Codes
    Li, Huan
    IEEE COMMUNICATIONS LETTERS, 2018, 22 (04) : 664 - 667
  • [37] LLR-BASED SUCCESSIVE CANCELLATION LIST DECODING OF POLAR CODES
    Balatsoukas-Stimming, Alexios
    Parizi, Mani Bastani
    Burg, Andreas
    2014 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2014,
  • [38] Optimized sorting network for successive cancellation list decoding of polar codes
    Wang, Kun
    Li, Li
    Han, Feng
    Feng, Fan
    Lin, Jun
    Fu, Yuxiang
    Sha, Jin
    IEICE ELECTRONICS EXPRESS, 2017, 14 (18):
  • [39] Adaptive Fast Simplified Successive Cancellation List Polar Decoding based on Path Selecting
    Wang, Ling
    Zhang, Zhizhong
    Hu, Haonan
    2020 IEEE/CIC INTERNATIONAL CONFERENCE ON COMMUNICATIONS IN CHINA (ICCC), 2020, : 959 - 963
  • [40] LLR-Based Successive Cancellation List Decoding of Polar Codes
    Balatsoukas-Stimming, Alexios
    Parizi, Mani Bastani
    Burg, Andreas
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2015, 63 (19) : 5165 - 5179