Belief Propagation Decoding of Polar Codes using Stochastic Computing

被引:0
|
作者
Yuan, Bo [1 ]
Parhi, Keshab K. [2 ]
机构
[1] CUNY City Coll, Dept Elect Engn, New York, NY 10031 USA
[2] Univ Minnesota, Dept Elect & Comp Engn, Minneapolis, MN 55455 USA
基金
美国国家科学基金会;
关键词
stochastic computing; polar codes; belief propagation;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Polar codes have become one of the most attractive topics in coding theory community because of their provable capacity-achieving property. Belief propagation (BP) algorithm, as one of the popular approaches for decoding polar codes, has unique advantage of high parallelism but suffers from high computation complexity, which translates to very large silicon area and high power consumption. This paper, for the first time, exploits the design of polar BP decoder using stochastic computing. Several methods ranging from algorithm level to architecture level are presented to improve the error and hardware performances of the stochastic BP decoder. The approaches proposed in this work provide a potential low-cost solution for stochastic BP decoder design.
引用
收藏
页码:157 / 160
页数:4
相关论文
共 50 条
  • [1] A Survey on Belief Propagation Decoding of Polar Codes
    Ahmet ?a?r? Arl?
    Orhan Gazi
    中国通信, 2021, 18 (08) : 133 - 168
  • [2] A Survey on Belief Propagation Decoding of Polar Codes
    Arli, Ahmet Cagri
    Gazi, Orhan
    CHINA COMMUNICATIONS, 2021, 18 (08) : 133 - 168
  • [3] Belief Propagation List Decoding of Polar Codes
    Elkelesh, Ahmed
    Ebada, Moustafa
    Cammerer, Sebastian
    ten Brink, Stephan
    IEEE COMMUNICATIONS LETTERS, 2018, 22 (08) : 1536 - 1539
  • [4] Successive Cancellation Decoding of Polar Codes using Stochastic Computing
    Yuan, Bo
    Parhi, Keshab K.
    2015 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2015, : 3040 - 3043
  • [5] Efficient Belief Propagation List Decoding of Polar Codes
    Ren, Yuqing
    Xu, Weihong
    Zhang, Zaichen
    You, Xiaohu
    Zhang, Chuan
    2019 IEEE 13TH INTERNATIONAL CONFERENCE ON ASIC (ASICON), 2019,
  • [6] Improved Belief Propagation List Decoding for Polar Codes
    Li, Huan
    Huang, Jingxuan
    Sun, Ce
    ELECTRONICS, 2022, 11 (15)
  • [7] Sparse Graphs for Belief Propagation Decoding of Polar Codes
    Cammerer, Sebastian
    Ebada, Moustafa
    Elkelesh, Ahmed
    ten Brink, Stephan
    2018 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY (ISIT), 2018, : 1465 - 1469
  • [8] Improved Belief Propagation List Decoding for Polar Codes
    Li, Binghao
    Bai, Baoming
    Zhu, Min
    Zhou, Shenyang
    2020 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY (ISIT), 2020, : 413 - 418
  • [9] Belief Propagation Decoding of Polar Codes Using Intelligent Post-Processing
    Chen, Yiou
    Chen, Jienan
    Yu, Xia
    Xie, Guixian
    Zhang, Cong
    Zhang, Chuan
    JOURNAL OF SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY, 2020, 92 (05): : 487 - 497
  • [10] Improving Belief Propagation Decoding of Polar Codes Using Scattered EXIT Charts
    Elkelesh, A.
    Ebada, M.
    Cammerer, S.
    ten Brink, S.
    2016 IEEE INFORMATION THEORY WORKSHOP (ITW), 2016,