Low Complexity Bit Reliability and Predication Based Symbol Value Selection Decoding Algorithms for Non-Binary LDPC Codes

被引:7
|
作者
Ullah, Waheed [1 ]
Cheng, Ling [1 ]
Takawira, Fambirai [1 ]
机构
[1] Univ Witwatersrand, Sch Elect & Informat Engn, ZA-2000 Johannesburg, South Africa
关键词
Multiple vote; non-binary LDPC; iterative reliability decoding; symbol flipping; sum product algorithm; low complexity decoding; CHECK;
D O I
10.1109/ACCESS.2020.3013814
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The main challenge for hardware implementation of non-binary LDPC decoding is the high computational complexity and large memory requirement. To address this challenge, five new low complexity LDPC decoding algorithms are proposed in this paper. The proposed algorithms are developed specifically towards the low complexity, yet effective, decoding of the NB LDPC codes. The proposed decoding algorithms update, iteratively, the hard decision received vector to search for the valid codeword in the vector space of Galois field (GF). The selection criterion for least reliable symbol positions is based on the information from the failed checks and the reliability information from the Galois field structure as well as from the received channel soft information. To choose the correct value for the candidate symbol, two methods are used. The first method is based on the prediction of the error symbol from the set of Galois field symbols which maximize an objective function. In the second method, individual bits are flipped based on the reliability information obtained from the channel. Algorithms 1 and 2 flip a single symbol per iteration whilst the other three algorithms 3, 4 and 5 flip multiple symbols in each iteration. The proposed voting based Algorithms 1, 2 and 5 first short list the unreliable positions using a majority voting scheme and then choose the candidate symbol value from the set of the symbols in GF(q) while not violating the field order q. These methods simplify the decoding complexity in terms of computation and memory. Results and analysis of these algorithms show an appealing tradeoff between computational complexity and bit error rate performance for NB LDPC codes.
引用
收藏
页码:142691 / 142703
页数:13
相关论文
共 50 条
  • [21] Weighted Symbol Flipping Decoding for Non-binary LDPC Codes Based on Iteration Stopping Criterion
    Mu, Haiwei
    Meng, Jiahui
    Zhang, Liang
    Yi, Daiyao
    Zhao, Danfeng
    2018 37TH CHINESE CONTROL CONFERENCE (CCC), 2018, : 8447 - 8452
  • [22] On the Decoding Radius Realized by Low-Complexity Decoded Non-Binary Irregular LDPC Codes
    Rybin, Pavel
    Frolov, Alexey
    PROCEEDINGS OF 2018 INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY AND ITS APPLICATIONS (ISITA2018), 2018, : 384 - 388
  • [23] Low-complexity probability generation algorithm for stochastic decoding of non-binary LDPC codes
    Pang, Bao-Mao
    Shi, Hao-Shan
    He, Guang-Hua
    Yingyong Kexue Xuebao/Journal of Applied Sciences, 2012, 30 (03): : 234 - 238
  • [24] Low complexity soft demapping for non-binary LDPC codes
    Mourad, Alain
    Picchi, Ottavio
    Gutierrez, Ismael
    Luise, Marco
    EURASIP JOURNAL ON WIRELESS COMMUNICATIONS AND NETWORKING, 2012, : 1 - 16
  • [25] Low complexity soft demapping for non-binary LDPC codes
    Alain Mourad
    Ottavio Picchi
    Ismael Gutierrez
    Marco Luise
    EURASIP Journal on Wireless Communications and Networking, 2012
  • [26] Low-Complexity Probability Generation Algorithm for Stochastic Decoding of non-binary LDPC Codes
    He, Guanghua
    Bai, Baoming
    2011 6TH INTERNATIONAL ICST CONFERENCE ON COMMUNICATIONS AND NETWORKING IN CHINA (CHINACOM), 2011, : 65 - 70
  • [27] An Adaptive Single/Multiple Symbol Flipping Decoding Algorithm for Non-Binary LDPC Codes
    Chen, Haiqiang
    Li, Yulin
    Wang, Yaoling
    Li, Chunjie
    Sun, Youming
    Li, Xiangcheng
    Qin, Tuanfa
    IEEE COMMUNICATIONS LETTERS, 2023, 27 (03) : 773 - 777
  • [28] Weighted Hard-Reliability Decoding Method for Non-binary LDPC Codes
    Gao, Tao
    Ma, Xiu-rong
    Liu, Ming-xin
    2018 5TH INTERNATIONAL CONFERENCE ON SYSTEMS AND INFORMATICS (ICSAI), 2018, : 796 - 800
  • [29] Low-complexity Architectures for Reliability-based Message-passing Non-binary LDPC Decoding
    Zhang, Xinmiao
    Cai, Fang
    2011 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2011, : 1303 - 1306
  • [30] Check Node Reliability-Based Scheduling for BP Decoding of Non-Binary LDPC Codes
    Han, Guojun
    Guan, Yong Liang
    Huang, Xinmei
    IEEE TRANSACTIONS ON COMMUNICATIONS, 2013, 61 (03) : 877 - 885