4.7 Article

Efficient Sparse Code Multiple Access Decoder Based on Deterministic Message Passing Algorithm

期刊

IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY
卷 69, 期 4, 页码 3562-3574

出版社

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TVT.2020.2969020

关键词

Sparse code multiple access (SCMA); deterministic message passing algorithm (DMPA); folding; retiming; VLSI

资金

  1. NSFC [61871115, 61501116]
  2. Jiangsu Provincial NSF for Excellent Young Scholars [BK20180059]
  3. Six Talent Peak Program of Jiangsu Province [2018-DZXX-001]
  4. Distinguished Perfection Professorship of Southeast University
  5. Fundamental Research Funds for the Central Universities
  6. SRTP of Southeast University

向作者/读者索取更多资源

Being an effective non-orthogonal multiple access (NOMA) technique, sparse code multiple access (SCMA) is promising for future wireless communication. Compared with orthogonal techniques, SCMA enjoys higher overloading tolerance and lower complexity because of its sparsity. In this paper, based on deterministic message passing algorithm (DMPA), algorithmic simplifications such as domain changing and probability approximation are applied for SCMA decoding. Early termination, adaptive decoding, and initial noise reduction are also employed for faster convergence and better performance. Numerical results show that the proposed optimizations benefit both decoding complexity and speed. Furthermore, efficient hardware architectures based on folding and retiming are proposed. VLSI implementation is also given in this paper. Comparison with the state-of-the-art have shown the proposed decoder's advantages in both latency and throughput (multi-Gbps).

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