An Improved EPA-Based Receiver Design for Uplink LDPC Coded SCMA System

被引:6
|
作者
Chai, Lingyun [1 ]
Liu, Zilong [2 ]
Xiao, Pei [3 ]
Maaref, Amine [4 ]
Bai, Lin [5 ,6 ]
机构
[1] Beihang Univ, Sch Elect & Informat Engn, Beijing 100191, Peoples R China
[2] Univ Essex, Sch Comp Sci & Elect Engn, Colchester CO4 3SQ, Essex, England
[3] Univ Surrey, Inst Commun Syst, 5GIC & 6GIC, Guildford GU2 7XH, Surrey, England
[4] Huawei Technol Canada Co Ltd, Markham, ON L3R 5A4, Canada
[5] Beihang Univ, Sch Cyber Sci & Technol, Beijing 100191, Peoples R China
[6] Beihang Univ, Beijing Lab Gen Aviat Technol, Beijing 100191, Peoples R China
基金
中国国家自然科学基金; 北京市自然科学基金; 英国工程与自然科学研究理事会;
关键词
Receivers; Parity check codes; Complexity theory; Detectors; Uplink; Electronic mail; Receiving antennas; Joint detection and decoding (JDD) receiver; sparse code multiple access (SCMA); expectation propagation algorithm (EPA);
D O I
10.1109/LWC.2022.3151432
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Sparse code multiple access (SCMA) is an emerging paradigm for efficient enabling of massive connectivity in future machine-type communications (MTC). In this letter, we conceive the uplink transmissions of the low-density parity check (LDPC) coded SCMA system. Traditional receiver design of LDPC-SCMA system, which is based on message passing algorithm (MPA) for multiuser detection followed by individual LDPC decoding, may suffer from the drawback of the high complexity and large decoding latency, especially when the system has large codebook size and/or high overloading factor. To address this problem, we introduce a novel receiver design by applying the expectation propagation algorithm (EPA) to the joint detection and decoding (JDD) involving an aggregated factor graph of LDPC code and sparse codebooks. Our numerical results demonstrate the superiority of the proposed EPA based JDD receiver over the conventional Turbo receiver in terms of both significantly lower complexity and faster convergence rate without noticeable error rate performance degradation.
引用
收藏
页码:947 / 951
页数:5
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