TY - JOUR
T1 - An Improved EPA-Based Receiver Design for Uplink LDPC Coded SCMA System
AU - Chai, Lingyun
AU - Liu, Zilong
AU - Xiao, Pei
AU - Maaref, Amine
AU - Bai, Lin
N1 - Publisher Copyright:
© 2012 IEEE.
PY - 2022/5/1
Y1 - 2022/5/1
N2 - 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.
AB - 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.
KW - Joint detection and decoding (JDD) receiver
KW - expectation propagation algorithm (EPA)
KW - sparse code multiple access (SCMA)
UR - https://www.scopus.com/pages/publications/85124843853
U2 - 10.1109/LWC.2022.3151432
DO - 10.1109/LWC.2022.3151432
M3 - 文章
AN - SCOPUS:85124843853
SN - 2162-2337
VL - 11
SP - 947
EP - 951
JO - IEEE Wireless Communications Letters
JF - IEEE Wireless Communications Letters
IS - 5
ER -