TY - JOUR
T1 - Low complexity detection based on dynamic factor graph for SCMA systems
AU - Ma, Xinying
AU - Yang, Lin
AU - Chen, Zhi
AU - Siu, Yunming
PY - 2017/12
Y1 - 2017/12
N2 - Sparse code multiple access (SCMA) has been proposed to support massive connections, and becomes a promising non-orthogonal multiple access in future fifth generation wireless communication systems. In SCMA, message passing algorithm (MPA) is utilized to achieve nearly optimal multiuser detection, but the high complexity of MPA detector still makes it hard to implement in practice. To tackle this issue, we present a low complexity MPA detector based on the dynamic factor graph, named DFG-MPA, in which the branches with large belief values in the factor graph model do not participate in the message propagation in current and later iterations. Moreover, choosing the number of partial branches with large belief values for each iteration adaptively depends on practical application scenarios. Numerical results show that the proposed detection scheme provides a commendable tradeoff between bit-error-rate (BER) performance and computational complexity compared with some existing MPA schemes.
AB - Sparse code multiple access (SCMA) has been proposed to support massive connections, and becomes a promising non-orthogonal multiple access in future fifth generation wireless communication systems. In SCMA, message passing algorithm (MPA) is utilized to achieve nearly optimal multiuser detection, but the high complexity of MPA detector still makes it hard to implement in practice. To tackle this issue, we present a low complexity MPA detector based on the dynamic factor graph, named DFG-MPA, in which the branches with large belief values in the factor graph model do not participate in the message propagation in current and later iterations. Moreover, choosing the number of partial branches with large belief values for each iteration adaptively depends on practical application scenarios. Numerical results show that the proposed detection scheme provides a commendable tradeoff between bit-error-rate (BER) performance and computational complexity compared with some existing MPA schemes.
KW - Dynamic factor graph
KW - Low complexity
KW - Message passing algorithm (MPA)
KW - Sparse code multiple access (SCMA)
UR - http://www.scopus.com/inward/record.url?scp=85030625570&partnerID=8YFLogxK
UR - https://www.scopus.com/record/pubmetrics.uri?eid=2-s2.0-85030625570&origin=recordpage
U2 - 10.1109/LCOMM.2017.2752745
DO - 10.1109/LCOMM.2017.2752745
M3 - RGC 21 - Publication in refereed journal
SN - 1089-7798
VL - 21
SP - 2666
EP - 2669
JO - IEEE Communications Letters
JF - IEEE Communications Letters
IS - 12
ER -