TY - JOUR
T1 - A low complexity OFDM receiver with combined GAMP and MF message passing
AU - Yuan, Zhengdao
AU - Zhang, Chuanzong
AU - Wang, Zhongyong
AU - Guo, Qinghua
AU - Wu, Sheng
PY - 2019/7/15
Y1 - 2019/7/15
N2 - With a unified belief propagation (BP) and mean field (MF) framework, we propose an iterative message passing receiver, which performs joint channel state and noise precision (the reciprocal of noise variance) estimation and decoding for OFDM systems. The recently developed generalized approximate message passing (GAMP) is incorporated to the BP–MF framework, where MF is used to handle observation factor nodes with unknown noise precision and GAMP is used for channel estimation in the time–frequency domain. Compared to state-of-the-art algorithms in the literature, the proposed algorithm either delivers similar performance with much lower complexity, or delivers much better performance with similar complexity. In addition, the proposed algorithm exhibits fastest convergence.
AB - With a unified belief propagation (BP) and mean field (MF) framework, we propose an iterative message passing receiver, which performs joint channel state and noise precision (the reciprocal of noise variance) estimation and decoding for OFDM systems. The recently developed generalized approximate message passing (GAMP) is incorporated to the BP–MF framework, where MF is used to handle observation factor nodes with unknown noise precision and GAMP is used for channel estimation in the time–frequency domain. Compared to state-of-the-art algorithms in the literature, the proposed algorithm either delivers similar performance with much lower complexity, or delivers much better performance with similar complexity. In addition, the proposed algorithm exhibits fastest convergence.
KW - Channel estimation
KW - GAMP
KW - Message passing
KW - OFDM receiver
UR - http://www.scopus.com/inward/record.url?scp=85054158688&partnerID=8YFLogxK
U2 - 10.1007/s11235-018-0511-8
DO - 10.1007/s11235-018-0511-8
M3 - Letter
AN - SCOPUS:85054158688
SN - 1018-4864
VL - 71
SP - 425
EP - 432
JO - Telecommunication Systems
JF - Telecommunication Systems
IS - 3
ER -