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Message-Passing Receivers for Single Carrier Systems with Frequency-Domain Equalization

机译:具有频域均衡的单载波系统的消息传递接收器

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摘要

In this letter, we design iterative receiver algorithms for joint frequency-domain equalization and decoding in a single carrier system assuming perfect channel state information. Based on an approximate inference framework that combines belief propagation (BP) and the mean field (MF) approximation, we propose two receiver algorithms with, respectively, parallel and sequential message-passing schedules in the MF part. A recently proposed receiver based on generalized approximate message passing (GAMP) is used as a benchmarking reference. The simulation results show that the BP-MF receiver with sequential passing of messages achieves the best BER performance at the expense of higher computational complexity compared to that of the GAMP receiver. The parallel BP-MF receiver has complexity similar to that of GAMP, but its low convergence rate yields poor performance, especially under high signal-to-noise ratio conditions.
机译:在这封信中,我们设计了假设完美信道状态信息的单载波系统中联合频域均衡和解码的迭代接收器算法。基于结合了信念传播(BP)和平均场(MF)近似的近似推理框架,我们提出了两种接收器算法,在MF部分分别具有并行和顺序消息传递时间表。最近基于通用近似消息传递(GAMP)提出的接收器用作基准参考。仿真结果表明,与GAMP接收器相比,按顺序传递消息的BP-MF接收器可实现最佳BER性能,但具有更高的计算复杂度。并行BP-MF接收器具有与GAMP相似的复杂性,但是其低收敛速率导致较差的性能,尤其是在高信噪比条件下。

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