Iterative Detection for Orthogonal Time Frequency Space Modulation With Unitary Approximate Message Passing

探测器 计算机科学 稳健性(进化) 消息传递 解码方法 频道(广播) 算法 无线 电子工程 实时计算 电信 工程类 生物化学 基因 化学 程序设计语言
作者
Zhengdao Yuan,Fei Liu,Weijie Yuan,Qinghua Guo,Zhongyong Wang,Jinhong Yuan
出处
期刊:IEEE Transactions on Wireless Communications [Institute of Electrical and Electronics Engineers]
卷期号:21 (2): 714-725 被引量:85
标识
DOI:10.1109/twc.2021.3097173
摘要

The orthogonal-time-frequency-space (OTFS) modulation has emerged as a promising modulation scheme for high mobility wireless communications. To harvest the time and frequency diversity promised by OTFS, some promising detectors, especially message passing based ones, have been developed by taking advantage of the sparsity of the channel in the delay-Doppler domain. However, when the number of channel paths is relatively large or fractional Doppler shifts have to be considered, the complexity of existing detectors is a concern, and the existing message passing based detectors suffer from performance loss. In this work, we investigate the design of OTFS detectors based on the approximate message passing (AMP). In particular, leveraging the unitary AMP (UAMP), we design new detectors that enjoy the structure of the channel matrix and allow efficient implementation. In addition, the estimation of noise variance is incorporated into the UAMP-based detectors. Thanks to the robustness of UAMP relative to AMP, the UAMP-based detectors deliver superior performance, and outperform state-of-the-art detectors significantly. We also investigate iterative joint detection and decoding in a coded OTFS system, where the OTFS detectors are integrated into a powerful turbo receiver, leading to considerable performance gains.
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