Abstract
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.
Original language | English |
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Pages (from-to) | 714-725 |
Number of pages | 12 |
Journal | IEEE Transactions on Wireless Communications |
Volume | 21 |
Issue number | 2 |
Early online date | 21 Jul 2021 |
DOIs | |
Publication status | Published - Feb 2022 |
Externally published | Yes |
Bibliographical note
The work of Zhengdao Yuan, Fei Liu, and Zhongyong Wang was supported in part by the National Natural Science Foundation of China under Grant 61901417, Grant U1804152, and Grant 61801434; and in part by the Science and Technology Research Project of Henan Province under Grant 212102210556, Grant 202102210313, Grant 212102210566, and Grant 20B510005. This work was also supported in part by the Australian Research Council (ARC) Discovery Projects under Grant DP190101363 and in part by the ARC Linkage Project under Grant LP170101196.Keywords
- approximate message passing (AMP)
- iterative detection
- Orthogonal time frequency space modulation (OTFS)
- unitary transformation