Gaussian Approximate Message Passing Detection of Orthogonal Time Frequency Space Modulation

被引:31
|
作者
Xiang, Luping [1 ]
Liu, Yusha [1 ]
Yang, Lie-Liang [1 ]
Hanzo, Lajos [1 ]
机构
[1] Univ Southampton, Sch Elect & Comp Sci, Southampton SO17 1BJ, Hants, England
基金
欧洲研究理事会; 英国工程与自然科学研究理事会;
关键词
Detectors; Transforms; Indexes; Complexity theory; Time-frequency analysis; Message passing; Receivers; OTFS modulation; message passing; Gaussian approximation; Doppler frequency; time-varying channel; ITERATIVE DETECTION; CHANNEL ESTIMATION; OTFS; SYSTEMS;
D O I
10.1109/TVT.2021.3102673
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Message passing (MP) aided detectors are designed for orthogonal time frequency space (OTFS) modulated system. We first characterize the transmit-receive relationship of our OTFS-modulated system in the delay-Doppler (DD) domain by designing a joint factor graph. Based on this joint factor graph, we then conceive a joint message passing aided (JMPA) detector. Furthermore, a novel low-complexity Gaussian approximate MP (GA-MP) detector is also conceived, which models the a posteriori probabilities propagated through the proposed joint factor graph by Gaussian distributions. Finally, we demonstrate that the proposed GA-MP detector outperforms the state-of-the-art MP detector by at least 1.5 dB at a bit error ratio (BER) of 10(-4), while keeping the same complexity order.
引用
收藏
页码:10999 / 11004
页数:6
相关论文
共 50 条
  • [1] Iterative Detection for Orthogonal Time Frequency Space Modulation With Unitary Approximate Message Passing
    Yuan, Zhengdao
    Liu, Fei
    Yuan, Weijie
    Guo, Qinghua
    Wang, Zhongyong
    Yuan, Jinhong
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2022, 21 (02) : 714 - 725
  • [2] Message Passing Based Detection for Orthogonal Time Frequency Space Modulation
    YUAN Zhengdao
    LIU Fei
    GUO Qinghua
    WANG Zhongyong
    ZTE Communications, 2021, 19 (04) : 34 - 44
  • [3] Performance Analysis and Approximate Message Passing Detection of Orthogonal Time Sequency Multiplexing Modulation
    Sui, Zeping
    Yan, Shefeng
    Zhang, Hongming
    Sun, Sumei
    Zeng, Yonghong
    Yang, Lie-Liang
    Hanzo, Lajos
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2024, 23 (03) : 1913 - 1928
  • [4] Orthogonal Approximate Message Passing for GFDM Detection
    Zhang, Suchun
    Wen, Chao-Kai
    Takeuchi, Keigo
    Jin, Shi
    2017 IEEE 18TH INTERNATIONAL WORKSHOP ON SIGNAL PROCESSING ADVANCES IN WIRELESS COMMUNICATIONS (SPAWC), 2017,
  • [5] Iterative MMSE Detection for Orthogonal Time Frequency Space Modulation
    Li, Qi
    Yuan, Jinhong
    Lin, Hai
    2022 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS WORKSHOPS (ICC WORKSHOPS), 2022, : 945 - 950
  • [6] Orthogonal Time Frequency Space Modulation
    Hadani, R.
    Rakib, S.
    Tsatsanis, M.
    Monk, A.
    Goldsmith, A. J.
    Molisch, A. F.
    Calderbank, R.
    2017 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), 2017,
  • [7] Integrated Sensing and Communication via Orthogonal Time Frequency Space Signaling with Hybrid Message Passing Detection and Fractional Parameter Estimation
    Zhang, Ji
    Cai, Leqi
    Liu, Huanyou
    Li, Xingwang
    An, Kang
    Li, Bin
    Guo, Kefeng
    SENSORS, 2023, 23 (24)
  • [8] Cross Domain Iterative Detection for Orthogonal Time Frequency Space Modulation
    Li, Shuangyang
    Yuan, Weijie
    Wei, Zhiqiang
    Yuan, Jinhong
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2022, 21 (04) : 2227 - 2242
  • [9] Interference Cancellation and Iterative Detection for Orthogonal Time Frequency Space Modulation
    Raviteja, P.
    Phan, Khoa T.
    Hong, Yi
    Viterbo, Emanuele
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2018, 17 (10) : 6501 - 6515
  • [10] Performance Analysis of OAMP Detection for Orthogonal Time Frequency Space Modulation
    Yue, Yang
    Shi, Jia
    Hu, Junfan
    Tie, Zhuangzhuang
    Li, Zan
    2022 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS WORKSHOPS (ICC WORKSHOPS), 2022, : 916 - 921