Blockage detection and channel tracking in wideband mmWave MIMO systems

被引:2
|
作者
Xie, Hongxiang [1 ]
Gonzalez-Prelcic, Nuria [2 ]
Shimizu, Takayuki [3 ]
机构
[1] Univ Texas Austin, Austin, TX 78712 USA
[2] North Carolina State Univ, Raleigh, NC USA
[3] Toyota Motor North Amer Inc, Plano, TX USA
来源
IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC 2021) | 2021年
关键词
D O I
10.1109/ICC42927.2021.9500529
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
Tracking wideband millimeter wave (mmWave) multiple-input-multiple-output (MIMO) systems based on a hybrid architecture is a challenging problem, especially in high mobility scenarios where links are likely to be blocked by obstacles, such as trees, pedestrians or vehicles. In this paper, we propose a new strategy to track the frequency selective mmWave channel under blockage. We first introduce a statistical channel model that includes the evolution models for channel gains and angles of arrival and departure, as well as the statistics of blockage events. Then, we define a change point detection (CPD) test to identify the time instants where blockage appears/disappears, so the appropriate channel evolution models can be used for wideband channel tracking during the blockage events. To simultaneously achieve a high CPD success rate and a high accuracy in the channel estimate, we further propose a double digital combiner architecture that employs different digital combiners for CPD and channel tracking. Finally, we integrate into our framework a previously proposed Bayesian channel tracking algorithm. Simulation results show that the proposed approach achieves a good channel tracking performance even in mobile scenarios that suffer from highly dynamic blockage events.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] Wideband Channel Tracking and Hybrid Precoding for mmWave MIMO Systems
    Gonzalez-Prelcic, Nuria
    Xie, Hongxiang
    Palacios, Joan
    Shimizu, Takayuki
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2021, 20 (04) : 2161 - 2174
  • [2] Wideband Channel Tracking for mmWave MIMO System with Hybrid Beamforming Architecture
    Yan, Han
    Chaudhari, Shailesh
    Cabric, Danijela
    2017 IEEE 7TH INTERNATIONAL WORKSHOP ON COMPUTATIONAL ADVANCES IN MULTI-SENSOR ADAPTIVE PROCESSING (CAMSAP), 2017,
  • [3] Two-Stage Channel Estimation in mmWave MIMO Systems With RIS Blockage
    Li, Shuangzhi
    Lei, Haojie
    Dong, Zheng
    Yang, Ruiqi
    Guo, Xin
    IEEE WIRELESS COMMUNICATIONS LETTERS, 2024, 13 (12) : 3548 - 3552
  • [4] Capacity of mmWave MIMO-Systems using a Wideband Indoor Channel Model
    Fellhauer, Felix
    ten Brink, Stephan
    Loghin, Nabil
    2019 57TH ANNUAL ALLERTON CONFERENCE ON COMMUNICATION, CONTROL, AND COMPUTING (ALLERTON), 2019, : 1182 - 1189
  • [5] Block Sparse Recovery for Wideband Channel Estimation in Hybrid mmWave MIMO Systems
    Zhang, Ruoyu
    Zhang, Jiayan
    Zhao, Tianyu
    Zhao, Honglin
    2018 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2018,
  • [6] Channel Tracking for Uniform Rectangular Arrays in mmWave Massive MIMO Systems
    Liu, Haiyan
    Zhang, Tiankui
    Hu, Zhirui
    Loo, Jonathan
    Wang, Youxiang
    2018 10TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS AND SIGNAL PROCESSING (WCSP), 2018,
  • [7] Efficient Multiband Channel Reconstruction and Tracking for Hybrid mmWave MIMO Systems
    Chen, Weicong
    Han, Yu
    Jin, Shi
    Sun, Huan
    IEEE TRANSACTIONS ON COMMUNICATIONS, 2021, 69 (12) : 8501 - 8517
  • [8] Wideband Channel Estimation for mmWave Massive MIMO Systems with Beam Squint Effect
    Wang, Bolei
    Gao, Feifei
    Li, Geoffrey Ye
    Jin, Shi
    Lin, Hai
    2018 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2018,
  • [9] Angle Space Channel Tracking for Hybrid mmWave Massive MIMO systems
    Zhao, Jianwei
    Gao, Feifei
    Jia, Weimin
    Zhang, Shun
    Jin, Shi
    Linpound, Hai
    GLOBECOM 2017 - 2017 IEEE GLOBAL COMMUNICATIONS CONFERENCE, 2017,
  • [10] Wideband mmWave Massive MIMO Channel Estimation and Localization
    Weng, Shudi
    Jiang, Fan
    Wymeersch, Henk
    IEEE WIRELESS COMMUNICATIONS LETTERS, 2023, 12 (08) : 1314 - 1318