Blockage detection and channel tracking in wideband mmWave MIMO systems
Authors:
- 1 June 2021
- conference paper
- Published by Institute of Electrical and Electronics Engineers (IEEE)
- p. 1-6
Abstract
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.Keywords
This publication has 12 references indexed in Scilit:
- Position-Aided Compressive Channel Tracking for Wideband Millimeter Wave Multi-User Communication2019
- Statistical Blockage Modeling and Robustness of Beamforming in Millimeter-Wave SystemsIEEE Transactions on Microwave Theory and Techniques, 2019
- Modeling and Combating Blockage in Millimeter Wave Systems2018
- Tracking abruptly changing channels in mmWave systems using overlaid data and training2017
- Wideband channel tracking for mmWave MIMO system with hybrid beamforming architecture: (Invited Paper)2017
- Tracking mm-Wave channel dynamics: Fast beam training strategies under mobility2017
- Millimeter-Wave Human Blockage at 73 GHz with a Simple Double Knife-Edge Diffraction Model and Extension for Directional Antennas2017
- Low Complexity Channel Estimation for Millimeter Wave Systems with Hybrid A/D Antenna Processing2016
- Priori-aided channel tracking for millimeter-Wave beamspace massive MIMO systems2016
- Channel estimation and precoder design for millimeter-wave communications: The sparse way2014