Beam alignment and tracking for millimeter wave communications via bandit learning

J Zhang, Y Huang, Y Zhou, X You - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Millimeter wave (mmwave) communications have attracted increasing attention thanks to the
abundant spectrum resource. The short wave-length of mmwave signals facilitates exploiting …

Leveraging sensing at the infrastructure for mmWave communication

A Ali, N Gonzalez-Prelcic, RW Heath… - IEEE Communications …, 2020 - ieeexplore.ieee.org
V2X communication in the mmWave band is one way to achieve high data rates for
applications like infotainment, cooperative perception, augmented reality assisted driving …

Deep learning-based channel estimation and tracking for millimeter-wave vehicular communications

S Moon, H Kim, I Hwang - Journal of Communications and …, 2020 - ieeexplore.ieee.org
The application of millimeter-wave (mmWave) frequencies is a potential technology for
satisfying the continuously increasing need for handling data traffic in highly advanced …

Multimodality in mmWave MIMO beam selection using deep learning: Datasets and challenges

J Gu, B Salehi, D Roy… - IEEE Communications …, 2022 - ieeexplore.ieee.org
The increasing availability of multimodal data holds many promises for developments in
millimeter-wave (mmWave) multiple-antenna systems by harnessing the potential for …

Machine learning based mmWave channel tracking in vehicular scenario

Y Guo, Z Wang, M Li, Q Liu - 2019 IEEE International …, 2019 - ieeexplore.ieee.org
Millimeter wave (mmWave) communication has become a key enabling technology for 5G
and beyond networks because of its large bandwidth and high transmission rate. In a …

MAMBA: A multi-armed bandit framework for beam tracking in millimeter-wave systems

I Aykin, B Akgun, M Feng… - IEEE INFOCOM 2020-IEEE …, 2020 - ieeexplore.ieee.org
Millimeter-wave (mmW) spectrum is a major candidate to support the high data rates of 5G
systems. However, due to directionality of mmW communication systems, misalignments …

A fast beam searching scheme in mmWave communications for high-speed trains

M Cheng, JB Wang, JY Wang, M Lin… - ICC 2019-2019 IEEE …, 2019 - ieeexplore.ieee.org
High-speed trains are being widely deployed around the world. To meet the high data rate
transmission requirements, millimeter wave high-speed train communication systems with …

Context-aware beam tracking for 5G mmWave V2I communications

H Ding, KG Shin - IEEE Transactions on Mobile Computing, 2021 - ieeexplore.ieee.org
Vehicles' mobility causes frequent beam misalignments in millimeter wave (mmWave)
vehicle-to-infrastructure (V2I) communications. In 5G systems, beam sweeping is done …

Spatial and temporal contextual multi-armed bandit handovers in ultra-dense mmWave cellular networks

L Sun, J Hou, T Shu - IEEE Transactions on Mobile Computing, 2020 - ieeexplore.ieee.org
Although millimeter wave (mmWave) is a promising technology in 5G communication, its
severe path attenuation and susceptibility to line-of-sight (LOS) blockage result in much …

MmWave beam prediction with situational awareness: A machine learning approach

Y Wang, M Narasimha… - 2018 IEEE 19th …, 2018 - ieeexplore.ieee.org
Millimeter-wave communication is a challenge in the highly mobile vehicular context.
Traditional beam training is inadequate in satisfying low overheads and latency. In this …