FML: Fast machine learning for 5G mmWave vehicular communications

A Asadi, S Müller, GH Sim, A Klein… - IEEE INFOCOM 2018 …, 2018 - ieeexplore.ieee.org
Millimeter-Wave (mmWave) bands have become the de-facto candidate for 5G vehicle-to-
everything (V2X) since future vehicular systems demand Gbps links to acquire the …

An online context-aware machine learning algorithm for 5G mmWave vehicular communications

GH Sim, S Klos, A Asadi, A Klein… - IEEE/ACM Transactions …, 2018 - ieeexplore.ieee.org
Millimeter-Wave (mmWave) bands have become the de-facto candidate for 5G vehicle-to-
everything (V2X) since future vehicular systems demand Gbps links to acquire the …

Smart vehicular communication via 5G mmWaves

X Li, R Zhou, YJA Zhang, L Jiao, Z Li - Computer Networks, 2020 - Elsevier
Millimeter-Wave (mmWave) communication is conceived as a viable approach for 5G
vehicular communication systems, where vehicles are equipped with more sensors that …

Context-and-social-aware online beam selection for mmwave vehicular communications

D Li, S Wang, H Zhao, X Wang - IEEE Internet of Things Journal, 2020 - ieeexplore.ieee.org
Millimeter-wave (mmWave) bands are expected to be an important choice for future
vehicular communication to support Gbps links for reliable data transfer in high-rate …

Flash: Federated learning for automated selection of high-band mmwave sectors

B Salehi, J Gu, D Roy… - IEEE INFOCOM 2022 …, 2022 - ieeexplore.ieee.org
Fast sector-steering in the mmWave band for vehicular mobility scenarios remains an open
challenge. This is because standard-defined exhaustive search over predefined antenna …

Mmwave vehicular beam training with situational awareness by machine learning

Y Wang, A Klautau, M Ribero… - 2018 IEEE …, 2018 - ieeexplore.ieee.org
Configuring beams in millimeter-wave (mmWave) vehicular communication is a challenging
task. Large antenna arrays and narrow beams are deployed at transceivers to exploit …

Transfer reinforcement learning for 5G new radio mmWave networks

M Elsayed, M Erol-Kantarci… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
In this paper, we aim at interference mitigation in 5G millimeter-Wave (mm-Wave)
communications by employing beamforming and Non-Orthogonal Multiple Access (NOMA) …

[HTML][HTML] Wi-Fi assisted contextual multi-armed bandit for neighbor discovery and selection in millimeter wave device to device communications

S Hashima, K Hatano, H Kasban… - Sensors, 2021 - mdpi.com
The unique features of millimeter waves (mmWaves) motivate its leveraging to future,
beyond-fifth-generation/sixth-generation (B5G/6G)-based device-to-device (D2D) …

Efficient beam alignment in millimeter wave systems using contextual bandits

M Hashemi, A Sabharwal, CE Koksal… - IEEE INFOCOM 2018 …, 2018 - ieeexplore.ieee.org
In this paper, we investigate the problem of beam alignment in millimeter wave (mmWave)
systems, and design an optimal algorithm to reduce the overhead. Specifically, due to …

An in-depth study of uplink performance of 5G mmWave networks

M Ghoshal, ZJ Kong, Q Xu, Z Lu, S Aggarwal… - Proceedings of the …, 2022 - dl.acm.org
The highly anticipated 5G mmWave technology promises to enable many uplink-oriented,
latency-critical applications (LCAs) such as Augmented Reality and Connected Autonomous …