Learning-based beamforming for multi-user vehicular communications: a combinatorial multi-armed bandit approach
There is an urgent need to support high data rate among connected vehicles for both safety
and infotainment purposes. However, high rate for vehicular communications is impacted by …
and infotainment purposes. However, high rate for vehicular communications is impacted by …
Context-and-social-aware online beam selection for mmwave vehicular communications
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 …
vehicular communication to support Gbps links for reliable data transfer in high-rate …
Beamforming for maximal coverage in mmWave drones: A reinforcement learning approach
Drone as a base station can provide wireless services in a variety of situations. In this letter,
we employ a uniform linear array (ULA) to produce a directional beam to increase the quality …
we employ a uniform linear array (ULA) to produce a directional beam to increase the quality …
Smart vehicular communication via 5G mmWaves
Millimeter-Wave (mmWave) communication is conceived as a viable approach for 5G
vehicular communication systems, where vehicles are equipped with more sensors that …
vehicular communication systems, where vehicles are equipped with more sensors that …
Profiling vehicles for improved small cell beam-vehicle pairing using multi-armed bandit
The 5G technology has tapped into millimeter wave (mmWave) spectrum to create additional
bandwidth for improved network capacity. The use of mmWave for specific applications …
bandwidth for improved network capacity. The use of mmWave for specific applications …
mmWave Beam Steering with Hierarchical Optimal Sampling for Unimodal Bandits
We propose a Multi-Armed Bandit algorithm for mmWave beam steering that approaches the
performance of state-of-the-art Bayesian algorithms at a fraction of the complexity and …
performance of state-of-the-art Bayesian algorithms at a fraction of the complexity and …
Beam Alignment in Multipath Environments for Integrated Sensing and Communication Using Bandit Learning
Prior works have explored multi-armed bandit (MAB) algorithms for the selection of optimal
beams for millimeter-wave (mmW) communications between base station and mobile users …
beams for millimeter-wave (mmW) communications between base station and mobile users …
Fast beam alignment via pure exploration in multi-armed bandits
The beam alignment (BA) problem consists in accurately aligning the transmitter and
receiver beams to establish a reliable communication link in wireless communication …
receiver beams to establish a reliable communication link in wireless communication …
SVM‐based online learning for interference‐aware multi‐cell mmWave vehicular communications
This paper proposes a data‐driven method of mmWave beam selection in multi‐cell systems
to achieve a near‐optimal fast beam allocation with low complexity. In particular, an online …
to achieve a near‐optimal fast beam allocation with low complexity. In particular, an online …
Network Capacity Optimization for Cellular‐Assisted Vehicular Systems by Online Learning‐Based mmWave Beam Selection
J Gui, Y Liu, X Deng, B Liu - Wireless Communications and …, 2021 - Wiley Online Library
Directional communication is helpful to improve the performance of millimeter Wave
(mmWave) links. However, the dynamic nature of vehicular scenarios raises the complexity …
(mmWave) links. However, the dynamic nature of vehicular scenarios raises the complexity …