Learning-based predictive beamforming for integrated sensing and communication in vehicular networks

C Liu, W Yuan, S Li, X Liu, H Li… - IEEE Journal on …, 2022 - ieeexplore.ieee.org
This paper investigates the integrated sensing and communication (ISAC) in vehicle-to-
infrastructure (V2I) networks. To realize ISAC, an effective beamforming design is essential …

Radar-assisted predictive beamforming for vehicular links: Communication served by sensing

F Liu, W Yuan, C Masouros… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
In vehicular networks of the future, sensing and communication functionalities will be
intertwined. In this article, we investigate a radar-assisted predictive beamforming design for …

Integrated sensing and communications for V2I networks: Dynamic predictive beamforming for extended vehicle targets

Z Du, F Liu, W Yuan, C Masouros… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
We investigate sensing-assisted beamforming for vehicle-to-infrastructure (V2I)
communication by exploiting integrated sensing and communications (ISAC) functionalities …

Vehicular connectivity on complex trajectories: Roadway-geometry aware isac beam-tracking

X Meng, F Liu, C Masouros, W Yuan… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
In this paper, we propose sensing-assisted beamforming designs for vehicles on arbitrarily
shaped roads by relying on integrated sensing and communication (ISAC) signalling …

A tutorial on joint radar and communication transmission for vehicular networks—Part III: Predictive beamforming without state models

F Liu, C Masouros - IEEE Communications Letters, 2020 - ieeexplore.ieee.org
In Part I and II of this three-part tutorial on dual-functional radar-communication (DFRC)
design for vehicular networks, we overviewed the basics of radar and communication …

Integrated sensing and communication-enabled predictive beamforming with deep learning in vehicular networks

J Mu, Y Gong, F Zhang, Y Cui… - IEEE Communications …, 2021 - ieeexplore.ieee.org
Accurate beam tracking in high-mobility vehicular networks has become a key issue for
reliable communication link establishment. Recent work on integrated sensing and …

UAV trajectory and beamforming optimization for integrated periodic sensing and communication

K Meng, Q Wu, S Ma, W Chen… - IEEE Wireless …, 2022 - ieeexplore.ieee.org
Unmanned aerial vehicle (UAV) is expected to bring transformative improvement to the
integrated sensing and communication (ISAC) system. However, due to shared spectrum …

Reconfigurable intelligent surface enabled vehicular communication: Joint user scheduling and passive beamforming

A Al-Hilo, M Samir, M Elhattab, C Assi… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Given its ability to control and manipulate wireless environments, reconfigurable intelligent
surface (RIS), also known as intelligent reflecting surface (IRS), has emerged as a key …

Robust beamforming for active reconfigurable intelligent omni-surface in vehicular communications

Y Chen, Y Wang, Z Wang… - IEEE Journal on Selected …, 2022 - ieeexplore.ieee.org
Two key impediments to reconfigurable intelligent surface (RIS)-aided vehicular
communications are, respectively, the double fading experienced by the signal on RIS-aided …

Deep learning on multimodal sensor data at the wireless edge for vehicular network

B Salehi, G Reus-Muns, D Roy, Z Wang… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Beam selection for millimeter-wave links in a vehicular scenario is a challenging problem, as
an exhaustive search among all candidate beam pairs cannot be assuredly completed …