Towards robustness: Machine learning for mmWave V2X with situational awareness
Y Wang, M Narasimha… - 2018 52nd Asilomar …, 2018 - ieeexplore.ieee.org
High mobility poses challenges to millimeter wave (mmWave) vehicular beam tracking. In
this paper, we propose to recommend a set of candidate beam pairs using machine learning …
this paper, we propose to recommend a set of candidate beam pairs using machine learning …
MmWave vehicular beam selection with situational awareness using machine learning
Establishing and tracking beams in millimeter-wave (mmWave) vehicular communication is
a challenging task. Large antenna arrays and narrow beams introduce significant system …
a challenging task. Large antenna arrays and narrow beams introduce significant system …
Mmwave vehicular beam training with situational awareness by machine learning
Configuring beams in millimeter-wave (mmWave) vehicular communication is a challenging
task. Large antenna arrays and narrow beams are deployed at transceivers to exploit …
task. Large antenna arrays and narrow beams are deployed at transceivers to exploit …
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 …
Traditional beam training is inadequate in satisfying low overheads and latency. In this …
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 …
vehicle-to-infrastructure (V2I) communications. In 5G systems, beam sweeping is done …
Optimizing mmWave Beamforming for High-Speed Connected Autonomous Vehicles: An Adaptive Approach
R Iwaki, J Nakazato, A Muhammad… - 2024 IEEE 21st …, 2024 - ieeexplore.ieee.org
The commercialization of 5G has been initiated for a while. Furthermore, millimeter wave
(mmWave) has been introduced to small cells with small coverage due to its strong linearity …
(mmWave) has been introduced to small cells with small coverage due to its strong linearity …
Position-aided millimeter wave V2I beam alignment: A learning-to-rank approach
Millimeter wave (mmWave) could be a key technology to support high data rate demands for
automated vehicles. MmWave needs array gain for the best performance, but this requires …
automated vehicles. MmWave needs array gain for the best performance, but this requires …
mmWave in vehicular networks: Leveraging traffic signals for beam design
ZL Fazliu, F Malandrino… - 2019 IEEE 20th …, 2019 - ieeexplore.ieee.org
Vehicle-to-infrastructure millimeter-wave (mmWave) communication represents a potential
solution to capacity shortage in mobile networks. However, effective beam alignment …
solution to capacity shortage in mobile networks. However, effective beam alignment …
MmWave beam management in urban vehicular networks
Millimeter-wave (mmWave) communication represents a potential solution to capacity
shortage in vehicular networks. However, effective beam alignment between senders and …
shortage in vehicular networks. However, effective beam alignment between senders and …
A millimeter wave beam tracking in vehicular scenario via particle filter
J Kang, I Orikumhi, YM Park… - … Conference on Network …, 2018 - ieeexplore.ieee.org
Mobility tracking has been highlighted as one of the key issues in millimeter wave
communication. Although several beam tracking algorithms have been proposed to improve …
communication. Although several beam tracking algorithms have been proposed to improve …