Machine learning on camera images for fast mmWave beamforming
Perfect alignment in chosen beam sectors at both transmit-and receive-nodes is required for
beamforming in mmWave bands. Current 802.11 ad WiFi and emerging 5G cellular …
beamforming in mmWave bands. Current 802.11 ad WiFi and emerging 5G cellular …
A deep learning approach to location-and orientation-aided 3D beam selection for mmWave communications
S Rezaie, E De Carvalho… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Position-aided beam selection methods have been shown to be an effective approach to
achieve high beamforming gain while limiting the overhead and latency of initial access in …
achieve high beamforming gain while limiting the overhead and latency of initial access in …
Deep learning-based beam alignment in mmwave vehicular networks
Millimeter wave channels exhibit structure that allows beam alignment with fewer channel
measurements than exhaustive beam search. From a compressed sensing (CS) …
measurements than exhaustive beam search. From a compressed sensing (CS) …
Accelerating beam sweeping in mmWave standalone 5G new radios using recurrent neural networks
A Mazin, M Elkourdi, RD Gitlin - 2018 IEEE 88th Vehicular …, 2018 - ieeexplore.ieee.org
Millimeter wave (mmWave) is a key technology to support high data rate demands for 5G
applications. Highly directional transmissions are crucial at these frequencies to …
applications. Highly directional transmissions are crucial at these frequencies to …
Federated learning based proactive handover in millimeter-wave vehicular networks
K Qi, T Liu, C Yang - 2020 15th IEEE International Conference …, 2020 - ieeexplore.ieee.org
Proactive handover can avoid frequent handovers and reduce handover delay, which plays
an important role in maintaining the quality of service (QoS) for mobile users in millimeter …
an important role in maintaining the quality of service (QoS) for mobile users in millimeter …
Design and implementation for deep learning based adjustable beamforming training for millimeter wave communication systems
Millimeter wave (mmWave) provides extremely high throughput owing to their high
bandwidth utilization over higher frequencies. To compensate for the severe loss and …
bandwidth utilization over higher frequencies. To compensate for the severe loss and …
Millimeter wave V2X communications: Use cases and design considerations of beam management
Sharing perception sensor information (eg, camera, radar, and LIDAR) among vehicles in
proximity using vehicle-to-everything (V2X) communications provides non-line-of-sight …
proximity using vehicle-to-everything (V2X) communications provides non-line-of-sight …
Learning-based predictive transmitter-receiver beam alignment in millimeter wave fixed wireless access links
J Zhang, C Masouros - IEEE Transactions on Signal Processing, 2021 - ieeexplore.ieee.org
Millimeter wave (mmwave) fixed wireless access is a key enabler of 5G and beyond small
cell network deployment, exploiting the abundant mmwave spectrum to provide Gbps …
cell network deployment, exploiting the abundant mmwave spectrum to provide Gbps …
Machine learning-based handovers for sub-6 GHz and mmWave integrated vehicular networks
The integration of sub-6 GHz and millimeter wave (mmWave) bands has a great potential to
enable both reliable coverage and high data rate in future vehicular networks. Nevertheless …
enable both reliable coverage and high data rate in future vehicular networks. Nevertheless …
Reinforcement learning for user association and handover in mmwave-enabled networks
A Alizadeh, M Vu - IEEE Transactions on Wireless …, 2022 - ieeexplore.ieee.org
Using a multi-armed bandit technique, we propose centralized and semi-distributed online
algorithms for load balancing user association and handover in mmWave-enabled networks …
algorithms for load balancing user association and handover in mmWave-enabled networks …