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 …
Deep learning on multimodal sensor data at the wireless edge for vehicular network
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 …
an exhaustive search among all candidate beam pairs cannot be assuredly completed …
Reinforcement learning-based vehicle-cell association algorithm for highly mobile millimeter wave communication
Vehicle-to-everything (V2X) communication is a growing area of communication with a
variety of use cases. This paper investigates the problem of vehicle-cell association in …
variety of use cases. This paper investigates the problem of vehicle-cell association in …
LIDAR and position-aided mmWave beam selection with non-local CNNs and curriculum training
Efficient millimeter wave (mmWave) beam selection in vehicle-to-infrastructure (V2I)
communication is a crucial yet challenging task due to the narrow mmWave beamwidth and …
communication is a crucial yet challenging task due to the narrow mmWave beamwidth and …
Millimeter-wave V2V communications: Distributed association and beam alignment
Recently, millimeter-wave (mmWave) bands have been postulated as a means to
accommodate the foreseen extreme bandwidth demands in vehicular communications …
accommodate the foreseen extreme bandwidth demands in vehicular communications …
Fast channel estimation and beam tracking for millimeter wave vehicular communications
Millimeter wave (mmWave) has been claimed to be the only viable solution for high-
bandwidth vehicular communications. However, frequent channel estimation and …
bandwidth vehicular communications. However, frequent channel estimation and …
Leveraging machine learning for millimeter wave beamforming in beyond 5G networks
Millimeter wave (mmWave) communication has attracted considerable attention as a key
technology for the next-generation wireless communications thanks to its exceptional …
technology for the next-generation wireless communications thanks to its exceptional …
Leveraging sensing at the infrastructure for mmWave communication
V2X communication in the mmWave band is one way to achieve high data rates for
applications like infotainment, cooperative perception, augmented reality assisted driving …
applications like infotainment, cooperative perception, augmented reality assisted driving …
Fast cell discovery in mm-wave 5G networks with context information
The exploitation of mm-wave bands is one of the key-enabler for 5G mobile radio networks.
However, the introduction of mm-wave technologies in cellular networks is not …
However, the introduction of mm-wave technologies in cellular networks is not …
Vision-position multi-modal beam prediction using real millimeter wave datasets
Enabling highly-mobile millimeter wave (mmWave) and terahertz (THz) wireless
communication applications requires overcoming the critical challenges associated with the …
communication applications requires overcoming the critical challenges associated with the …