Deep learning-based mmWave beam selection for 5G NR/6G with sub-6 GHz channel information: Algorithms and prototype validation
In fifth-generation (5G) communications, millimeter wave (mmWave) is one of the key
technologies to increase the data rate. To overcome this technology's poor propagation …
technologies to increase the data rate. To overcome this technology's poor propagation …
Error bounds for uplink and downlink 3D localization in 5G millimeter wave systems
Location-aware communication systems are expected to play a pivotal part in the next
generation of mobile communication networks. Therefore, there is a need to understand the …
generation of mobile communication networks. Therefore, there is a need to understand the …
Inverse multipath fingerprinting for millimeter wave V2I beam alignment
Efficient beam alignment is a crucial component in millimeter wave systems with analog
beamforming, especially in fast-changing vehicular settings. This paper proposes to use the …
beamforming, especially in fast-changing vehicular settings. This paper proposes to use the …
LIDAR data for deep learning-based mmWave beam-selection
A Klautau, N González-Prelcic… - IEEE Wireless …, 2019 - ieeexplore.ieee.org
Millimeter wave (mmWave) communication systems can leverage information from sensors
to reduce the overhead associated with link configuration. Light detection and ranging …
to reduce the overhead associated with link configuration. Light detection and ranging …
Joint communication and localization in millimeter wave networks
Joint communication and localization will be a key in beyond 5G networks for emerging
context-aware applications such as Internet-of-Things and autonomous vehicles. In …
context-aware applications such as Internet-of-Things and autonomous vehicles. In …
Flash: Federated learning for automated selection of high-band mmwave sectors
Fast sector-steering in the mmWave band for vehicular mobility scenarios remains an open
challenge. This is because standard-defined exhaustive search over predefined antenna …
challenge. This is because standard-defined exhaustive search over predefined antenna …
Enabling situational awareness in millimeter wave massive MIMO systems
Situational awareness in wireless networks refers to the availability of position information
on transmitters and receivers as well as information on their propagation environments to …
on transmitters and receivers as well as information on their propagation environments to …
Online learning for position-aided millimeter wave beam training
Accurate beam alignment is essential for the beam-based millimeter wave communications.
The conventional beam sweeping solutions often have large overhead, which is …
The conventional beam sweeping solutions often have large overhead, which is …
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 …
Intelligent interactive beam training for millimeter wave communications
Millimeter wave communications, equipped with large-scale antenna arrays, are able to
provide Gbps data rates by exploring abundant spectrum resources. However, the use of a …
provide Gbps data rates by exploring abundant spectrum resources. However, the use of a …