A literature survey on AI-aided beamforming and beam management for 5G and 6G systems
Modern wireless communication systems rely heavily on multiple antennas and their
corresponding signal processing to achieve optimal performance. As 5G and 6G networks …
corresponding signal processing to achieve optimal performance. As 5G and 6G networks …
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 …
Multiverse at the edge: interacting real world and digital twins for wireless beamforming
Creating a digital world that closely mimics the real world with its many complex interactions
and outcomes is possible today through advanced emulation software and ubiquitous …
and outcomes is possible today through advanced emulation software and ubiquitous …
Harnessing Multimodal Sensing for Multi-user Beamforming in mmWave Systems
Sensor-aided beamforming reduces the overheads associated with beam training in
millimeter-wave (mmWave) multi-input-multi-output (MIMO) communication systems. Most …
millimeter-wave (mmWave) multi-input-multi-output (MIMO) communication systems. Most …
A Deep Learning Framework for Adaptive Beamforming in Massive MIMO Millimeter Wave 5G Multicellular Networks
The goal of this paper is the performance evaluation of a deep learning approach when
deployed in fifth-generation (5G) millimeter wave (mmWave) multicellular networks. To this …
deployed in fifth-generation (5G) millimeter wave (mmWave) multicellular networks. To this …
Vision-Assisted Beam Prediction for Real World 6G Drone Communication
The rapid evolution of drone communication systems necessitates the development of novel
approaches for optimal beam management in millimetre wave (mmWave) 6G networks …
approaches for optimal beam management in millimetre wave (mmWave) 6G networks …
A Multi-Band mm-Wave Experimental Platform Towards Environment-Aware Beam Management in the Beyond-5G Era
A Schott, A Ichkov, B Acikgöz, N Beckmann… - Proceedings of the 30th …, 2024 - dl.acm.org
Agile beam management is key to seamless high-speed mm-wave connectivity in the
beyond-5G era, given the site-specific spatio-temporal variations of the mm-wave channel …
beyond-5G era, given the site-specific spatio-temporal variations of the mm-wave channel …
Convolutional Neural Network Algorithm and Application Method for Real-Time Beam Steering in RF System
This paper presents a novel artificial intelligence (AI)-based phase shift system in a
beamforming system implemented with field programmable gate array (FPGA)-based …
beamforming system implemented with field programmable gate array (FPGA)-based …
Hydra Radio Access Network (H-RAN): Multi-Functional Communications and Sensing Networks, Initial Access Implementation, Task-2 Approach
RI Abd, DJ Findley, KS Kim - IEEE Access, 2025 - ieeexplore.ieee.org
Hydra radio access networks (H-RANs) are poised to revolutionize the way data is gathered,
transmitted, and analyzed, ushering in an era of unprecedented connectivity, efficiency, and …
transmitted, and analyzed, ushering in an era of unprecedented connectivity, efficiency, and …
FLASH-and-Prune: Federated Learning for Automated Selection of High-band mmWave Sectors using Model Pruning
Fast sector-steering in the mmWave band for vehicular mobility scenarios is a challenge
because standard-defined exhaustive search over predefined antenna sectors cannot be …
because standard-defined exhaustive search over predefined antenna sectors cannot be …