• Machine Learning Assisted Beam Training and Tracking🔍
• Computer Vision Aided Beam Tracking in A Real|World Millimeter ...🔍
• Successive Pose Estimation and Beam Tracking for mmWave ...🔍
• Vision Beam Prediction Paper – WILab🔍
• Adaptive Beam Management in 5G|NR🔍
• Beam Prediction for mmWave V2I Communication Using ML|Based ...🔍
• Adaptive Beam Management for Secure mmWave Communication🔍
• Deep Learning Coordinated Beamforming for Highly|Mobile ...🔍

Machine Learning Assisted Beam Training and Tracking | CORES Lab

5G and future cellular technology will rely on millimeter-wave (mmW) communications to achieve extreme data rates. These high frequency mmW systems require ...

Computer Vision Aided Beam Tracking in A Real-World Millimeter ...

To find the optimal beam, current beam management solutions perform beam ... We propose a machine learning (ML) framework, based on an encoder-decoder ...

Successive Pose Estimation and Beam Tracking for mmWave ...

-67.70. Beam Training in mmWave Vehicular Systems: Machine Learning for Decoupling Beam Selection ... manage interference while allocating mmWave beams to ...

Vision Beam Prediction Paper – WILab - Wireless Intelligence Lab

Our machine learning-based solution exploit the camera sensing information of the wireless environment to efficiently guide mmWave/THz beam selection and ...

Adaptive Beam Management in 5G-NR: A Machine Learning ...

In order to make usage of the mmWave spectrum, due to the high path loss it introduces, the beamforming technique is adopted. Beamforming is a ...

Beam Prediction for mmWave V2I Communication Using ML-Based ...

Current systems are also leveraging artificial intelligence/machine learning (ML) to optimize the beam management procedures; however, the majority of the ...

Adaptive Beam Management for Secure mmWave Communication

We employ a reinforcement learning agent to control the probing and dynami- cally restrict sweeps to a subset of beams in the millimeter wave ...

DeepBeam: Coordination-Free mmWave Beam Management With ...

DeepBeam: Coordination-Free mmWave Beam Management With Deep Waveform Learning ... Background: The surge in mobile data traffic necessitates a new ...

Deep Learning Coordinated Beamforming for Highly-Mobile ...

Deep Learning Coordinated Beamforming for Highly-Mobile Millimeter Wave Systems ... control and latency overhead. Further, identifying the optimal ...

Machine Learning for Robust Beam Tracking in Mobile Millimeter ...

Our results indicate that the total delivered traffic is improved by up to 46.8% relative to the original MAMBA and 142% compared to the default beam management ...

A survey on how AI-enabled multimodal beamforming will shape the ...

This so called idea of multimodal beamforming will require deep learning based fusion techniques, which will serve to augment the current RF-only and classical ...

Wideband millimeter-wave vehicular communications using online ...

Wideband millimeter-wave vehicular communications using online machine learning ... mmWave joint relay selection and beam management, focusing on the beam squint ...

Multimodality in mmWave MIMO Beam Selection Using Deep Learning

collection costs and management overhead. Challenges in creating multimodal datasets. Naturally, the creation of multimodal datasets comes with its own set ...

Multipath Machine Learning Assisted Beam Alignment Code and ...

Code published with the Globecom 2021 paper "Machine Learning Assisted Phase-less Millimeter-Wave Beam Alignment in Multipath Channels" ...

Towards an AI-native communications system design | Qualcomm

Machine learning based mmWave beam management. Beam prediction utilizing domain knowledge, location, velocity, other aspects of environmental and application ...

Radar Aided 6G Beam Prediction - Wireless Intelligence Lab

... beam management overhead challenges in mmWave/THz communication systems. Proposed Solution. This figure illustrates the proposed machine learning-based beam ...

Train DQN Agent for Beam Selection - MATLAB & Simulink

Train a deep Q-network (DQN) reinforcement learning agent to increase beam selection ... To enable millimeter wave (mmWave) communications, beam management ...

LiDAR Aided Future Beam Prediction in Real-World Millimeter Wave ...

A machine learning (ML) model that leverages LiDAR sensory data to ... real-world data. ASJC Scopus subject areas. Control and Systems Engineering ...

Deep Learning Enabled Beam Tracking for Non-Line of Sight ...

Among them, the initial beam alignment, beam tracking, and beam recovery cases are also the considerable cases in the mmWave beam management in ...

Beam Selection | AI/ML IN 5G CHALLENGE - YouTube

IN THIS SESSION... The talk will describe the problem “Machine Learning Applied to the Physical Layer of Millimeter-Wave MIMO Systems” ...