Machine learning-based mmwave mimo beam tracking in v2i scenarios: Algorithms and datasets

A Oliveira, D Suzuki, S Bastos, I Correa… - 2024 IEEE Latin …, 2024 - ieeexplore.ieee.org
This work investigates the use of machine learning applied to the beam tracking problem in
5G networks and beyond. The goal is to decrease the overhead associated to MIMO …

[PDF][PDF] Generation of 5G/6G Wireless Channels Using Raymobtime with Sionna's Ray-Tracing

S Bastos, A Oliveira, D Suzuki… - XLI Simpósio …, 2023 - biblioteca.sbrt.org.br
It is challenging to generate wireless channels for 5G/6G scenarios with sophisticated
mobility patterns. Raytracing (RT) is one of the most adopted techniques, especially when …

Beam tracking using deep learning applied to 6G MIMO

AP OLIVEIRA - 2024 - repositorio.ufpa.br
This work explores the application of machine learning to enhance beam tracking in 6G
MIMO Vehicle-to-Infrastructure (V2I) communications. Beam tracking, essential for …