Deep Learning for Fast and Reliable Initial Access in AI-Driven 6G mmWave Networks

no code implementations • 6 Jan 2021 • Tarun S. Cousik, Vijay K. Shah, Tugba Erpek, Yalin E. Sagduyu, Jeffrey H. Reed

In LoS conditions, the selection of the beams is consequential and improves the accuracy by up to 70%.

Fast Initial Access with Deep Learning for Beam Prediction in 5G mmWave Networks

no code implementations • 22 Jun 2020 • Tarun S. Cousik, Vijay K. Shah, Jeffrey H. Reed, Tugba Erpek, Yalin E. Sagduyu

This paper presents DeepIA, a deep learning solution for faster and more accurate initial access (IA) in 5G millimeter wave (mmWave) networks when compared to conventional IA.