AI-RAN in 6G Networks State-of-the-Art and Challenges

NA Khan, S Schmid - IEEE Open Journal of the …, 2023 - ieeexplore.ieee.org
6G is a next-generation cellular communication technology that builds up on existing 5G
networks which are currently rolled out worldwide. Through incorporation of artificial …

A lightweight cross-scale feature fusion enhanced multi-level recurrent convolutional neural network for automatic modulation recognition

N Zhang, D Wang, L Wang - Digital Signal Processing, 2025 - Elsevier
Abstract Automatic Modulation Recognition (AMR) is a technique for automatically
determining the modulation type of signals, which is essential to intelligent wireless …

A Novel Training Strategy for Deep Learning Model Compression Applied to Automatic Modulation Classification

MA Goldbarg, M Balza, SÉRN Silva… - IEEE Open Journal …, 2024 - ieeexplore.ieee.org
Deep learning techniques, such as deep neural networks (DNNs), have proven highly
effective in addressing various automatic modulation classification challenges. However …

6G Automatic Modulation Classification using Deep Learning Models in the Presence of Channel Noise, CFO, and PN

ZZ Yahya, DM Ali, MY Abdallah - Majlesi Journal of Electrical …, 2024 - oiccpress.com
An efficient and a remarkable automatic modulation classification (AMC) technique is
essential with the advent of sixth-generation (6G) communication systems. Using the pre …