[HTML][HTML] Decentralized learning and model averaging based automatic modulation classification in drone communication systems

M Ma, Y Xu, Z Wang, X Fu, G Gui - Drones, 2023 - mdpi.com
Automatic modulation classification (AMC) is a promising technology to identify the
modulation mode of the received signal in drone communication systems. Recently …

[HTML][HTML] Automatic modulation classification using deep residual neural network with masked modeling for wireless communications

Y Peng, L Guo, J Yan, M Tao, X Fu, Y Lin, G Gui - Drones, 2023 - mdpi.com
Automatic modulation classification (AMC) is a signal processing technology used to identify
the modulation type of unknown signals without prior information such as modulation …

[HTML][HTML] Hybrid data augmentation and dual-stream spatiotemporal fusion neural network for automatic modulation classification in drone communications

A Gong, X Zhang, Y Wang, Y Zhang, M Li - Drones, 2023 - mdpi.com
Automatic modulation classification (AMC) is one of the most important technologies in
various communication systems, including drone communications. It can be applied to …

[HTML][HTML] MobileRaT: A Lightweight Radio Transformer Method for Automatic Modulation Classification in Drone Communication Systems

Q Zheng, X Tian, Z Yu, Y Ding, A Elhanashi… - Drones, 2023 - mdpi.com
Nowadays, automatic modulation classification (AMC) has become a key component of next-
generation drone communication systems, which are crucial for improving communication …

Decentralized automatic modulation classification method based on lightweight neural network

B Dong, G Xu, X Fu, H Dong, G Gui… - 2022 IEEE 33rd …, 2022 - ieeexplore.ieee.org
Due to the computing capability and memory limitations, it is difficult to apply the traditional
deep learning (DL) models to the edge devices (EDs) for realizing automatic modulation …

SplitAMC: Split Learning for Robust Automatic Modulation Classification

J Park, S Oh, SL Kim - 2023 IEEE 97th Vehicular Technology …, 2023 - ieeexplore.ieee.org
Automatic modulation classification (AMC) is a technology that identifies a modulation
scheme without prior signal information and plays a vital role in various applications …

Automatic modulation classification based on decentralized learning and ensemble learning

X Fu, G Gui, Y Wang, H Gacanin… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
To deal with the deep learning-based automatic modulation classification (AMC) in the
scenario that the training dataset are distributed over a network without gathering the data at …

[HTML][HTML] A multi-subsampling self-attention network for unmanned aerial vehicle-to-ground automatic modulation recognition system

Y Shen, H Yuan, P Zhang, Y Li, M Cai, J Li - Drones, 2023 - mdpi.com
In this paper, we investigate the deep learning applications of radio automatic modulation
recognition (AMR) applications in unmanned aerial vehicle (UAV)-to-ground AMR systems …

Ultra Lite Convolutional Neural Network for Automatic Modulation Classification in Internet of Unmanned Aerial Vehicles

L Guo, Y Wang, Y Liu, Y Lin, H Zhao… - IEEE Internet of Things …, 2024 - ieeexplore.ieee.org
Deep learning (DL)-based automatic modulation classification (AMC) has made
breakthroughs and is generally used for signal detection and recognition in wireless …

[HTML][HTML] Automatic modulation classification based on deep learning for unmanned aerial vehicles

D Zhang, W Ding, B Zhang, C Xie, H Li, C Liu, J Han - Sensors, 2018 - mdpi.com
Deep learning has recently attracted much attention due to its excellent performance in
processing audio, image, and video data. However, few studies are devoted to the field of …