[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] 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] 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] 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 …

[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 …

Automatic modulation classification in time-varying channels based on deep learning

Y Zhou, T Lin, Y Zhu - IEEE Access, 2020 - ieeexplore.ieee.org
Automatic modulation classification (AMC) is an important technology in military signal
reconnaissance and civilian communications such as cognitive radios. Most of the existing …

Automatic modulation classification using CNN-LSTM based dual-stream structure

Z Zhang, H Luo, C Wang, C Gan… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Deep learning (DL) has recently aroused substantial concern due to its successful
implementations in many fields. Currently, there are few studies on the applications of DL in …

[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 …

[HTML][HTML] A novel deep learning automatic modulation classifier with fusion of multichannel information using GRU

S Sun, Y Wang - EURASIP Journal on Wireless Communications and …, 2023 - Springer
Automatic modulation classification (AMC) plays a vital role in modern communication
systems, which can support wireless communication systems with limited spectrum …

ShuffleNet-inspired lightweight neural network design for automatic modulation classification methods in ubiquitous IoT cyber–physical systems

J Yin, L Guo, W Jiang, S Hong, J Yang - Computer Communications, 2021 - Elsevier
Automatic modulation classification (AMC) is one of the most important technologies of
cognitive radios and ubiquitous internet of things (IoT) cyber–physical systems, and it can be …