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 …

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 …

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 …

DL-PR: Generalized automatic modulation classification method based on deep learning with priori regularization

Q Zheng, X Tian, Z Yu, H Wang, A Elhanashi… - … Applications of Artificial …, 2023 - Elsevier
Automatic modulation classification (AMC) is an essential and indispensable topic in the
development of cognitive radios. It is the cornerstone of adaptive modulation and …

A hierarchical classification head based convolutional gated deep neural network for automatic modulation classification

S Chang, R Zhang, K Ji, S Huang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Automatic modulation classification (AMC) identifies a received signal's modulation scheme
without prior knowledge of the intercepted signal, which enables significant applications in …

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 …

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 …

A lightweight deep learning model for automatic modulation classification using residual learning and squeeze–excitation blocks

MZ Nisar, MS Ibrahim, M Usman, JA Lee - Applied Sciences, 2023 - mdpi.com
Automatic modulation classification (AMC) is a vital process in wireless communication
systems that is fundamentally a classification problem. It is employed to automatically …

Deep learning based automatic modulation recognition: Models, datasets, and challenges

F Zhang, C Luo, J Xu, Y Luo, FC Zheng - Digital Signal Processing, 2022 - Elsevier
Automatic modulation recognition (AMR) detects the modulation scheme of the received
signals for further signal processing without needing prior information, and provides the …

Dive into deep learning based automatic modulation classification: A disentangled approach

X Shang, H Hu, X Li, T Xu, T Zhou - IEEE access, 2020 - ieeexplore.ieee.org
Recently, deep learning (DL) based automatic modulation classification (AMC) has received
much attention. Various network structures with higher complexity are utilized to boost the …