In this paper, a novel deep learning-based robust automatic modulation classification (AMC) method is proposed for cognitive radio networks. Generally, as network input of AMC …
SH Kim, CB Moon, JW Kim… - IEEE Wireless …, 2021 - ieeexplore.ieee.org
Automatic modulation classification (AMC) is one of the major challenges for cognitive radio (CR), which can enhance the spectrum utilization efficiency. In this study, a hybrid signal and …
R Lin, W Ren, X Sun, Z Yang, K Fu - IEEE Access, 2020 - ieeexplore.ieee.org
Automatic modulation classification (AMC) plays a key role in cognitive radio. For AMC, convolutional neural networks (CNNs) have been explored in previous works extensively …
OF Abd-Elaziz, M Abdalla, RA Elsayed - Sensors, 2023 - mdpi.com
Automatic modulation classification (AMC) is an essential technique in intelligent receivers of non-cooperative communication systems such as cognitive radio networks and military …
This letter proposes a cost-efficient convolutional neural network (CNN) for robust automatic modulation classification (AMC) deployed for cognitive radio services of modern …
W Ma, Z Cai - IEEE Access, 2023 - ieeexplore.ieee.org
Automatic Modulation Classification (AMC) is a critical issue in electromagnetic spatial perception. Currently traditional recognition techniques are difficult to adapt to complex …
Y Wang, M Liu, J Yang, G Gui - IEEE Transactions on Vehicular …, 2019 - ieeexplore.ieee.org
Automatic modulation recognition (AMR) is an essential and challenging topic in the development of the cognitive radio (CR), and it is a cornerstone of CR adaptive modulation …
H Wu, Y Li, L Zhou, J Meng - Electronics Letters, 2019 - Wiley Online Library
Automatic modulation classification (AMC) lies at the core of cognitive radio and spectrum sensing. In this Letter, the authors propose a novel convolutional neural network (CNN) …
Cognitive radio networks' evolution hinges significantly on the use of automatic modulation classification (AMC). However, existing research reveals limitations in attaining high AMC …