[Retracted] An Ensemble Deep Learning Model for Automatic Modulation Classification in 5G and Beyond IoT Networks

C Roy, SS Yadav, V Pal, M Singh… - Computational …, 2021 - Wiley Online Library
With rapid advancement in artificial intelligence (AI) and machine learning (ML), automatic
modulation classification (AMC) using deep learning (DL) techniques has become very …

Automatic modulation classification using amalgam CNN-LSTM

N Chakravarty, M Dua, S Dua - … Radio and Antenna Days of the …, 2023 - ieeexplore.ieee.org
The accurate classification of received wireless signals through modulation is vital for both
military and civilian uses. The recent evolution in Deep Learning (DL) have led to a growing …

Deep learning based modulation classification for 5G and beyond wireless systems

JC Clement, N Indira, P Vijayakumar… - Peer-to-peer networking …, 2021 - Springer
The 5G and beyond wireless networks will be more dynamic and heterogeneous, which
needs to work on multistrand waveforms. One of the most significant challenges in such a …

Mcformer: A transformer based deep neural network for automatic modulation classification

S Hamidi-Rad, S Jain - 2021 IEEE Global Communications …, 2021 - ieeexplore.ieee.org
In this paper, we propose MCformer-a novel deep neural network for the automatic
modulation classification task of complex-valued raw radio signals. MCformer architecture …

Deep Learning-Based Robust Automatic Modulation Classification Using Higher Order Cumulant Features

N Suetrong, A Taparugssanagorn… - 2023 15th …, 2023 - ieeexplore.ieee.org
The Internet of Things (IoT) represents one of the pivotal technologies in our daily lives.
Within these systems, wireless communication plays an indispensable role in connecting IoT …

Automatic modulation classification in deep learning

KA Alnajjar, S Ghunaim, S Ansari - 2022 5th International …, 2022 - ieeexplore.ieee.org
Due to the evolution and availability of vast amounts of data for transferring, receiving, and
detection, the field of signal recognition and modulation classification has become vital in …

A two-fold group lasso based lightweight deep neural network for automatic modulation classification

X Liu, Q Wang, H Wang - 2020 IEEE International Conference …, 2020 - ieeexplore.ieee.org
Automatic modulation classification (AMC) is a hot topic in modern wireless communication,
which is a classification problem essentially. The deep learning methods have been applied …

Dense layer dropout based CNN architecture for automatic modulation classification

P Dileep, D Das, PK Bora - 2020 national conference on …, 2020 - ieeexplore.ieee.org
Automatic modulation classification (AMC) is an important part of signal identification for
cognitive radio as well as military communication. The problem has been approached …

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 …

Cross model deep learning scheme for automatic modulation classification

H Ma, G Xu, H Meng, M Wang, S Yang, R Wu… - IEEE …, 2020 - ieeexplore.ieee.org
Deep Neural Networks (DNNs) have achieved remarkable accuracy improvements for
automatic modulation classification. However, the employed networks often have millions of …