Automatic modulation classification in time-varying channels based on deep learning
Automatic modulation classification (AMC) is an important technology in military signal
reconnaissance and civilian communications such as cognitive radios. Most of the existing …
reconnaissance and civilian communications such as cognitive radios. Most of the existing …
A hierarchical classification head based convolutional gated deep neural network for automatic modulation classification
Automatic modulation classification (AMC) identifies a received signal's modulation scheme
without prior knowledge of the intercepted signal, which enables significant applications in …
without prior knowledge of the intercepted signal, which enables significant applications in …
Robust automatic modulation classification technique for fading channels via deep neural network
In this paper, we propose a deep neural network (DNN)-based automatic modulation
classification (AMC) for digital communications. While conventional AMC techniques …
classification (AMC) for digital communications. While conventional AMC techniques …
Automatic modulation classification: A deep architecture survey
Automatic modulation classification (AMC), which aims to blindly identify the modulation type
of an incoming signal at the receiver in wireless communication systems, is a fundamental …
of an incoming signal at the receiver in wireless communication systems, is a fundamental …
A convolutional and transformer based deep neural network for automatic modulation classification
Automatic modulation classification (AMC) aims at identifying the modulation of the received
signals, which is a significant approach to identifying the target in military and civil …
signals, which is a significant approach to identifying the target in military and civil …
A Fast Multi-Loss Learning Deep Neural Network for Automatic Modulation Classification
Automatic modulation classification (AMC) enables significant applications in both the
military and civilian domains. Inspired by the great success of deep learning (DL), a dual …
military and civilian domains. Inspired by the great success of deep learning (DL), a dual …
Radio signal automatic modulation classification based on deep learning and expert features
Automatic modulation classification (AMC) becomes more and more important in the
electronic reconnaissance. Recently, lots of researchers focus on deep learning architecture …
electronic reconnaissance. Recently, lots of researchers focus on deep learning architecture …
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 …
cognitive radio as well as military communication. The problem has been approached …
Dive into deep learning based automatic modulation classification: A disentangled approach
Recently, deep learning (DL) based automatic modulation classification (AMC) has received
much attention. Various network structures with higher complexity are utilized to boost the …
much attention. Various network structures with higher complexity are utilized to boost the …
LSTM-based automatic modulation classification
Recently, automatic modulation classification (AMC) has been studied by more and more
researchers, and a host of methods based on deep learning have been proposed. Different …
researchers, and a host of methods based on deep learning have been proposed. Different …