Results 1 to 10 of about 123 (86)

Deep Learning-Based Automatic Modulation Recognition Method in the Presence of Phase Offset

open access: yesIEEE Access, 2020
Automatic modulation recognition (AMR) plays an important role in various communications systems. It has the ability of adaptive modulation and can adapt to various complex environments.
Jie Shi   +5 more
doaj   +3 more sources

An Efficient Data Augmentation Method for Automatic Modulation Recognition from Low-Data Imbalanced-Class Regime

open access: yesApplied Sciences, 2023
The application of deep neural networks to address automatic modulation recognition (AMR) challenges has gained increasing popularity. Despite the outstanding capability of deep learning in automatic feature extraction, predictions based on low-data ...
Shengyun Wei   +5 more
doaj   +3 more sources

Deep Learning for Robust Automatic Modulation Recognition Method for IoT Applications

open access: yesIEEE Access, 2020
In the scenarios of non-cooperative wireless communications, automatic modulation recognition (AMR) is an indispensable algorithm to recognize various types of signal modulations before demodulation in many internet of things applications.
Tingping Zhang, Cong Shuai, Yaru Zhou
doaj   +3 more sources

Automatic Modulation Recognition Using Compressive Cyclic Features

open access: yesAlgorithms, 2017
Higher-order cyclic cumulants (CCs) have been widely adopted for automatic modulation recognition (AMR) in cognitive radio. However, the CC-based AMR suffers greatly from the requirement of high-rate sampling.
Lijin Xie, Qun Wan
doaj   +3 more sources

Blind Channel Identification Aided Generalized Automatic Modulation Recognition Based on Deep Learning

open access: yesIEEE Access, 2019
Automatic modulation recognition (AMR) plays an important role in cognitive radio (CR), which relies on AMR responding to changes in the surrounding environment and then adjust strategies simultaneously.
Hao Gu, Yu Wang, Sheng Hong, Guan Gui
doaj   +3 more sources

Deep Learning Aided Method for Automatic Modulation Recognition

open access: yesIEEE Access, 2019
Automatic modulation recognition (AMR) is considered one of most important techniques in the non-cooperative wireless communication systems. Traditional algorithms, e.g., support vector machine (SVM) based on high order cumulants (HOC), are hard to ...
Cheng Yang   +4 more
doaj   +3 more sources

A Survey of Applications of Deep Learning in Radio Signal Modulation Recognition

open access: yesApplied Sciences, 2022
With the continuous development of communication technology, the wireless communication environment becomes more and more complex with various intentional and unintentional signals. Radio signals are modulated in different ways.
Tiange Wang   +5 more
doaj   +1 more source

MOD3NN: A Framework for Automatic Signal Modulation Detection Using 3D CNN

open access: yesProceedings of the International Florida Artificial Intelligence Research Society Conference, 2023
In this work, we present an application of a three-dimensional convolutional neural network for the task of automatic modulation recognition from raw I/Q signal data.
Vishal Perekadan   +5 more
doaj   +1 more source

Automatic Modulation Recognition Based on Deep Learning [PDF]

open access: yesJisuanji kexue, 2022
Automatic modulation recognition (AMR) is critical to realize efficient spectrum sensing,spectrum management and spectrum utilization in non-cooperative communication scenarios.It is also an important prerequisite for efficient signal proces-sing ...
JIAO Xiang, WEI Xiang-lin, XUE Yu, WANG Chao, DUAN Qiang
doaj   +1 more source

JMRPE‐Net: Joint modulation recognition and parameter estimation of cognitive radar signals with a deep multitask network

open access: yesIET Radar, Sonar & Navigation, 2021
The newly developed cognitive radar (CR) can implement flexible work modes defined with a set of mode definition parameters. Each definition parameter can employ its modulation type and corresponding optimised modulating values. Automatic recognition and
Mengtao Zhu   +3 more
doaj   +1 more source

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