A survey of applications of deep learning in radio signal modulation recognition

T Wang, G Yang, P Chen, Z Xu, M Jiang, Q Ye - Applied Sciences, 2022 - mdpi.com
With the continuous development of communication technology, the wireless communication
environment becomes more and more complex with various intentional and unintentional …

One2ThreeNet: An automatic microscale-based modulation recognition method for underwater acoustic communication systems

J Wang, Z Huang, W Shi, S Mao - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Automatic modulation recognition (AMR) technology enables receivers to automatically
recognize the modulation type of the received signal for correct demodulation of the …

An improved CNN‐LSTM network for modulation identification relying on periodic features of signal

F Zhou, J Li, Y Wang - IET Communications, 2023 - Wiley Online Library
Aiming at the problem that modulated signals' classification and recognition accuracy is not
high in the complex and changeable electromagnetic environment, this paper improves the …

基于多端特征融合模型的MIMO-OFDM 系统盲调制识别.

张天骐, 汪锐, 安泽亮, 王雪怡… - Journal of Signal …, 2022 - search.ebscohost.com
自动调制分类(Automatic Modulation Classification, AMC) 在认知无线电中起着提高频谱利用
率的重要作用, 然而, 现有的大多数工作都集中在单输入单输出系统中的单载波通信 …

Computer vision-driven forest wildfire and smoke recognition via IoT drone cameras

Y Wang, Y Wang, C Xu, X Wang, Y Zhang - Wireless Networks, 2024 - Springer
Forest wildfires often lead to significant casualties and economic losses, making early
detection crucial for prevention and control. Internet of Things connected cameras mounted …

A Novel Lightweight Grouped Gated Recurrent Unit for Automatic Modulation Classification

X Hu, G Gao, B Li, W Wang… - IEEE Wireless …, 2024 - ieeexplore.ieee.org
With the aim of enhancing the performance of Automatic Modulation Classification (AMC),
modern researchers tend to adopt architectures based on Recurrent Neural Networks …

TFI-AMR: A Transformer-based Forest-Inspired Approach for Automatic Modulation Recognition in Wireless Communication

R Damasevicius, D Plonis… - 2024 IEEE 11th …, 2024 - ieeexplore.ieee.org
Automatic Modulation Recognition (AMR) allows efficient enhancement of wireless
communication, especially when prior information about the modulation scheme is absent …

Review on Digital Signal Modulation Methods and Recognition Performance Characteristics in Embedded Systems

Z Yue - 2023 3rd International Conference on Electronic …, 2023 - ieeexplore.ieee.org
In recent years, digital signal modulation identification has gradually become an important
research direction applied to embedded systems in the field of communication engineering …

TC-MSNet: A Multi-feature Extraction Neural Framework for Automatic Modulation Recognition

Y Wang, Y Feng, B Song, B Tian, B Qian - 2023 - researchsquare.com
In the approaches of Automatic Modulation Recognition (AMR), modulation modes with
similar characteristics are prone to be confused by the adverse factors such as noise …

Research on radar emitter signal classification technology based on SqueezeNet lightweight network

H Jiang, W Wang, J Wu, X Chen, R Han… - … on Signal Image …, 2023 - spiedigitallibrary.org
With the rapid advancement of information technology, the modern battlefield is
characterized by a highly complex electromagnetic environment. Radar radiation sources …