RAGMCL: A Correlation-Feature-Incorporated Multichannel Network for Signal Modulation Recognition

Y Wang, F Cao, X Wang, S Hou - 2024 - researchsquare.com
Signal modulation recognition (SMR) is crucial in wireless communication systems. In recent
years, various modulation recognition algorithms based on deep learning have emerged …

Research on Communication Signal Modulation Recognition Based on a CCLDNN

Z He, X Zeng - Electronics, 2024 - mdpi.com
In this paper, a new automatic modulation recognition (AMR) method named CCLDNN
(complex-valued convolution long short-term memory deep neural network) is proposed. It is …

Signal modulation recognition algorithm based on improved spatiotemporal multi-channel network

S Hou, Y Fan, B Han, Y Li, S Fang - Electronics, 2023 - mdpi.com
Automatic modulation recognition (AMR) plays an essential role in modern communication
systems. In recent years, various modulation recognition algorithms based on deep learning …

A Multi-Modal Modulation Recognition Method with SNR Segmentation Based on Time Domain Signals and Constellation Diagrams

R Duan, X Li, H Zhang, G Yang, S Li, P Cheng, Y Li - Electronics, 2023 - mdpi.com
Deep-learning-based automatic modulation recognition (AMR) has recently attracted
significant interest due to its high recognition accuracy and the lack of a need to manually …

Research on Automatic Modulation Recognition Method Based on Deep Learning

S Yan, X Zhang, S Wang - International Conference in Communications …, 2023 - Springer
In non-cooperative communication systems, Automatic Modulation Recognition (AMR) is a
key technology for spectrum sensing, spectrum monitoring and spectrum utilization. Most …

Automatic modulation recognition based on a DCN-BiLSTM network

K Liu, W Gao, Q Huang - Sensors, 2021 - mdpi.com
Automatic modulation recognition (AMR) is a significant technology in noncooperative
wireless communication systems. This paper proposes a deep complex network that …

Second-Order Channel Attention Multi-scale Grouped Convolution LSTM Networks for Automatic Modulation Recognition

X Liu, J Zhang - International Conference on Internet of Things …, 2023 - Springer
Automatic modulation recognition (AMR) is one of the essential techniques and a di cult
challenge to crack in non-cooperative communication systems. Attention mechanisms have …

Improving Modulation Recognition Using Time Series Data Augmentation via a Spatiotemporal Multi-Channel Framework

S Pi, S Zhang, S Wang, B Guo, W Yan - Electronics, 2022 - mdpi.com
Automatic modulation recognition technology with deep learning has a broad prospective
owing to big data and computing power. However, the accuracy of modulation recognition …

[PDF][PDF] Enhanced Modulation Recognition by Time-series Data Augmentation Based Spatiotemporal Multi-channel Framework

S Pi, S Zhang, B Guo, W Yan - 2022 - scholar.archive.org
Automatic modulation recognition with deep learning has great prospective owing to
computing power and big data. However, modulation recognition accuracy depends highly …

Modulation recognition of communication signals based on multimodal feature fusion

X Zhang, T Li, P Gong, R Liu, X Zha - Sensors, 2022 - mdpi.com
Modulation recognition is the indispensable part of signal interception analysis, which has
always been the research hotspot in the field of radio communication. With the increasing …