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 …

Efficient Modulation Recognition by Predictive Correction and Double GRUs via a Lightweight Framework

B Guo, Y Liu, H Zhou, W Yan, S Zhang - Applied Sciences, 2024 - mdpi.com
Automatic modulation recognition (AMR) provides excellent performance advantages over
conventional algorithms and plays a key role in modern communication. However, a general …

Lightweight Multi-Channel Gated Recurrent Deep Neural Network for Automatic Modulation Recognition in Spatial Cognitive Radio

A Vithalani, C Shah - Applications of Modelling and Simulation, 2024 - arqiipubl.com
Automatic modulation recognition (AMR) is a promising technology for intelligent
communication receivers to detect signal modulation schemes. Recently, the emerging deep …

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 …