Modulation Recognition Algorithm of Communication Signals Based on Artificial Neural Networks

Dongzhu Li,Liang Ye, Xuanli Wu

Lecture Notes in Electrical EngineeringCommunications, Signal Processing, and Systems(2021)

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摘要
With the development of wireless communication technologies and computer science, modulation recognition of communication signals has attracted more and more attention. This paper studies a modulation recognition method based on artificial neural networks (ANN). Two kinds of communication channels are tested with the modulation recognition method, namely additive white Gaussian noise (AWGN) channel and Rayleigh channel. Simulations are formed in MATLAB environment. According to the simulation results, the modulation recognition method can achieve an average recognition accuracy of 96% in the AWGN channel and 82% in the Rayleigh channel.
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关键词
Modulation recognition, Artificial neural network, Signal classification
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