National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [61773018, 61771432, 61374014, 61803346]
机构署名:
本校为第一机构
院系归属:
电气与电子工程学院
摘要:
This paper implements a deep learning-based modulation pattern recognition algorithm for communication signals using a convolutional neural network architecture as a modulation recognizer. In this paper, a multiple-parallel complex convolutional neural network architecture is proposed to meet the demand of complex baseband processing of all-digital communication signals. The architecture learns the structured features of the real and imaginary parts of the baseband signal through parallel branches and fuses them at the output according to certain rules to obtain the final output, which realize...