Signal modulation recognition based on multimodal depth learning

FENG Zhongming; WANG Jingyan; LI Kuixian*

doi:10.11805/tkyda2022036

[1] YOU X,ZHANG C,TAN X,et al. AI for 5G:research directions and paradigms[J]. Science China(Information Sciences), 2019,62 (2):1-13.

[4] WANG X, ZHAO Y, POURPANAH F. Recent advances in deep learning[J]. International Journal of Machine Learning and Cybernetics, 2020,11(4):747-750.

[5] WANG Y, WANG J, ZHANG W, et al. Deep learning-based cooperative automatic modulation classification method for MIMO systems[J]. IEEE Transactions on Vehicular Technology, 2020,69(4):4575-4579.

[6] ZHANG M,DIAO M,GUO L. Convolutional neural networks for automatic cognitive radio waveform recognition[J]. IEEE Access, 2017(5):11074-11082.

[7] LI J,QI L,LIN Y. Research on modulation identification of digital signals based on deep learning[C]// Proceedings of the IEEE International Conference on Electronic Information and Communication Technology. Harbin,China:IEEE, 2016:402-405.

[8] PENG S,JIANG H,WANG H,et al. Modulation classification based on signal constellation diagrams and deep learning[J]. IEEE Transactions on Neural Networks and Learning Systems, 2019,30(3):718-727.

[9] LIN Y, TU Y, DOU Z, et al. Contour stella image and deep learning for signal recognition in the physical layer[J]. IEEE Transactions on Cognitive Communications and Networking, 2020,7(1):34-46.

[10] TU Ya,LIN Yun,ZHA Haoran,et al. Large-scale real-world radio signal recognition with deep learning[J]. Chinese Journal of Aeronautics, 2022,35(9):35-48.

[11] SHI G,SHANECHI M M,ARABI P. On the importance of phase in human speech recognition[J]. IEEE Transactions on Audio, Speech,and Language Processing, 2006,14(5):1867-1874.

[12] XIN R, ZHANG J, SHAO Y. Complex network classification with convolutional neural network[J]. Tsinghua Science and Technology, 2020,25(4):447-457.

[13] TU Y,LIN Y,HOU C,et al. Complex-valued networks for automatic modulation classification[J]. IEEE Transactions on Vehicular Technology, 2020,69(9):10085-10089.

[14] TU Ya, LIN Yun, WANG Jin, et al. Semi-supervised learning with generative adversarial networks on digital signal modulation classification[J]. Computers Materials & Continua, 2019,55(2):243-254.

[16] ZHANG Z,WANG C,GAN C,et al. Automatic modulation classification using convolutional neural network with features fusion of SPWVD and BJD[J]. IEEE Transactions on Signal and Information Processing over Networks, 2019,5(3):469-478.

[17] HOU C, ZHANG X, CHEN X. Electromagnetic signal feature fusion and recognition based on multi-modal deep learning[J]. International Journal of Performability Engineering, 2020,16(6):941-949.

[19] ZHANG C,YANG Z,HE X,et al. Multimodal intelligence:representation learning,information fusion,and applications[J]. IEEE Journal of Selected Topics in Signal Processing, 2020,14(3):478-493.

[20] WANG M,LIN Y,TIAN Q,et al. Transfer learning promotes 6G wireless communications:recent advances and future challenges[J]. IEEE Transactions on Reliability, 2021,70(2):790-807.