A Modulation Recognition Algorithm Based on Multi-scale Pyramid Pooling

LI Bohan; LIU Yunjiang; LI Yanfu

doi:10.3969/j.issn.1671-637x.2022.12.004

[1] CLARK B,GUNZINGER M.Winning the airwaves:regaining Americas dominance in the electromagnetic spectrum［R/OL］.(2015-12-01)［2022-03-21］.https://csbaonline.org/research/publications/winning-the-airwaves-sustaining-americas-advantage-in-the-electronic-spectrum.

[3] ZHOU R L,LIU F G,GRAVELLE C W.Deep learning for modulation recognition:a survey with a demonstration［J］.IEEE Access,2020,8:67366-67376.

[4] OSHEA T,HOYDIS J.An introduction to deep learning for the physical layer［J］.IEEE Transactions on Cognitive Communications and Networking,2017,3(4):563-575.

[7] WAIBEL A,HANAZAWA T,HINTON G,et al.Phoneme recognition using time-delay neural networks［J］.IEEE Transactions on Acoustics,Speech,and Signal Processing,1989,37(3):328-339.

[8] OSHEA T J,CORGAN J,CLANCY T C.Convolutional radio modulation recognition networks［C］//International Conference on Engineering Applications of Neural Networks.Cham: Springer,2016:213-226.

[9] OSHEA T J,ROY T,CLANCY T C.Over-the-air deep learning based radio signal classification［J］.IEEE Journal of Selected Topics in Signal Processing,2018,12(1):168-179.

[10] PENG S L,JIANG H Y,WANG H X,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.

[11] WANG Y,LIU M,YANG J,et al.Data-driven deep learning for automatic modulation recognition in cognitive radios ［J］.IEEE Transactions on Vehicular Technology, 2019,68(4):4074-4077.

[12] LV J H,ZHANG L,TENG X Y.A modulation classification based on SVM［C］//The 15th International Conference on Optical Communications and Networks(ICOCN).Hangzhou:IEEE,2016:1-3.

[13] ZHU Z H,ASLAM M W,NANDI A K.Genetic algorithm optimized distribution sampling test for M-QAM modulation classification［J］.Signal Processing,2014,94:264-277.

[14] LIU X Y,YANG D Y,El GAMAL A E.Deep neural network architectures for modulation classification［C］//The 51st Asilomar Conference on Signals,Systems,and Computers.Pacific Grove:IEEE,2017:915-919.

[15] ZHU X,FUJII T.A modulation classification method in cognitive radios system using stacked denoising sparse autoencoder［C］//IEEE Radio and Wireless Symposium(RWS).Phoenix:IEEE,2017:218-220.

[16] HE K M,ZHANG X Y,REN S Q,et al.Spatial pyramid pooling in deep convolutional networks for visual recognition［J］.IEEE Transactions on Pattern Analysis and Machine Intelligence,2015,37(9):1904-1916.