Journal of Terahertz Science and Electronic Information Technology , Volume. 21, Issue 6, 745(2023)

Communication signal modulation recognition method based on complex network and attention mechanism

XIAO Sa1, MA Mohan2、*, AI Jiajun2, HU Huachao1, WANG Keyong2, and ZHANG Wenzhong2
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
  • show less
    References(10)

    [3] [3] DOBRE O A, ABDI A, BAR-NESS Y, et al. Survey of automatic modulation classification techniques: classical approaches and new trends[J]. IET Communications, 2007,1(2):137-156.

    [5] [5] HUYNH-THE T,HUA C H,PHAM Q V,et al. MCNet:an efficient CNN architecture for robust automatic modulation classification[J]. IEEE Communications Letters, 2020,24(4):811-815.

    [12] [12] NJOKU J N, MOROCHO-CAYAMCELA M E, LIM W. CGDNet: efficient hybrid deep learning model for robust automatic modulation recognition[J]. IEEE Networking Letters, 2021,3(2):47-51.

    [14] [14] CLARKE T L. Generalization of neural networks to the complex plane[C]// 1990 IJCNN International Joint Conference on Neural Networks. San Diego,CA,USA:IEEE, 1990:435-440.

    [15] [15] OZBAY Y. A new approach to detection of ECG arrhythmias:complex discrete wavelet transform based complex valued artificial neural network[J]. Journal of Medical Systems, 2009,33(6):435-445.

    [16] [16] PARK D C, JEONG T K J. Complex-bilinear recurrent neural network for equalization of a digital satellite channel[C]// 1999 International Joint Conference on Neural Networks. Washington,DC,USA:IEEE, 1999.

    [17] [17] TRABELSI C,BILANIUK O,ZHANG Y,et al. Deep complex networks[J/OL]. arXiv:1705.09792, 2018.

    [19] [19] WANG Q,WU B,ZHU P,et al. ECA-Net:efficient channel attention for deep convolutional neural networks[C]// 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition(CVPR). Seattle,WA,USA:IEEE, 2020:11531-11539.

    [20] [20] ZHANG Wei, LI Chuanhao, PENG Gaoliang, et al. A deep convolutional neural network with new training methods for bearing fault diagnosis under noisy environment and different working load[J]. Mechanical Systems and Signal Processing, 2018(100): 439-453.

    [21] [21] ZEILER M D,FERGUS R. Visualizing and understanding convolutional networks[C]// 2014 European Cconference on Computer Vision. Zurich,Switzerland:Springer, 2014.

    Tools

    Get Citation

    Copy Citation Text

    XIAO Sa, MA Mohan, AI Jiajun, HU Huachao, WANG Keyong, ZHANG Wenzhong. Communication signal modulation recognition method based on complex network and attention mechanism[J]. Journal of Terahertz Science and Electronic Information Technology , 2023, 21(6): 745

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Received: Nov. 22, 2022

    Accepted: --

    Published Online: Jan. 19, 2024

    The Author Email: Mohan MA (2019071316@hrbeu.edu.cn)

    DOI:10.11805/tkyda2022231

    Topics