Modulation Format Recognition and OSNR Estimation Using Few-shot Learning in Coherent Optical Communication Systems

被引:0
|
作者
Xia, Feng [1 ]
Zhang, Di [1 ]
Xue, Yan Ling [1 ]
机构
[1] East China Normal Univ, Sch Commun & Elect Engn, Shanghai, Peoples R China
关键词
modulation format recognition; OSNR estimation; few-shot learning;
D O I
10.1109/ACP55869.2022.10088547
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
An effective model based on the few-shot learning method is demonstrated in implementing modulation format recognition and optical signal-to-noise ratio (OSNR) estimation. It's shown the method can achieve an almost 100% accuracy rate.
引用
收藏
页码:1903 / 1907
页数:5
相关论文
共 50 条
  • [1] Modulation Format Recognition and OSNR Estimation Using CNN-Based Deep Learning
    Wang, Danshi
    Zhang, Min
    Li, Ze
    Li, Jin
    Fu, Meixia
    Cui, Yue
    Chen, Xue
    [J]. IEEE PHOTONICS TECHNOLOGY LETTERS, 2017, 29 (19) : 1667 - 1670
  • [2] Distributed Few-Shot Learning for Intelligent Recognition of Communication Jamming
    Liu, Mingqian
    Liu, Zilong
    Lu, Weidang
    Chen, Yunfei
    Gao, Xiaoteng
    Zhao, Nan
    [J]. IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2022, 16 (03) : 395 - 405
  • [3] Few-shot learning for ear recognition
    Zhang, Jie
    Yu, Wen
    Yang, Xudong
    Deng, Fang
    [J]. PROCEEDINGS OF 2019 INTERNATIONAL CONFERENCE ON IMAGE, VIDEO AND SIGNAL PROCESSING (IVSP 2019), 2019, : 50 - 54
  • [4] Few-shot modulation recognition using Recurrence Plot Algorithm
    Yun, Woojin
    Park, Jiyeon
    Kim, Hyeongyun
    Nam, Haewoon
    [J]. 12TH INTERNATIONAL CONFERENCE ON ICT CONVERGENCE (ICTC 2021): BEYOND THE PANDEMIC ERA WITH ICT CONVERGENCE INNOVATION, 2021, : 1175 - 1177
  • [5] IAFNet: Few-Shot Learning for Modulation Recognition in Underwater Impulsive Noise
    Wang, Haiwang
    Wang, Bin
    Li, Yongbin
    [J]. IEEE COMMUNICATIONS LETTERS, 2022, 26 (05) : 1047 - 1051
  • [6] Learning Compositional Representations for Few-Shot Recognition
    Tokmakov, Pavel
    Wang, Yu-Xiong
    Hebert, Martial
    [J]. 2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2019), 2019, : 6381 - 6390
  • [7] Multimodal Few-Shot Learning for Gait Recognition
    Moon, Jucheol
    Nhat Anh Le
    Minaya, Nelson Hebert
    Choi, Sang-Il
    [J]. APPLIED SCIENCES-BASEL, 2020, 10 (21): : 1 - 15
  • [8] Iris recognition based on few-shot learning
    Lei, Songze
    Dong, Baihua
    Li, Yonggang
    Xiao, Feng
    Tian, Feng
    [J]. COMPUTER ANIMATION AND VIRTUAL WORLDS, 2021, 32 (3-4)
  • [9] Automatic Modulation Recognition: A Few-Shot Learning Method Based on the Capsule Network
    Li, Lixin
    Huang, Junsheng
    Cheng, Qianqian
    Meng, Hongying
    Han, Zhu
    [J]. IEEE WIRELESS COMMUNICATIONS LETTERS, 2021, 10 (03) : 474 - 477
  • [10] Few-Shot Learning of Signal Modulation Recognition based on Attention Relation Network
    Zhang, Zilin
    Li, Yan
    Gao, Meiguo
    [J]. 28TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO 2020), 2021, : 1372 - 1376