Optical time-series signals classification based on data augmentation for small sample

被引：0
|
作者：
Xuezhi Zhang
Haonan Sun
Junfeng Jiang
Kun Liu
Zeyu Li
Jiahang Jin
Wenxin Bo
Yin Yu
Tiegen Liu
机构：
[1] Tianjin University,School of Precision Instrument and Opto
[2] Institute of Optical Fiber Sensing of Tianjin University,Electronics Engineering
[3] Ministry of Education,Tianjin Optical Fiber Sensing Engineering Center
来源：
Science China Information Sciences | 2022年 / 65卷
关键词：
D O I：
暂无
中图分类号：
学科分类号：
摘要：
引用
收藏
相关论文
共 50 条
  • [1] Optical time-series signals classification based on data augmentation for small sample
    Xuezhi ZHANG
    Haonan SUN
    Junfeng JIANG
    Kun LIU
    Zeyu LI
    Jiahang JIN
    Wenxin BO
    Yin YU
    Tiegen LIU
    [J]. Science China(Information Sciences), 2022, 65 (12) : 321 - 322
  • [2] Optical time-series signals classification based on data augmentation for small sample
    Zhang, Xuezhi
    Sun, Haonan
    Jiang, Junfeng
    Liu, Kun
    Li, Zeyu
    Jin, Jiahang
    Bo, Wenxin
    Yu, Yin
    Liu, Tiegen
    [J]. SCIENCE CHINA-INFORMATION SCIENCES, 2022, 65 (12)
  • [3] Data augmentation of optical time series signals for small samples
    Zhang, Xuezhi
    Liu, Zhaozhu
    Jiang, Junfeng
    Liu, Kun
    Fan, Xiaojun
    Yang, Boyue
    Peng, Min
    Chen, Guanlong
    Liu, Tiegen
    [J]. APPLIED OPTICS, 2020, 59 (28) : 8848 - 8855
  • [4] Small Sample Time Series Classification Based on Data Augmentation and Semi-supervised
    Liu, Jing-Jing
    Yao, Jie-Peng
    Wang, Zhuo
    Wang, Zhong-Yi
    Huang, Lan
    [J]. INFORMATION TECHNOLOGY AND CONTROL, 2024, 53 (02):
  • [5] Data Augmentation with Suboptimal Warping for Time-Series Classification
    Kamycki, Krzysztof
    Kapuscinski, Tomasz
    Oszust, Mariusz
    [J]. SENSORS, 2020, 20 (01)
  • [6] Research on migraine time-series features classification based on small-sample functional magnetic resonance imaging data
    Sun, Ang
    Chen, Ning
    He, Li
    Zhang, Junran
    [J]. Shengwu Yixue Gongchengxue Zazhi/Journal of Biomedical Engineering, 2023, 40 (01): : 110 - 117
  • [7] A New Time-Series Classification Approach for Human Activity Recognition with Data Augmentation
    Errafik, Youssef
    Dhassi, Younes
    Kenzi, Adil
    [J]. INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2024, 15 (03) : 933 - 942
  • [8] Decomposition-based Data Augmentation for Time-series Building Load Data
    Deng, Yang
    Liang, Rui
    Wang, Dan
    Li, Ao
    Xiao, Fu
    [J]. PROCEEDINGS OF THE 10TH ACM INTERNATIONAL CONFERENCE ON SYSTEMS FOR ENERGY-EFFICIENT BUILDINGS, CITIES, AND TRANSPORTATION, BUILDSYS 2023, 2023, : 51 - 60
  • [9] Feature selection for classification of blazars based on optical photometric and polarimetric time-series data
    Uemura, Makoto
    Abe, Taisei
    Yamada, Yurika
    Ikeda, Shiro
    [J]. PUBLICATIONS OF THE ASTRONOMICAL SOCIETY OF JAPAN, 2020, 72 (05)
  • [10] Time series data augmentation method of small sample based on optimized generative adversarial network
    Liu, Dongsheng
    Wu, Yuting
    Hong, Deyan
    Wang, Siting
    [J]. CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2022, 34 (27):
12345