High precision measurement method for dynamic transient signal based on compressed sensing and spline polynomial interpolation

被引:1
|
作者
Xu, Fujing [1 ]
Chen, Changying [2 ]
Hu, Linghua [2 ]
机构
[1] Shanxi Univ, Dept Automat, Taiyuan 030013, Peoples R China
[2] Shanxi Univ, Sch Math Sci, Taiyuan 030006, Peoples R China
基金
中国国家自然科学基金;
关键词
RECONSTRUCTION;
D O I
10.1063/5.0022866
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
During the measurement of dynamic transient signals, a high sampling frequency brings great challenges to the analog-to-digital converter (ADC) and testing system. To address these issues, a high precision measurement method for dynamic transient signals is first proposed in this paper. The characteristics of dynamic transient signals are analyzed first. On the basis of this, a random sampling method combining compressed sensing (CS) with spline polynomial interpolation (SPI) is put forward. The fusion of the two algorithms can effectively reduce the quantity of sampling and observation points to reduce the requirement of the ADC and testing system for transient signal measurement and to improve the observation efficiency of the existing uniform sampling. Finally, a Machete hammer test platform for dynamic transient signals is established. A series of simulation and experimental results validate that the error of data reconstruction using the random sampling method combining CS with SPI is not greater than 5.1%.
引用
收藏
页数:13
相关论文
共 11 条
  • [1] Identification of distributed dynamic excitation based on Taylor polynomial iteration and cubic Catmull-Rom spline interpolation
    Li, Xiaowang
    Zhao, Haitao
    Chen, Zheng
    Chen, Ji'an
    INVERSE PROBLEMS IN SCIENCE AND ENGINEERING, 2020, 28 (02) : 220 - 237
  • [2] Interpolation method for wideband signal reconstruction based on blade tip timing measurement
    Chen, Suiyu
    Yang, Yongmin
    Hu, Haifeng
    Guan, Fengjiao
    Shen, Guoji
    Bian, Zifang
    Guo, Haonan
    MEASUREMENT, 2021, 176
  • [3] The method of weak seismic reflection signal processing and extracting based on multitrace joint compressed sensing
    Song Wei-Qi
    Zhang Yu
    Wu Cai-Duan
    Hu Jian-Lin
    CHINESE JOURNAL OF GEOPHYSICS-CHINESE EDITION, 2017, 60 (08): : 3238 - 3245
  • [4] A data assimilation pressure field measurement method for linear turbine cascades based on compressed sensing
    Yang, Yi
    Ma, Hongwei
    PHYSICS OF FLUIDS, 2024, 36 (11)
  • [5] Dynamic magnetic resonance imaging method based on golden-ratio cartesian sampling and compressed sensing
    Li, Shuo
    Zhu, Yanchun
    Xie, Yaoqin
    Gao, Song
    PLOS ONE, 2018, 13 (01):
  • [6] High-precision rotation angle measurement method based on monocular vision
    Jin, Jing
    Zhao, Lingna
    Xu, Shengli
    JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 2014, 31 (07) : 1401 - 1407
  • [7] High-precision projection moire measurement method based on virtual reality bridging
    Cai, Tianyu
    Gong, Yuhuang
    Sun, Chen
    Chen, Jubing
    MEASUREMENT SCIENCE AND TECHNOLOGY, 2023, 34 (05)
  • [8] High temporal resolution dynamic contrast-enhanced MRI using compressed sensing-combined sequence in quantitative renal perfusion measurement
    Chen, Bin
    Zhao, Kai
    Li, Bo
    Cai, Wenchao
    Wang, Xiaoying
    Zhang, Jue
    Fang, Jing
    MAGNETIC RESONANCE IMAGING, 2015, 33 (08) : 962 - 969
  • [9] High-precision dynamic three-dimensional shape measurement of specular surfaces based on deep learning
    Wu, Zhaoxing
    Wang, Jie
    Jiang, Xuan
    Fan, Luyao
    Wei, Chen
    Yue, Huimin
    Liu, Yong
    OPTICS EXPRESS, 2023, 31 (11) : 17437 - 17449
  • [10] Standardized measurement of auricle: A method of high-precision and reliability based on 3D scanning and Mimics software
    Wang, Di
    Jiang, Haiyue
    Pan, Bo
    Yang, Qinghua
    He, Leren
    Sun, Hengyun
    Yu, Xiaobo
    Lin, Lin
    EXPERIMENTAL AND THERAPEUTIC MEDICINE, 2019, 18 (06) : 4575 - 4582