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
来源
REVIEW OF SCIENTIFIC INSTRUMENTS | 2021年 / 92卷 / 01期
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 50 条
  • [21] An Adaptive Sparsity Estimation KSVD Dictionary Construction Method for Compressed Sensing of Transient Signal
    Ju, Mingchi
    Han, Tailin
    Yang, Rongkang
    Zhao, Man
    Liu, Hong
    Xu, Bo
    Liu, Xuan
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2022, 2022
  • [22] Method of compressed sensing positioning based on discrete dynamic grid and fingerprint feature library of signal intensity
    Xu Z.
    Wang W.
    Liu Z.
    Liu T.
    Huang L.
    2018, China Coal Society (43): : 672 - 678
  • [23] HIGH-PRECISION TT&C SIGNAL SIMULATION TECHNOLOGY BASED ON LAGRANGE INTERPOLATION IN HIGH DYNAMIC ENVIRONMENT
    Lu, Shao-Zhong
    Li, Sheng
    Peng, Zhi-Yuan
    Tang, Zhen-Gang
    2016 13TH INTERNATIONAL COMPUTER CONFERENCE ON WAVELET ACTIVE MEDIA TECHNOLOGY AND INFORMATION PROCESSING (ICCWAMTIP), 2016, : 448 - 452
  • [24] Dynamic Measurement for Compressed Sensing Based Channel Estimation in OFDM Systems
    Wang Kai
    Wei Haijian
    He Wei
    Gan Zhichun
    PROCEEDINGS OF 2017 3RD IEEE INTERNATIONAL CONFERENCE ON COMPUTER AND COMMUNICATIONS (ICCC), 2017, : 106 - 110
  • [25] A signal reconstruction method of wireless sensor network based on compressed sensing
    Zhu, Shiyu
    Chen, Shanxiong
    Peng, Xihua
    Xiong, Hailing
    Wu, Sheng
    EURASIP JOURNAL ON WIRELESS COMMUNICATIONS AND NETWORKING, 2020, 2020 (01)
  • [26] Signal Reconstruction of Compressed Sensing Based on Alternating Direction Method of Multipliers
    Zhang, Yanliang
    Li, Xingwang
    Zhao, Guoying
    Lu, Bing
    Cavalcante, Charles C.
    CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2020, 39 (01) : 307 - 323
  • [27] Signal Reconstruction of Compressed Sensing Based on Alternating Direction Method of Multipliers
    Yanliang Zhang
    Xingwang Li
    Guoying Zhao
    Bing Lu
    Charles C. Cavalcante
    Circuits, Systems, and Signal Processing, 2020, 39 : 307 - 323
  • [28] A signal reconstruction method of wireless sensor network based on compressed sensing
    Shiyu Zhu
    Shanxiong Chen
    Xihua Peng
    Hailing Xiong
    Sheng Wu
    EURASIP Journal on Wireless Communications and Networking, 2020
  • [29] Pseudorange reconstruction for high-dynamic eLoran signal simulators using B-spline interpolation
    Ma, Hongyu
    Zhao, Yuchen
    Du, Yongxing
    Du, Zhonghong
    Xi, Xiaoli
    IET RADAR SONAR AND NAVIGATION, 2024, 18 (06): : 931 - 938
  • [30] A high-precision measuring method based on fitting polynomial
    Li, SP
    Wang, XD
    Dai, F
    ISTM/2003: 5TH INTERNATIONAL SYMPOSIUM ON TEST AND MEASUREMENT, VOLS 1-6, CONFERENCE PROCEEDINGS, 2003, : 1927 - 1930