High Power Laser and Particle Beams, Volume. 37, Issue 7, 076003(2025)

Channel error calibration of waveform digitization system based on machine learning

Xixiang Jiao1, Te Han1, Jing Yang1, and Yuhui Guo2
Author Affiliations
  • 1School of Artificial Intelligence and Big Data, Hefei University, Hefei 230026, China
  • 2Institute of Modern Physics, Chinese Academy of Sciences, Lanzhou 730000, China
  • show less
    References(18)

    [4] [4] Dong Ruoshi. Research on automatic calibration crection method f TIADC system[D]. Hefei: University of Science Technology of China, 2021

    [6] Khakpour A, Karimian G. A new fast convergent blind timing skew error correction structure for TIADC[J]. IEEE Transactions on Circuits and Systems II: Express Briefs, 68, 1512-1516(2021).

    [7] Cui Wentao, Li Jie, Zhang Debiao. TIADC system time error adaptive calibration algorithm based on domestic ADC chip[J]. Chinese Journal of Scientific Instrument, 42, 132-139(2021).

    [8] Ye Xingwei, Zhai Jiquan, Dong Shen. A correction algorithm of time errors in a time-interleaved ADC for band-pass sampling[J]. Modern Radar, 45, 45-50(2023).

    [9] Li Jing, Wu Shuangyi, Liu Yang et al. A digital timing mismatch calibration technique in time-interleaved ADCs[J]. IEEE Transactions on Circuits and Systems II: Express Briefs, 61, 486-490(2014).

    [10] Bonnetat A, Hodé J M, Ferré G et al. Correlation-based frequency-response mismatch compensation of Quad-TIADC using real samples[J]. IEEE Transactions on Circuits and Systems II: Express Briefs, 62, 746-750(2015).

    [12] [12] Serbet F, Kaya T, Ozdemir M T. Design of digital IIR filter using particle swarm optimization[C]2017 40th International Convention on Infmation Communication Technology, Electronics Microelectronics (MIPRO). 2017: 202204.

    [13] [13] Li Jingchun, Chang Jiachong, Zhang Ya. Gradient descent optimizationbased SINS selfalignment method err analysis[J]. IEEE Access, 2021, 9: 82868298.

    [14] [14] Pan Huiqing, Yu Dongchuan, Tian Shulin, et al. Nonunifm mismatches compensation algithm f timeinterleaved sampling system using neural wks[C]2011 10th International Conference on Electronic Measurement & Instruments. 2011: 231234.

    [17] [17] Zhou Dadian, Talarico C, SilvaMartines J. A digitalcircuitbased evolutionarycomputation algithm f timeinterleaved ADC background calibration[C]2016 29th IEEE International SystemonChip Conference (SOCC). 2016: 1317.

    Tools

    Get Citation

    Copy Citation Text

    Xixiang Jiao, Te Han, Jing Yang, Yuhui Guo. Channel error calibration of waveform digitization system based on machine learning[J]. High Power Laser and Particle Beams, 2025, 37(7): 076003

    Download Citation

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

    Category:

    Received: Oct. 8, 2024

    Accepted: Mar. 17, 2025

    Published Online: Jul. 18, 2025

    The Author Email:

    DOI:10.11884/HPLPB202537.240349

    Topics