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
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    Figures & Tables(7)
    Mathematical model of M-channel TIADC sampling system
    Iterative process of channel mismatch error estimation algorithm
    Time domain and spectrogram of sine wave signal before and after calibration in dual channel sampling system
    Test and algorithm estimation results of gain error
    Test and algorithm estimation results of time-skew error
    Comparison of 800 MHz input signal spectrum before and after calibration
    • Table 1. FPGA resource consumption for reconstruction algorithm

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      Table 1. FPGA resource consumption for reconstruction algorithm

      resource typetotal number of resourcesresource consumptionutilization rate/%
      LUT43320013862432
      BRAM147078053
      DSP48E3600152042
      FF86640010396812
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    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

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    Paper Information

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    Received: Oct. 8, 2024

    Accepted: Mar. 17, 2025

    Published Online: Jul. 18, 2025

    The Author Email:

    DOI:10.11884/HPLPB202537.240349

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