Journal of Optoelectronics · Laser, Volume. 34, Issue 12, 1313(2023)

Analysis of multifractal characteristics of lightning AR spectrum and discharge type identification

HUO Yuanlian*, ZHANG Jian, and AN Yaqi
Author Affiliations
  • [in Chinese]
  • show less

    The fractal study of the lightning time domain waveform ignores its frequency characteristic,so that all the characteristics can not be fully characterized.In order to solve this problem,this paper introduces the multifractal theory into modern spectral estimation,and proposes a multifractal characteristic analysis and discharge type identification method of the lightning electric field signal based on auto-regressive (AR) spectrum.Firstly,the power spectrum of the lightning electric field signal is obtained based on the AR model spectrum estimation method.Then the multifractal detrended fluctuation analysis (MF-DFA) method is used to verify that the lightning AR spectrum sequence has multifractal characteristics,and the Hurst exponent and multifractal spectrum of AR spectrum sequence are further discussed.Finally,these parameters are input into support vector machine as the effective eigenvalues to identify different discharge types of intracloud lightning (IC) and cloud-to-ground lightning (CG).The experimental results show that the effective recognition rate of the proposed method reaches more than 94%.The research results have certain reference value for the research of lightning characteristics and automatic recognition technology.

    Tools

    Get Citation

    Copy Citation Text

    HUO Yuanlian, ZHANG Jian, AN Yaqi. Analysis of multifractal characteristics of lightning AR spectrum and discharge type identification[J]. Journal of Optoelectronics · Laser, 2023, 34(12): 1313

    Download Citation

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

    Received: Jul. 21, 2022

    Accepted: --

    Published Online: Sep. 25, 2024

    The Author Email: HUO Yuanlian (hylqqq@nwnu.edu.cn)

    DOI:10.16136/j.joel.2023.12.0535

    Topics