A Lightning Very-High-Frequency Mapping DOA Method Based on L Array and 2D-MUSIC
Lightning Very-High-Frequency (VHF) radiation source mapping technology represents a pivotal advancement in the study of lightning discharge processes and their underlying physical mechanisms. This paper introduces a novel methodology for reconstructing lightning discharge channels by employing the...
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| Published in | Atmosphere Vol. 16; no. 5; p. 486 |
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| Main Authors | , , , , , |
| Format | Journal Article |
| Language | English |
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MDPI AG
01.05.2025
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| ISSN | 2073-4433 2073-4433 |
| DOI | 10.3390/atmos16050486 |
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| Abstract | Lightning Very-High-Frequency (VHF) radiation source mapping technology represents a pivotal advancement in the study of lightning discharge processes and their underlying physical mechanisms. This paper introduces a novel methodology for reconstructing lightning discharge channels by employing the Multiple Signal Classification (MUSIC) algorithm to estimate the Direction of Arrival (DOA) of lightning VHF radiation sources, specifically tailored for both non-uniform and uniform L-shaped arrays (2D-MUSIC). The proposed approach integrates the Random Sample Consensus (RANSAC) algorithm with 2D-MUSIC, thereby enhancing the precision and robustness of the reconstruction process. Initially, the array data are subjected to denoising via the Ensemble Empirical Mode Decomposition (EEMD) algorithm. Following this, the covariance matrix of the processed array data is decomposed to isolate the signal subspace, which corresponds to the signal components, and the noise subspace, which is orthogonal to the signal components. By exploiting the orthogonality between these subspaces, the method achieves an accurate estimation of the signal incidence direction, thereby facilitating the precise reconstruction of the lightning channel. To validate the feasibility of this method, comprehensive numerical simulations were conducted, revealing remarkable accuracy with elevation and azimuth angle errors both maintained below 1 degree. Furthermore, VHF non-uniform and uniform L-shaped lightning observation systems were established and deployed to analyze real lightning events occurring in 2021 and 2023. The empirical results demonstrate that the proposed method effectively reconstructs lightning channel structures across diverse L-shaped array configurations. This innovative approach significantly augments the capabilities of various broadband VHF arrays in radiation source imaging and makes a substantial contribution to the study of lightning development processes. The findings of this study underscore the potential of the proposed methodology to advance our understanding of lightning dynamics and enhance the accuracy of lightning channel reconstruction. |
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| AbstractList | Lightning Very-High-Frequency (VHF) radiation source mapping technology represents a pivotal advancement in the study of lightning discharge processes and their underlying physical mechanisms. This paper introduces a novel methodology for reconstructing lightning discharge channels by employing the Multiple Signal Classification (MUSIC) algorithm to estimate the Direction of Arrival (DOA) of lightning VHF radiation sources, specifically tailored for both non-uniform and uniform L-shaped arrays (2D-MUSIC). The proposed approach integrates the Random Sample Consensus (RANSAC) algorithm with 2D-MUSIC, thereby enhancing the precision and robustness of the reconstruction process. Initially, the array data are subjected to denoising via the Ensemble Empirical Mode Decomposition (EEMD) algorithm. Following this, the covariance matrix of the processed array data is decomposed to isolate the signal subspace, which corresponds to the signal components, and the noise subspace, which is orthogonal to the signal components. By exploiting the orthogonality between these subspaces, the method achieves an accurate estimation of the signal incidence direction, thereby facilitating the precise reconstruction of the lightning channel. To validate the feasibility of this method, comprehensive numerical simulations were conducted, revealing remarkable accuracy with elevation and azimuth angle errors both maintained below 1 degree. Furthermore, VHF non-uniform and uniform L-shaped lightning observation systems were established and deployed to analyze real lightning events occurring in 2021 and 2023. The empirical results demonstrate that the proposed method effectively reconstructs lightning channel structures across diverse L-shaped array configurations. This innovative approach significantly augments the capabilities of various broadband VHF arrays in radiation source imaging and makes a substantial contribution to the study of lightning development processes. The findings of this study underscore the potential of the proposed methodology to advance our understanding of lightning dynamics and enhance the accuracy of lightning channel reconstruction. |
| Audience | Academic |
| Author | Xiang, Nianwen Yang, Yu Chen, Huaifei Lyu, Zengwei Wang, Chuansheng Li, Zhaokun |
| Author_xml | – sequence: 1 givenname: Chuansheng orcidid: 0009-0000-8521-4101 surname: Wang fullname: Wang, Chuansheng – sequence: 2 givenname: Nianwen surname: Xiang fullname: Xiang, Nianwen – sequence: 3 givenname: Zhaokun surname: Li fullname: Li, Zhaokun – sequence: 4 givenname: Zengwei surname: Lyu fullname: Lyu, Zengwei – sequence: 5 givenname: Yu surname: Yang fullname: Yang, Yu – sequence: 6 givenname: Huaifei surname: Chen fullname: Chen, Huaifei |
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| Cites_doi | 10.1029/1999GL010856 10.1007/s11430-015-5119-1 10.1002/2017JD028132 10.1109/TGRS.2021.3083446 10.3390/rs14246378 10.1109/ACCESS.2018.2833115 10.1029/94JD00318 10.1029/96GL00474 10.1145/358669.358692 10.1029/JC086iC08p07451 10.1016/j.atmosres.2024.107812 10.1029/00EO00014 10.1016/j.atmosres.2012.11.010 10.3390/rs14051293 10.1016/j.atmosres.2019.104647 10.1029/2010JD014420 10.1002/jgrd.50271 10.1029/JC084iC05p02457 10.1029/JC083iC07p03575 10.1109/TEMC.2009.2023450 |
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| References_xml | – volume: 26 start-page: 3573 year: 1999 ident: ref_4 article-title: A GPS-based three-dimensional lightning mapping system: Initial observations in central New Mexico publication-title: Geophys. Res. Lett. doi: 10.1029/1999GL010856 – volume: 58 start-page: 2034 year: 2015 ident: ref_5 article-title: Experimental study on location accuracy of a 3D VHF lightning-radiation-source locating network publication-title: Sci. China-Earth Sci. doi: 10.1007/s11430-015-5119-1 – volume: 123 start-page: 2861 year: 2018 ident: ref_2 article-title: LOFAR lightning imaging: Mapping lightning with nanosecond precision publication-title: J. Geophys. Res. Atmos. doi: 10.1002/2017JD028132 – volume: 60 start-page: 4102707 year: 2022 ident: ref_19 article-title: Continuous mapping of broadband VHF lightning sources by real-valued MUSIC publication-title: IEEE Trans. Geosci. Remote Sens. doi: 10.1109/TGRS.2021.3083446 – ident: ref_3 doi: 10.3390/rs14246378 – volume: 6 start-page: 26558 year: 2018 ident: ref_17 article-title: Multiple-antennae observation and EMTR processing of lightning VHF radiations publication-title: IEEE Access doi: 10.1109/ACCESS.2018.2833115 – volume: 99 start-page: 13059 year: 1994 ident: ref_7 article-title: Observations of lightning phenomena using radio interferometry publication-title: J. Geophys. Res. Atmos. doi: 10.1029/94JD00318 – volume: 23 start-page: 1917 year: 2013 ident: ref_16 article-title: Broadband radio interferometry for lightning observations publication-title: J. Geophys. Res. Lett. doi: 10.1029/96GL00474 – volume: 24 start-page: 381 year: 1981 ident: ref_21 article-title: Random sample consensus: A paradigm for model fitting with applications to image analysis and automated cartography publication-title: Commun. ACM doi: 10.1145/358669.358692 – volume: 86 start-page: 7451 year: 1981 ident: ref_15 article-title: Two-dimensional interferometric positions of VHF lightning sources publication-title: J. Geophys. Res. doi: 10.1029/JC086iC08p07451 – volume: 314 start-page: 107812 year: 2025 ident: ref_20 article-title: Broadband VHF lightning radiation sources localization by ESPRIT algorithm publication-title: Atmos. Res. doi: 10.1016/j.atmosres.2024.107812 – volume: 81 start-page: 21 year: 1999 ident: ref_12 article-title: Lightning mapping observations in central Oklahoma publication-title: Eos doi: 10.1029/00EO00014 – ident: ref_13 – volume: 129 start-page: 58 year: 2013 ident: ref_8 article-title: Lightning VHF radiation location system based on short-baseline TDOA technique—Validation in rocket-triggered lightning publication-title: Atmos. Res. doi: 10.1016/j.atmosres.2012.11.010 – ident: ref_10 doi: 10.3390/rs14051293 – volume: 231 start-page: 104647 year: 2020 ident: ref_18 article-title: Continuous broadband lightning VHF mapping array using MUSIC algorithm publication-title: Atmos. Res. doi: 10.1016/j.atmosres.2019.104647 – volume: 115 start-page: 1 year: 2010 ident: ref_1 article-title: Characteristics of channel base currents and close magnetic fields in triggered flashes in SHATLE publication-title: J. Geophys. Res. Atmos. doi: 10.1029/2010JD014420 – volume: 118 start-page: 3120 year: 2013 ident: ref_6 article-title: Characterization and applications of VLF/LF source locations from lightning using the Huntsville Alabama Marx Meter Array publication-title: J. Geophys. Res. Atmos. doi: 10.1002/jgrd.50271 – volume: 84 start-page: 2457 year: 1979 ident: ref_14 article-title: Interferometric directions of lightning sources at 34 MHz publication-title: J. Geophys. Res. doi: 10.1029/JC084iC05p02457 – volume: 83 start-page: 3575 year: 1978 ident: ref_11 article-title: A VHF technique for space-time mapping of lightning discharge processes publication-title: J. Geophys. Res. doi: 10.1029/JC083iC07p03575 – volume: 51 start-page: 499 year: 2009 ident: ref_9 article-title: An Overview of lightning locating systems: History, techniques, and data uses, with an in-depth look at the U.S. NLDN publication-title: IEEE Trans. Electromagn. Compat. doi: 10.1109/TEMC.2009.2023450 |
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| SubjectTerms | 2D-MUSIC Accuracy Algorithms Antennas Arrays Azimuth Broadband Components Covariance matrix Direction of arrival Discharge Environmental aspects Image reconstruction L-array Lightning Lightning channels Lightning discharges Localization Mapping Methods Musical performances Numerical simulations Observations Orthogonality Radiation radiation source mapping Radiation sources Random sampling Signal classification Signal processing Simulation Spectrum allocation Subspaces Very high frequencies VHF |
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| Title | A Lightning Very-High-Frequency Mapping DOA Method Based on L Array and 2D-MUSIC |
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