Modeling and Statistical Characterization of Preliminary Breakdown Pulses in Negative Cloud-to-Ground Lightning Flashes

IF 2.6 3区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC
Daniele Mestriner;Martino Nicora;Massimo Brignone;Renato Procopio;Yanan Zhu;Vladimir A. Rakov
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Abstract

Preliminary Breakdown Pulses (PBPs) are electromagnetic signatures of the process occurring in the early stages of a Cloud-to-Ground (CG) lightning flash, leading to the initiation of the downward stepped leader followed by the first Return Stroke (RS) retracing the leader channel. Their analysis can offer insights into the initiation of the lightning discharge process. Among the various lightning processes, PBPs remain less explored, although their study has the potential to improve lightning prediction and protection strategies. This study focuses on modeling PBPs using an engineering-model like approach (i.e, the Modified Transmission Line model by Karunarathne and coworkers, MTLK), exploiting its similarities with typical models for RS processes. The primary objective is to optimize the MTLK model parameters by fitting experimental electric field data from more than 3000 negative CG lightning flashes with peak current higher than 50 kA (as reported by the U.S. National Lightning Detection Network, NLDN). The fitting process, treated as an optimization problem, employs the Multivariate Ant Colony Algorithm for Continuous Optimization toolbox to minimize errors between predicted and observed electric fields. In this contribution, the statistical distributions of the parameters of the MTLK model are obtained, allowing the simulation of random lightning events in terms of PBPs and the corresponding RS. This could be useful for identifying the relationship between RS and PBP effects (e.g., on the induced voltage on power systems) and developing preventive tools for lightning protection based on PBP detection.
云对地负闪电初步击穿脉冲的建模和统计特性
初步击穿脉冲(PBPs)是发生在云对地闪电(CG)早期阶段的过程的电磁特征,导致向下阶跃的先导启动,随后是第一次返回脉冲(RS),沿着先导通道返回。他们的分析可以为闪电放电过程的开始提供见解。在各种闪电过程中,尽管PBPs的研究具有改善闪电预测和保护策略的潜力,但对它们的探索较少。本研究的重点是利用工程模型方法(即Karunarathne及其同事MTLK的修改传输线模型)对PBPs进行建模,利用其与RS过程的典型模型的相似性。主要目标是通过拟合3000多个峰值电流高于50 kA的负CG闪电的实验电场数据来优化MTLK模型参数(据美国国家闪电探测网络NLDN报道)。拟合过程作为一个优化问题,采用多元蚁群算法进行连续优化工具箱,以最小化预测电场与观测电场之间的误差。在此贡献中,获得了MTLK模型参数的统计分布,从而可以根据PBP和相应的RS来模拟随机闪电事件,这可能有助于识别RS和PBP效应之间的关系(例如,对电力系统的感应电压),并开发基于PBP检测的防雷工具。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
4.80
自引率
19.00%
发文量
235
审稿时长
2.3 months
期刊介绍: IEEE Transactions on Electromagnetic Compatibility publishes original and significant contributions related to all disciplines of electromagnetic compatibility (EMC) and relevant methods to predict, assess and prevent electromagnetic interference (EMI) and increase device/product immunity. The scope of the publication includes, but is not limited to Electromagnetic Environments; Interference Control; EMC and EMI Modeling; High Power Electromagnetics; EMC Standards, Methods of EMC Measurements; Computational Electromagnetics and Signal and Power Integrity, as applied or directly related to Electromagnetic Compatibility problems; Transmission Lines; Electrostatic Discharge and Lightning Effects; EMC in Wireless and Optical Technologies; EMC in Printed Circuit Board and System Design.
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