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Published on: August 27, 2019
An Approach for Estimating Lightning Current Parameters Using the Empirical Mode Decomposition Method
Selma Grebović1, Nermin Oprašić1, Vahid Helać1
1Faculty of Electrical Engineering, University of Sarajevo, 71000 Sarajevo, Bosnia and Herzegovina.
Accurate lightning current parameters are crucial for power system engineering. This study introduces a novel empirical mode decomposition (EMD) method for analyzing direct lightning measurements, enabling probabilistic assessments of lightning characteristics.
Area of Science:
- Electrical Engineering
- Atmospheric Physics
- Data Science
Background:
- Accurate lightning current parameters are essential for predicting transient voltages in power systems.
- Current standards recommend regional classification of lightning characteristics, but global uniformity is often assumed.
- There is a recognized need for improved methods in lightning current measurement and analysis.
Purpose of the Study:
- To describe a system for direct lightning current measurements.
- To analyze observed data and obtain statistical lightning parameters and correlations.
- To propose a novel method for classifying and analyzing lightning data using empirical mode decomposition (EMD).
Main Methods:
- Installation of a direct lightning current measurement system on Mount Lovćen.
- Statistical analysis of measured lightning data using Matlab.
- Application of empirical mode decomposition (EMD) for data classification and analysis.
Main Results:
- Acquisition of statistical data on key lightning parameters.
- Identification of correlations between different lightning parameters.
- Demonstration of a novel EMD-based approach for lightning data analysis.
Conclusions:
- The developed methodology allows for automated analysis of large lightning datasets.
- Lightning parameters can be expressed in probabilistic terms based on site-specific measurements.
- The EMD approach offers a promising tool for advancing lightning research and engineering applications.
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