Single-sensor time reversal positioning method by using PSO-VMD-FastICA
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Preprint
- 10 September 2024
- preprint
- Published by Springer Nature in Research Square
Abstract
In order to locate the transformer partial discharge position, the time reversal method is proposed. However, a single sensor is highly susceptible to noise during positioning. Therefore, this paper proposes the PSO-VMD-FastICA algorithm for denoising. The algorithm makes full use of the advantages of VMD variable parameters, optimizes through PSO, and further decomposes by using FastICA. The effectiveness of PSO-VMD-FastICA is verified by comparing the positioning results with those of the time inversion method without noise interference and the ordinary VMD algorithm.Keywords
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This publication has 11 references indexed in Scilit:
- Research on Ultrasonic Detection Method for Partial Discharge of Dry Type Transformer2023
- UHF sensors positioning on the power transformer tank to enhance the partial discharge localization accuracyElectric Power Systems Research, 2023
- Partial discharge localization in power transformers using acoustic time reversalElectric Power Systems Research, 2022
- Single-Sensor Based Acoustic Time Reversal Technique for Partial Discharge Localization in Power Transformer2021
- An Acoustic Time Reversal Technique to Locate a Partial Discharge Source: Two-Dimensional Numerical ValidationIEEE Transactions on Dielectrics and Electrical Insulation, 2020
- Denoising of Partial Discharge Signal by Common Factor Method and Wavelet Thresholding2020
- Early Fault Diagnosis for Planetary Gearbox Based on Adaptive Parameter Optimized VMD and Singular Kurtosis Difference SpectrumIEEE Access, 2019
- Time reversal mirrors2013
- Detection and location of partial discharges in power transformers using acoustic and electromagnetic signalsIEEE Transactions on Dielectrics and Electrical Insulation, 2008
- An algorithm for partial discharge location in distribution power transformers2002