Classification of partial discharge sources using waveform parameters and phase-resolved partial discharge pattern as input for the artificial neural network

TR Sukma, U Khayam, R Sugawara… - … and Diagnosis (CMD …, 2018 - ieeexplore.ieee.org
Partial discharge (PD) is one of electrical phenomena which might occur in high voltage
(HV) equipment and can be used for diagnosing the condition of the equipment. Artificial …

[PDF][PDF] Impulse signals classification using one dimensional convolutional neural network

M Olkhovskiy, E Müllerová, P Martínek - 2020 - sciendo.com
The main purpose of this work is to propose a modern one-dimensional convolutional neural
network (1 D CNN) configurations for distinguishing separate PD impulses from different …

Novel colour image encoding system combined with ANN for discharges pattern recognition on polluted insulator model<? show [AQ ID= Q1]?>

I Ferrah, AK Chaou, D Maadjoudj… - IET Science …, 2020 - Wiley Online Library
This study introduces a novel methodology for electrical discharges recognition elaborating
an algorithm based on the RGB colour image model and artificial neural network (ANN) …

A study on diagnosis of partial discharge of underground cables using deep learning diagnostic model

J Lee, H Yang, M Jun, G Lee - IET Conference Proceedings CP785, 2021 - IET
In this paper, we propose the diagnostic method for partial discharge of underground cables
using deep learning. The training data required for the diagnostic model development is …

Effect of Background Noise Discrimination on Partial Discharge Pattern Recognition using Neural Network and Support Vector Machine

B An, S Yoon, S Lee, J Kim, Y Jung… - … Symposium on Electrical …, 2020 - ieeexplore.ieee.org
In this study, the effect of background noise and phase lag phenomena on partial discharge
pattern recognition of power cable system was analyzed. For the purpose, recognition rates …

An Approach to Condition Assessment of High-Voltage Insulators by Ultrasound and an Ensemble of Fourier Neural Networks

AFM de Campos, GSP Gomes… - 2020 IEEE/PES …, 2020 - ieeexplore.ieee.org
This paper proposes an approach for evaluating the condition of high-voltage insulators of
overhead distribution lines using Neural Networks and pre-processing techniques to …