A review of real-time fault diagnosis methods for industrial smart manufacturing

W Yan, J Wang, S Lu, M Zhou, X Peng - Processes, 2023 - mdpi.com
In the era of Industry 4.0, highly complex production equipment is becoming increasingly
integrated and intelligent, posing new challenges for data-driven process monitoring and …

Taxonomy of high impedance fault detection algorithm

M Mishra, RR Panigrahi - Measurement, 2019 - Elsevier
This manuscript presents the issues allied with the detection of high impedance fault (HIF)
on the power distribution network. HIFs are those faults with current too small to be protected …

A KNN based random subspace ensemble classifier for detection and discrimination of high impedance fault in PV integrated power network

KSV Swarna, A Vinayagam, MBJ Ananth, PV Kumar… - Measurement, 2022 - Elsevier
This paper proposes an ensemble Random Subspace (RS) classifier for discrimination of
High Impedance Fault (HIF) in photovoltaic connected power network. The design and …

Deep learning for high-impedance fault detection: Convolutional autoencoders

K Rai, F Hojatpanah, F Badrkhani Ajaei, K Grolinger - Energies, 2021 - mdpi.com
High-impedance faults (HIF) are difficult to detect because of their low current amplitude and
highly diverse characteristics. In recent years, machine learning (ML) has been gaining …

[HTML][HTML] Integrating discrete wavelet transform with neural networks and machine learning for fault detection in microgrids

A Cano, P Arévalo, D Benavides, F Jurado - International Journal of …, 2024 - Elsevier
Microgrids are essential for integrating renewable energy sources into the power grid.
However, fault detection is challenging due to bidirectional energy flow. Traditional relay …

PSD based high impedance fault detection and classification in distribution system

S Roy, S Debnath - Measurement, 2021 - Elsevier
The recent progress in the area of signal processing has led to the development of
intelligent schemes for fault classification and faulty phase selection in distribution system …

An intelligent detection of high-impedance faults for distribution lines integrated with distributed generators

BK Chaitanya, A Yadav, M Pazoki - IEEE Systems Journal, 2019 - ieeexplore.ieee.org
The high-impedance faults (HIF) occurring on distribution lines go undetected by the
conventional relays due to their low current magnitude. In addition to low current, HIFs also …

Discrete wavelet transform-based triggering method for single-phase earth fault in power distribution systems

C Lin, W Gao, MF Guo - IEEE Transactions on Power Delivery, 2019 - ieeexplore.ieee.org
Earth faults occur frequently in power distribution systems and they are usually
accompanied by an arc. This is a big hazard to the power distribution systems. Effective …

High-impedance fault detection in medium-voltage distribution network using computational intelligence-based classifiers

V Veerasamy, NI Abdul Wahab… - Neural Computing and …, 2019 - Springer
This paper presents the high-impedance fault (HIF) detection and identification in medium-
voltage distribution network of 13.8 kV using discrete wavelet transform (DWT) and …

HIF detection in distribution networks based on Kullback–Leibler divergence

S Nezamzadeh‐Ejieh… - IET Generation …, 2020 - Wiley Online Library
A high‐impedance fault (HIF) is mostly associated with the arcing phenomenon, and its main
features are low current, randomness, non‐linearity, and asymmetry. The low fault current of …