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[HTML][HTML] Deep learning in high voltage engineering: A literature review
Condition monitoring of high voltage apparatus is of much importance for the maintenance
of electric power systems. Whether it is detecting faults or partial discharges that take place …
of electric power systems. Whether it is detecting faults or partial discharges that take place …
Towards secured online monitoring for digitalized GIS against cyber-attacks based on IoT and machine learning
Recently, the Internet of Things (IoT) has an important role in the growth and development of
digitalized electric power stations while offering ambitious opportunities, specifically real …
digitalized electric power stations while offering ambitious opportunities, specifically real …
A comprehensive review of signal processing and machine learning technologies for UHF PD detection and diagnosis (II): Pattern recognition approaches
J Long, L **e, X Wang, J Zhang, B Lu, C Wei… - IEEE …, 2024 - ieeexplore.ieee.org
Partial discharge (PD) pattern recognition approaches are designed to identify the types or
severities of the insulation defects within the high voltage equipment, which is vital for …
severities of the insulation defects within the high voltage equipment, which is vital for …
[HTML][HTML] Classification of partial discharge images using deep convolutional neural networks
M Florkowski - Energies, 2020 - mdpi.com
Artificial intelligence-based solutions and applications have great potential in various fields
of electrical power engineering. The problem of the electrical reliability of power equipment …
of electrical power engineering. The problem of the electrical reliability of power equipment …
Simultaneous partial discharge diagnosis and localization in gas-insulated switchgear via a dual-task learning network
Diagnosis and location of partial discharge (PD) are the basis for ensuring the reliable
operation of gas-insulated switchgear (GIS). Current PD diagnosis and localization are …
operation of gas-insulated switchgear (GIS). Current PD diagnosis and localization are …
Deep ensemble model for unknown partial discharge diagnosis in gas-insulated switchgears using convolutional neural networks
Deep neural networks (DNNs) are widely used for fault classification using partial
discharges (PDs) to evaluate various electrical apparatuses and achieve high classification …
discharges (PDs) to evaluate various electrical apparatuses and achieve high classification …
A novel differentiable neural network architecture automatic search method for GIS partial discharge pattern recognition
Convolutional neural network (CNN) has been extensively used in pattern recognition of
partial discharge (PD) in gas-insulated switchgear (GIS) because of its powerful feature …
partial discharge (PD) in gas-insulated switchgear (GIS) because of its powerful feature …
Enhanced particle swarm optimization-based convolution neural network hyperparameters tuning for transformer failure diagnosis under complex data sources
Measurement and recognition of partial discharge (PD) is a fundamental tool for condition
monitoring and fault diagnosis of high-voltage (HV) transformers. Several machine learning …
monitoring and fault diagnosis of high-voltage (HV) transformers. Several machine learning …
[HTML][HTML] A novel method for pattern recognition of GIS partial discharge via multi-information ensemble learning
Q **g, J Yan, L Lu, Y Xu, F Yang - Entropy, 2022 - mdpi.com
Partial discharge (PD) is the main feature that effectively reflects the internal insulation
defects of gas-insulated switchgear (GIS). It is of great significance to diagnose the types of …
defects of gas-insulated switchgear (GIS). It is of great significance to diagnose the types of …
[HTML][HTML] Anomaly detection, trend evolution, and feature extraction in partial discharge patterns
M Florkowski - Energies, 2021 - mdpi.com
In the resilient and reliable electrical power system, the condition of high voltage insulation
plays a crucial role. In the field of high voltage insulation integrity, the partial discharge (PD) …
plays a crucial role. In the field of high voltage insulation integrity, the partial discharge (PD) …