Application of machine learning methods in fault detection and classification of power transmission lines: a survey
The rising development of power systems and smart grids calls for advanced fault diagnosis
techniques to prevent undesired interruptions and expenses. One of the most important part …
techniques to prevent undesired interruptions and expenses. One of the most important part …
[HTML][HTML] Fast and accurate fault detection and classification in transmission lines using extreme learning machine
To provide stability and a continuous supply of power, the detection and classification of
faults in the transmission lines (TLs) are crucial in this modern age. It is required to remove a …
faults in the transmission lines (TLs) are crucial in this modern age. It is required to remove a …
[HTML][HTML] Intelligent fault detection and classification schemes for smart grids based on deep neural networks
Effective fault detection, classification, and localization are vital for smart grid self-healing
and fault mitigation. Deep learning has the capability to autonomously extract fault …
and fault mitigation. Deep learning has the capability to autonomously extract fault …
[HTML][HTML] Simulation-driven deep learning for locating faulty insulators in a power line
B Gjorgiev, L Das, S Merkel, M Rohrer, E Auger… - Reliability Engineering & …, 2023 - Elsevier
Overhead power transmission lines are repeatedly subject to environmental fluctuations that
affect their insulation. Weakened insulation allows leakage current to increase over time …
affect their insulation. Weakened insulation allows leakage current to increase over time …
[HTML][HTML] Transmission line fault detection and classification based on SA-MobileNetV3
Y Xi, W Zhang, F Zhou, X Tang, Z Li, X Zeng, P Zhang - Energy Reports, 2023 - Elsevier
Accurate fault detection and classification help to analyze fault causes and quickly restore
faulty phases. Deep learning can automatically extract fault features and identify fault types …
faulty phases. Deep learning can automatically extract fault features and identify fault types …
[PDF][PDF] Critical Review of Fault Detection, Fault Classification and Fault Location Techniques for Transmission Network.
J Abubakar, A Abdulkareem - Journal of Engineering Science & …, 2022 - jestr.org
The fault is an unwanted disturbance in the power system and causes interruption to the
normal working condition in the system network. The need to quickly and accurately identify …
normal working condition in the system network. The need to quickly and accurately identify …
Fault Detection and Classification in Ring Power System with DG Penetration Using Hybrid CNN-LSTM
A modern electric power system integrated with advanced technologies such as sensors
and smart meters is referred to as a “smart grids”, aimed at enhancing electrical power …
and smart meters is referred to as a “smart grids”, aimed at enhancing electrical power …
[HTML][HTML] Fault Detection, Classification and Localization Along the Power Grid Line Using Optimized Machine Learning Algorithms
Distributed energy generation increases the need for smart grid monitoring, protection, and
control. Localization, classification, and fault detection are essential for addressing any …
control. Localization, classification, and fault detection are essential for addressing any …
Transmission Line Fault Classification Based on the Combination of Scaled Wavelet Scalograms and CNNs Using a One-Side Sensor for Data Collection
AS Altaie, M Abderrahim, AA Alkhazraji - Sensors, 2024 - mdpi.com
This research focuses on leveraging wavelet transform for fault classification within electrical
power transmission networks. This study meticulously examines the influence of various …
power transmission networks. This study meticulously examines the influence of various …
Applied Informatics in Renewable Energy Grid with Dynamic Reactive Power Configuration Based on a Probability Assessment of Transient
MT Ahammed, S Hossain… - … on Advances in …, 2022 - ieeexplore.ieee.org
An expanding number of renewable energy sources is posing a problem for the energy
grid's safety and stability. This research provides a set-up with a variable reactive power …
grid's safety and stability. This research provides a set-up with a variable reactive power …