Application of machine learning methods in fault detection and classification of power transmission lines: a survey

FM Shakiba, SM Azizi, M Zhou, A Abusorrah - Artificial Intelligence Review, 2023 - Springer
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 …

Ship diesel engine fault diagnosis using data science and machine learning

M Pająk, M Kluczyk, Ł Muślewski, D Lisjak, D Kolar - Electronics, 2023 - mdpi.com
One of the most important elements of the reliability structure of a motor vessel is its power
subsystem, with the most crucial component being the engine. An engine failure excludes …

Power line monitoring through data integrity analysis with Q-learning based data analysis network

R Maskeliūnas, R Pomarnacki, V Khang Huynh… - Remote Sensing, 2022 - mdpi.com
To monitor and handle big data obtained from electrical, electronic, electro-mechanical, and
other equipment linked to the power grid effectively and efficiently, it is important to monitor …

[HTML][HTML] Support vector machine for fast fault detection and classification in modern power systems using quarter cycle data

P Venkata, V Pandya, K Vala, AV Sant - Energy Reports, 2022 - Elsevier
This work proposes a support vector machine (SVM) based fault detection and classification
method for a transmission system. The novelty of this work is that the time and frequency …

Incipient fault detection and process monitoring of thermal power plant pulverizing system based on deep representation learning

L Zeng, X Zhang, K Yu, Q Jin, Y Wu… - Transactions of the …, 2023 - journals.sagepub.com
Process data in contemporary thermal power plants shows the characteristics of large
capacity, strong coupling, and high-order nonlinearity, which brings great challenges to …

An alternate method to detect and classify the transmission line faults using Clarke's transformed currents

R Velpula, M Nagarajan, R Pitchaimuthu - Electric Power Systems …, 2024 - Elsevier
The transmission line is an essential and long element that plays a vital role in the operation
of an electric power system. Quick and accurate fault detection along with classification …

An algorithm for power transmission line fault detection based on improved YOLOv4 model

S Yan, L Gao, W Wang, G Cao, S Han, S Wang - Scientific Reports, 2024 - nature.com
In response to the escalating demand for real-time and accurate fault detection in power
transmission lines, this paper undertook an optimization of the existing YOLOv4 network …

Power Line Extraction and Tree Risk Detection Based on Airborne LiDAR

S Xi, Z Zhang, Y Niu, H Li, Q Zhang - Sensors, 2023 - mdpi.com
Transmission lines are the basis of human production and activities. In order to ensure their
safe operation, it is essential to regularly conduct transmission line inspections and identify …

A comparative analysis of different transmission line fault detectors and classifiers during normal conditions and cyber‐attacks

AS Tusher, MA Rahman, MR Islam… - The Journal of …, 2024 - Wiley Online Library
Transmission lines, the core part of the transmission and distribution system in the smart
grid, require effective, efficient, and reliable protective measures against faults to avoid …

Artificial neural networks and their applications to intelligent fault diagnosis of power transmission lines

FM Shakiba - 2022 - search.proquest.com
Over the past thirty years, the idea of computing based on models inspired by human brains
and biological neural networks emerged. Artificial neural networks play an important role in …