Deep learning approach for transmission line fault classification

MAM Nasrin, AMS Omar, SSM Ramli… - 2021 11th IEEE …, 2021 - ieeexplore.ieee.org
As technology advanced, electrical interruption or disturbance still becomes a significant
problem in power systems. A fault is one example of electrical disturbance or power failure …

[HTML][HTML] Deep learning techniques for transmission line fault classification–A comparative study

PK Shukla, K Deepa - Ain Shams Engineering Journal, 2024 - Elsevier
Despite advancements in technology, power system faults leading to electric power
interruption remain a significant issue. Efficient restoration of the power system relies on the …

Application and comparative analysis of traditional machine learning and deep learning in transmission line fault classification

Q He, L Chen, W Tang, G He, S Tan… - 2022 IEEE 5th …, 2022 - ieeexplore.ieee.org
With the continuous expansion of power scale, safe, reliable and stable power supply plays
a vital role in social and economic development. The stability of power transmission system …

Deep Learning based Fault Detection in Power Transmission Lines

TS Kumar, RS Meena, PK Mani… - 2022 4th …, 2022 - ieeexplore.ieee.org
The transmission line is crucial in the electrical system. Transmission lines allow energy to
be transmitted As the world's demand for power has grown considerably in recent years …

Fault Location in Transmission Line Through Deep Learning—A Systematic Review

O Kanagasabapathy - Inventive Systems and Control: Proceedings of …, 2021 - Springer
In a power system, transient stability is very essential. Huge disturbances such as faults in
the transmission line need to be separated as rapidly as probable to replace transient …

Transmission line monitoring and protection with ann aided fault detection, classification and location

J Raj, LR Chandran - 2021 2nd International Conference on …, 2021 - ieeexplore.ieee.org
Accurate and fast detection of fault is important for reliable protection of power systems. This
paper presents an intelligent Transmission Line protection system, which can detect faults …

[HTML][HTML] Classification of Faults in Power System Transmission Lines Using Deep Learning Methods with Real, Synthetic, and Public Datasets

O Turanlı, Y Benteşen Yakut - Applied Sciences, 2024 - mdpi.com
Every part of society relies on energy systems due to the growing population and the
constant demand for energy. Because of the high energy demands of transportation …

Deep learning techniques for transmission line fault diagnosis: A comparative evaluation

M Hossain, R Khan, N Islam, S Sarker… - … and Mechatronics for …, 2021 - ieeexplore.ieee.org
Early fault detection and adjustment are critical in power systems for efficient and cost-
effective power transmission and distribution, as well as their viability as available …

ANN based fault detection & classification in power system transmission line

MR Bishal, S Ahmed, NM Molla… - … on Science & …, 2021 - ieeexplore.ieee.org
The development of an artificial neural network to analyze power system faults is currently
under way. However, the produced system is unsatisfactory because it is prone to failure …

Deep Neural Network Based Fault Classification and Location Detection in Power Transmission Line

SI Ahmed, MF Rahman, S Kundu… - … on Electrical and …, 2022 - ieeexplore.ieee.org
Transmission lines constitute a significant portion of any power system as they transmit
power from the source to the load end. Faults in the overhead transmission lines are …