A Novel Machine Learning-Based Approach for Fault Detection and Location in Low-Voltage DC Microgrids
DC microgrids have gained significant attention in recent years due to their potential to
enhance energy efficiency, integrate renewable energy sources, and improve the resilience …
enhance energy efficiency, integrate renewable energy sources, and improve the resilience …
[HTML][HTML] A Deep Reinforcement Learning Optimization Method Considering Network Node Failures
X Ding, X Liao, W Cui, X Meng, R Liu, Q Ye, D Li - Energies, 2024 - mdpi.com
Nowadays, the microgrid system is characterized by a diversification of power factors and a
complex network structure. Existing studies on microgrid fault diagnosis and troubleshooting …
complex network structure. Existing studies on microgrid fault diagnosis and troubleshooting …
Detect, classify, and locate faults in DC microgrids based on support vector machines and bagged trees in the machine learning approach.
MH Ibrahim, EA Badran, MH Abdel-Rahman - IEEE Access, 2024 - ieeexplore.ieee.org
The DC microgrids possess numerous pros, including enhanced reliability, increased
efficiency, and a less complicated control system. Further, they provide a simplified system …
efficiency, and a less complicated control system. Further, they provide a simplified system …
Enhanced Fault Detection and Localization Strategy for High-Speed Protection in Medium-Voltage DC Distribution Networks Using Extended Kalman Filtering …
NA Larik, MS Li, QH Wu - IEEE Access, 2024 - ieeexplore.ieee.org
Conventional strategies are not effective in addressing the complex protection challenges in
medium-voltage DC distribution networks (MVDCDN). The main challenge in MVDCDN is …
medium-voltage DC distribution networks (MVDCDN). The main challenge in MVDCDN is …
An advanced graph algorithm-based protection strategy for detecting kilometric and cross-country faults in DC microgrid
SF Fathima, L Premalatha, P Yuvaraj - Heliyon, 2024 - cell.com
Low voltage DC microgrids (LVDC) are on rise, because of increase in usage of electronics-
based utility loads. However, the protection and safety aspects of these grids remain …
based utility loads. However, the protection and safety aspects of these grids remain …
Ultra High-Speed Fault Diagnosis Scheme for DC Distribution Systems based on Discrete Median filter and Mathematical Morphology
In the modern world, the growing presence of renewable energy power near the consumer
end makes DC distribution systems more attractive than traditional AC ones. However …
end makes DC distribution systems more attractive than traditional AC ones. However …
An effective data-driven machine learning hybrid approach for fault detection and classification in a standalone low-voltage DC microgrid
DC microgrids are gaining more importance in maritime, aerospace, telecom, and isolated
power plants for heightened reliability, efficiency, and control. Yet, designing a protective …
power plants for heightened reliability, efficiency, and control. Yet, designing a protective …
Detection and classification of faults in DC microgrids utilising artificial neural network with bidirectional gated recurrent units
This paper proposes a fault detection and classification method for DC-MG. This paper aims
to identify and categorise errors with increased precision. In order to improve the detection …
to identify and categorise errors with increased precision. In order to improve the detection …
Study on Instability Mechanism and Compensation Strategy for Distributed Energy Storage Systems.
Y Ning, H Lin, X Wan, Y Huang, Z Yang… - Electronics (2079 …, 2024 - search.ebscohost.com
Distributed energy storage systems (DESSs), which would become key components in a
new power system, can flexibly deliver peak load shaving and demand management. With …
new power system, can flexibly deliver peak load shaving and demand management. With …
Providing a fault detection method for the occurrence of faults in DC microgrids, distributed generations, and electrical vehicles
A Sistani, SA Hosseini, VS Sadeghi… - AUT Journal of Electrical …, 2024 - eej.aut.ac.ir
DC microgrids have emerged as a promising solution to provide reliable and efficient power
for various applications. However, similar to any power system, DC microgrids are prone to …
for various applications. However, similar to any power system, DC microgrids are prone to …