Modern power distribution grids are becoming increasingly complex due to dynamic network configurations, evolving customer behaviors, and fluctuating power demands. These factors introduce indirect spatial and temporal dependencies that critically affect voltage profiles, line loading, power losses, and overall system...
Suhani Mohanty, Rayner Dcunha, Marek Z. Reformat et al.· Computers· 0 citations
The growth of distributed energy resource (DER) integration introduces greater variability in distribution system operating conditions, creating a need for comprehensive datasets for developing and evaluating data-driven fault diagnostic methods. This paper presents \textbf{DER-Fault}, a simulation-based dataset genera...
Fathima Razeeya Mohamed Razick, Petr Musilek· 0 citations
Comparative analyses with convolutional neural network, long-short-term memory, and multi-layer perceptron architectures, demonstrate that the proposed model delivers superior classification performance, particularly under the most stressed condition with 70% photovoltaic penetration and 5% harmonic distortion.
Fathima Razeeya Mohamed Razick, Syed Muhammad Ahsan, Petr Musilek· IEEE Power & Energy Society...· 0 citations
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