Construction of Distribution Network Fault Detection Model Based on Artificial Intelligence Algorithm

Uvarajan K. P., Krishnakumar S., Sridhar K., Vignesh K., Hari Sudhan M., Ragul B. R.

2025

Abstract

The objective of this project is to create an AI-driven Distribution Network Fault Detection Model to enhance the reliability and efficiency of the power distribution networks. Materials and Methods: The model employs sensor information from the distribution network, treated using methods such as missing data handling, label encoding, and Principal Component Analysis (PCA) for feature selectivity such as accuracy, F1 score, confusion matrix, ROC, and AUC. A Graphical User Interface (GUI) is created for easy use, with users able to upload datasets, define parameters, and visualize output. Result: The algorithms demonstrated robust performance, with ANN and SVM delivering the best fault prediction accuracy. Conclusion: The fault detection model using AI enhances power distribution network reliability through precise fault detection in real-time. The performance of the model is confirmed through various metrics, and the GUI provides simplicity in use. The system helps to optimize grid operation, minimize downtime, and maximize overall service reliability, with possibilities for future advancements in smart grid Keywords: Fault Detection, Real-Time Monitoring, Artificial Intelligence, Machine Learning, Neural Networks, Distribution Network, Efficiency integration.

Paper Citation

in Harvard Style

P. U., S. K., K. S., K. V., M. H. and R. R. (2025). Construction of Distribution Network Fault Detection Model Based on Artificial Intelligence Algorithm. In Proceedings of the 1st International Conference on Research and Development in Information, Communication, and Computing Technologies - ICRDICCT`25; ISBN 978-989-758-777-1, SciTePress, pages 253-260. DOI: 10.5220/0013896300004919

in Bibtex Style

@conference{icrdicct`2525,
author={Uvarajan P. and Krishnakumar S. and Sridhar K. and Vignesh K. and Hari M. and Ragul R.},
title={Construction of Distribution Network Fault Detection Model Based on Artificial Intelligence Algorithm},
booktitle={Proceedings of the 1st International Conference on Research and Development in Information, Communication, and Computing Technologies - ICRDICCT`25},
year={2025},
pages={253-260},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0013896300004919},
isbn={978-989-758-777-1},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 1st International Conference on Research and Development in Information, Communication, and Computing Technologies - ICRDICCT`25
TI - Construction of Distribution Network Fault Detection Model Based on Artificial Intelligence Algorithm
SN - 978-989-758-777-1
AU - P. U.
AU - S. K.
AU - K. S.
AU - K. V.
AU - M. H.
AU - R. R.
PY - 2025
SP - 253
EP - 260
DO - 10.5220/0013896300004919
PB - SciTePress