Abstract
AbstractWe introduce a data set obtained via a contactless antenna method for detecting partial discharges in XLPE-covered conductors used in medium-voltage overhead power transmission lines. The data set consists of almost three years’ worth of data, collected every hour from 9 measuring stations in Czechia and Slovakia. Each sample in the data set represents a single signal gathered for 20 ms. The contactless method is deployed on the same stations as the galvanic contact method, which is used by power distributors and can provide ground truth. Also manually curated data by human expert are present. Successful detection of partial discharges can prevent electricity shutdowns and forest fires resulting from insulation failure due to vegetation contact. The data set is particularly relevant for covered conductors used in mountainous regions where establishing a safe zone is challenging. The contactless method offers advantages such as cheaper and easier installation. The data set has the potential to develop machine learning models to detect partial discharges and facilitate safer and cheaper use of covered conductors.
Funder
Technologická Agentura České Republiky
Publisher
Springer Science and Business Media LLC
Subject
Library and Information Sciences,Statistics, Probability and Uncertainty,Computer Science Applications,Education,Information Systems,Statistics and Probability
Reference15 articles.
1. Pakonen, P. Detection of Incipient Tree Faults on High Voltage Covered Conductor Lines (Tampere University of Technology, 2007).
2. Kabot, O., Fulneček, J., Mišák, S., Prokop, L. & Vaculík, J. Partial discharges pattern analysis of various covered conductors. In 2020 21st International Scientific Conference on Electric Power Engineering (EPE), 1–5, https://doi.org/10.1109/EPE51172.2020.9269171 (2020).
3. Leskinen, T. & Lovrencic, V. Finnish and slovene experience of covered conductor overhead lines. In CIGRE proceedings, 54–60 (2004).
4. Misak, S., Fulnecek, J., Jezowicz, T., Vantuch, T. & Burianek, T. Usage of antenna for detection of tree falls on overhead lines with covered conductors. Adv. Electr. Electron. Eng. 15, https://doi.org/10.15598/aeee.v15i1.1894 (2017).
5. Klein, L. et al. A dataset of signals from an antenna for detection of partial discharges in overhead xlpe insulated power line, Figshare, https://doi.org/10.6084/m9.figshare.c.6628553.v1 (2023).
Cited by
4 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献