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A Data Set of Signals from an Antenna for Detection of Partial Discharges in Overhead Insulated Power Line

We 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 Czechi...

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Autores principales: Klein, Lukáš, Fulneček, Jan, Seidl, David, Prokop, Lukáš, Mišák, Stanislav, Dvorský, Jiří, Piecha, Marian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10442383/
https://www.ncbi.nlm.nih.gov/pubmed/37604884
http://dx.doi.org/10.1038/s41597-023-02451-1
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author Klein, Lukáš
Fulneček, Jan
Seidl, David
Prokop, Lukáš
Mišák, Stanislav
Dvorský, Jiří
Piecha, Marian
author_facet Klein, Lukáš
Fulneček, Jan
Seidl, David
Prokop, Lukáš
Mišák, Stanislav
Dvorský, Jiří
Piecha, Marian
author_sort Klein, Lukáš
collection PubMed
description We 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.
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spelling pubmed-104423832023-08-23 A Data Set of Signals from an Antenna for Detection of Partial Discharges in Overhead Insulated Power Line Klein, Lukáš Fulneček, Jan Seidl, David Prokop, Lukáš Mišák, Stanislav Dvorský, Jiří Piecha, Marian Sci Data Data Descriptor We 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. Nature Publishing Group UK 2023-08-21 /pmc/articles/PMC10442383/ /pubmed/37604884 http://dx.doi.org/10.1038/s41597-023-02451-1 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Data Descriptor
Klein, Lukáš
Fulneček, Jan
Seidl, David
Prokop, Lukáš
Mišák, Stanislav
Dvorský, Jiří
Piecha, Marian
A Data Set of Signals from an Antenna for Detection of Partial Discharges in Overhead Insulated Power Line
title A Data Set of Signals from an Antenna for Detection of Partial Discharges in Overhead Insulated Power Line
title_full A Data Set of Signals from an Antenna for Detection of Partial Discharges in Overhead Insulated Power Line
title_fullStr A Data Set of Signals from an Antenna for Detection of Partial Discharges in Overhead Insulated Power Line
title_full_unstemmed A Data Set of Signals from an Antenna for Detection of Partial Discharges in Overhead Insulated Power Line
title_short A Data Set of Signals from an Antenna for Detection of Partial Discharges in Overhead Insulated Power Line
title_sort data set of signals from an antenna for detection of partial discharges in overhead insulated power line
topic Data Descriptor
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10442383/
https://www.ncbi.nlm.nih.gov/pubmed/37604884
http://dx.doi.org/10.1038/s41597-023-02451-1
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