Exploring Data Collection and Fusion of Medium Voltage Cable Failures - A Danish Case Study

Konrad Sundsgaard, Jens Zoega Hansen, Guangya Yang, Massimo Cafaro, Peter Kjær Hansen

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

Abstract

The modernisation of medium voltage cable systems must be prioritised effectively. Fortunately, there exist methods which can rank cables by health and thus schedule investments properly. Thereby, many approaches benefit greatly from historical failure data. However, if available, failure records rarely include all required features, such as cable age or location. Consequently, strategies for collecting these characteristics are needed for modelling success. This study uses the Danish database for distribution grid failures as a case study to elaborate on effective approaches to obtain more complete raw failure records. After highlighting missing information in the available data, several data collection and fusion strategies are applied, including joins with further asset registers from distribution system operators.
Original languageEnglish
Title of host publicationProceedings of 2023 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE)
Number of pages5
PublisherIEEE
Publication date2024
ISBN (Print)979-8-3503-9678-2
DOIs
Publication statusPublished - 2024
Event2023 IEEE PES ISTG Europe - Grenoble, France
Duration: 23 Oct 202326 Oct 2023

Conference

Conference2023 IEEE PES ISTG Europe
Country/TerritoryFrance
CityGrenoble
Period23/10/202326/10/2023

Keywords

  • Failure data
  • Medium voltage cables
  • Reliability
  • Asset management
  • Machine learning
  • Data enrichment

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