Towards explainable and trustworthy autonomous models for power systems: a retrospective case study analysis

Maria Cassidy, Blair Brown, Stephen D.J. McArthur, Sakuntala Devi Vidhyasankar, Damon Kirk, Bruce Stephen

Research output: Chapter in Book/Report/Conference proceedingConference contribution book

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Abstract

Currently, power systems are undergoing a digitalization shift to manage an increasingly heterogeneous and volatile network, incurred by the energy transition, which directly impacts control centres. However, trust in automated infrastructure management through an understanding of the model behaviour is decisive in making operational and scalable decisions. Therefore, there is a need for transformative changes aided by trustworthy, explainable automation, particularly through human-centred design, to empower control room operators. This paper assesses the expected shift towards trustworthy industries based on recent policies and standards development, supported by research. Through a switchgear asset management case study, it evaluates the trustworthy challenges and expected processes to provide recommendations.
Original languageEnglish
Title of host publication2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE)
EditorsNinoslav Holjevac, Tomislav Baskarad, Matija Zidar, Igor Kuzle
Place of PublicationPiscataway, NJ
PublisherIEEE
Pages1-5
Number of pages5
ISBN (Electronic)9798350390421
ISBN (Print)9798350390438
DOIs
Publication statusPublished - 11 Feb 2025
EventIEEE PES Innovative Smart Grid Technologies Europe - Dubrovnik, Croatia
Duration: 14 Oct 202417 Oct 2024
https://ieee-isgt-europe.org/

Conference

ConferenceIEEE PES Innovative Smart Grid Technologies Europe
Country/TerritoryCroatia
CityDubrovnik
Period14/10/2417/10/24
Internet address

Funding

This work is supported by the Engineering & Physical Sciences Research Council (EPSRC) and the Technology and Innovation Centre's Scottish Low Carbon Power and Energy Partnership (TIC LCPE) in collaboration with the Data and Analytics team within ScottishPower UKIT Architecture group, code EP/W524670/1

Keywords

  • trustworthiness
  • explainability
  • transparency
  • human-centred
  • power
  • machine learning
  • standards

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