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

Cassidy, Maria and Brown, Blair and McArthur, Stephen D.J. and Vidhyasankar, Sakuntala Devi and Kirk, Damon and Stephen, Bruce; (2024) Towards explainable and trustworthy autonomous models for power systems : a retrospective case study analysis. In: 2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE). IEEE, HRV. (In Press)

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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.

ORCID iDs

Cassidy, Maria, Brown, Blair, McArthur, Stephen D.J. ORCID logoORCID: https://orcid.org/0000-0003-1312-8874, Vidhyasankar, Sakuntala Devi, Kirk, Damon and Stephen, Bruce ORCID logoORCID: https://orcid.org/0000-0001-7502-8129;
CORE (COnnecting REpositories)