Full-text downloads (blue) and page views (gray)

LLM-based Transformation of Electrical Distribution Grids

  • The advancing climate change and the resulting need to restructure the energy supply industry mark the beginning of an era of significant upheavals, profoundly impacting energy distribution. The ongoing integration of renewable energy sources introduces new strains on power grids, as they are now confronted with bidirectional energy flows as well as significant fluctuations in energy generation and demand. These developments pose unprecedented challenges to the physical integrity and operational efficiency of distribution networks. Therefore, electrical distribution grid operators (DGOs) must balance these new challenges while ensuring supply security and sustainability, as well as considering economic efficiency. To meet these new challenges, the development of innovative maintenance strategies is essential. In this context, the digitalisation of power grids emerges as a key technology, offering solutions through the introduction of holistic assistance and prognosis systems (APS). This paper focuses on the collection and analysis of requirements leading to the development of an assistance system for maintenance workers in distribution networks based on Large Language Models (LLM). The LLM aims to support workforce management by providing maintenance workers with targeted information and real-time recommendations. The methodology involves conducting expert interviews to gather essential requirements, followed by a thorough analysis of the collected data. Based on this, the foundation for developing the LLM-based assistance system is established. The results demonstrate how LLMs can enhance the efficiency and effectiveness of maintenance management by optimising workflows and supporting personnel in decision-making processes.

Export metadata

Additional Services

Search Google Scholar

Statistics

Access statistics
Metadaten
Author:Cansu KahveciORCiD, Kajan KandiahORCiD, Max-Ferdinand Stroh, Wolfgang BoosORCiDGND
DOI:https://doi.org/10.15488/1888􀀖
ISSN:2701-6277
Parent Title (German):Proceedings of the 7th Conference on Production Systems and Logistics CPSL 2025
Subtitle (English):Gathering Requirements for Optimised Workforce Management in the Era of Renewable Energy Integration
Publisher:publish.Ing
Place of publication:Hannover
Editor:David Herberger, Marco Hübner
Document Type:Conference Proceeding
Language:English
Date of Publication (online):2025/04/25
Date of first Publication:2025/04/25
Release Date:2025/04/25
Tag:02
Electrical distribution grids; LLM; Large language models; Maintenance management; Requirements analysis; Workforce management
First Page:385
Last Page:395
Name of the conference:7th Conference on Production Systems and Logistics CPSL 2025
place of the conference:University of San Ignacio de Loyola, Lima, Peru
Date of the conference:18.03.2025-21.03.2025
Institute / Department:FIR e. V. an der RWTH Aachen
Informationsmanagement
Dewey Decimal Classification:6 Technik, Medizin, angewandte Wissenschaften / 62 Ingenieurwissenschaften
0 Informatik, Informationswissenschaft, allgemeine Werke / 00 Informatik, Wissen, Systeme / 000 Informatik, Informationswissenschaft, allgemeine Werke