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  4. AI Agents in Power System Operation: Application Results and Future Potentials
 
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2025
Conference Paper
Title

AI Agents in Power System Operation: Application Results and Future Potentials

Abstract
The increasing complexity of distribution grid management demands innovative solutions for system operators. This paper presents a novel approach for a distribution grid operator assistants using Large Language Models. We implement an LLM agent that autonomously analyzes grid states, identifies problems, and implements corrective measures to maintain grid stability. The agent leverages the ReAct (Reasoning and Acting) framework to combine reasoning capabilities with power system analysis tools to support distribution grid management. First experiments using simulation models demonstrates the agent's ability to consistently resolve line loading issues through grid topology reconfigurations or transformer tap adjustments. The results show that the agent successfully addresses thermal constraints, voltage rise, and reactive power challenges across multiple operational scenarios with high consistency in decision-making. The approach offers a promising solution to the increasing complexity of distribution grid management in the context of renewable energy integration and sector electrification while maintaining transparency in the decision-making process.
Author(s)
Schäfer, Kevin
Fraunhofer-Institut für Optronik, Systemtechnik und Bildauswertung IOSB  
Kummerow, Andre  
Fraunhofer-Institut für Optronik, Systemtechnik und Bildauswertung IOSB  
Paul, Sandipan
Fraunhofer-Institut für Optronik, Systemtechnik und Bildauswertung IOSB  
Bilal, Muhammad
Fraunhofer-Institut für Optronik, Systemtechnik und Bildauswertung IOSB  
Rösch, Dennis  
Fraunhofer-Institut für Optronik, Systemtechnik und Bildauswertung IOSB  
Mainwork
IEEE PES Innovative Smart Grid Technologies Conference Europe, ISGT Europe 2025  
Conference
Innovative Smart Grid Technologies Conference Europe 2025  
DOI
10.1109/ISGTEurope64741.2025.11305547
Language
English
Fraunhofer-Institut für Optronik, Systemtechnik und Bildauswertung IOSB  
Keyword(s)
  • Large language models

  • Decision making

  • Europe

  • Power system stability

  • Transformers

  • Cognition

  • Stability analysis

  • Complexity theory

  • Topology

  • Thermal stability

  • Large Language Model

  • LLM Agents

  • Power System

  • Operation

  • Distribution Systems

  • Operator Guidance

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