Cover Me: Mitigating Multi-Agent System Failure through Reinforcement Learning—A Technology Demonstration

Agent systems are common subjects of investigation in power systems research.Multi-agent systems are robust and can provide guarantees with regards to convergence and solution quality, but cannot show resilience against circumstances not considered at design time.Deep reinforcement learning cannot per se give guarantees, but can adapt to unforeseen situations.The technology demonstration showcases a hybrid of a multi-agent system and a reinforcement-based agent, where the latter safeguards the former against failure.

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Publication Details

Published
2025-06-16
DOI
https://doi.org/10.1145/3679240.3735501
Primary Topic
Smart Grid Security and Resilience
Type
article
Field-Weighted Citation Impact
0.00
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article

Cover Me: Mitigating Multi-Agent System Failure through Reinforcement Learning—A Technology Demonstration

Arlena Wellßow, Emilie Frost, Eric MSP Veith, Torben Logemann
Smart Grid Security and Resilience
article

Cover Me: Mitigating Multi-Agent System Failure through Reinforcement Learning—A Technology Demonstration

Arlena Wellßow, Emilie Frost, Eric MSP Veith, Torben Logemann
article en

Abstract

Agent systems are common subjects of investigation in power systems research.Multi-agent systems are robust and can provide guarantees with regards to convergence and solution quality, but cannot show resilience against circumstances not considered at design time.Deep reinforcement learning cannot per se give guarantees, but can adapt to unforeseen situations.The technology demonstration showcases a hybrid of a multi-agent system and a reinforcement-based agent, where the latter safeguards the former against failure.

Carl von Ossietzky Universität Oldenburg (DE)
Openalex Percentile: Top 85%
Smart Grid Security and Resilience
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