LAPSE:2026.0610
Conference Presentation

LAPSE:2026.0610
Control-Guided Reinforcement Learning for Cooperative Energy Management
July 7, 2026
Abstract
Poster illustrating the work presented at ESCAPE-36 conference. Starting from introducing what energy microgrids are and why their efficient management is relevant nowadays, this poster guides through the application of Reinforcement Learning to the optimal control of distributed energy resources in microgrids, highlighting how incorporating classical control priors into the learning process improves performance during both training and inference.
Poster illustrating the work presented at ESCAPE-36 conference. Starting from introducing what energy microgrids are and why their efficient management is relevant nowadays, this poster guides through the application of Reinforcement Learning to the optimal control of distributed energy resources in microgrids, highlighting how incorporating classical control priors into the learning process improves performance during both training and inference.
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Keywords
Behavioral Cloning, Derivative-Free Optimization, Energy Management, Machine Learning, Reinforcement Learning
Subject
Suggested Citation
Fons I. Control-Guided Reinforcement Learning for Cooperative Energy Management. (2026). LAPSE:2026.0610
Conference Title
ESCAPE-36 - European Symposium on Computer Aided Process Engineering
Conference Place
Sheffield, United Kingdom
Year
2026
Publication Date
2026-06-22
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LAPSE:2026.0399
Control-Guided Reinforcement Learni...
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Jul 7, 2026
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Isabela
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