Model-predictive control and reinforcement learning in multi-energy
system case studies

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Model-predictive control and reinforcement learning in multi-energy system case studies

20 April 2021

Román Cantú Rodríguez

Geert Deconinck

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Papers citing "Model-predictive control and reinforcement learning in multi-energy system case studies"

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Title
Synthesis of Model Predictive Control and Reinforcement Learning: Survey and Classification Rudolf Reiter Jasper Hoffmann D. Reinhardt Florian Messerer Katrin Baumgärtner Shamburaj Sawant Joschka Boedecker Moritz Diehl S. Gros 128 5 0 04 Feb 2025
Generalized Policy Learning for Smart Grids: FL TRPO Approach Yunxiang Li Nicolas Mauricio Cuadrado Samuel Horváth Martin Takáč 51 0 0 27 Mar 2024
An adaptive safety layer with hard constraints for safe reinforcement learning in multi-energy management systems Glenn Ceusters M. A. Putratama R. Franke Ann Nowé M. Messagie 51 4 0 18 Apr 2023
TreeC: a method to generate interpretable energy management systems using a metaheuristic algorithm Julian Ruddick L. R. Camargo M. A. Putratama M. Messagie Thierry Coosemans 28 2 0 17 Apr 2023
Wasserstein Auto-encoded MDPs: Formal Verification of Efficiently Distilled RL Policies with Many-sided Guarantees Florent Delgrange Ann Nowé Guillermo A. Pérez OffRL 60 4 0 22 Mar 2023
Safe reinforcement learning for multi-energy management systems with known constraint functions Glenn Ceusters L. R. Camargo R. Franke Ann Nowé M. Messagie 60 16 0 08 Jul 2022
Physics Informed Neural Networks for Control Oriented Thermal Modeling of Buildings Gargya Gokhale Bert Claessens Chris Develder PINN AI4CE 66 103 0 23 Nov 2021
Reinforcement Learning for Selective Key Applications in Power Systems: Recent Advances and Future Challenges Xin Chen Guannan Qu Yujie Tang S. Low Na Li 83 238 0 27 Jan 2021