The potential of combined robust model predictive control and deep learning in enhancing control performance and adaptability in energy systems

Abstract This study investigates the integration of Robust Model Predictive Control (RMPC) and Deep Learning to enhance the performance and adaptability of energy systems, focusing on Combined Heat and Power (CHP), Power-to-Hydrogen, and Power-to-Gas Methane applications. The proposed framework comb...

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Bibliographic Details
Main Authors: Xiaowen Lv, Ali Basem, Mohammadtaher Hasani, Ping Sun, Jingyu Zhang
Format: Article
Language:English
Published: Nature Portfolio 2025-04-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-95636-0
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