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Future Blog Post

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Blog Post number 4

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publications

Optimal Operation of Hydrogen-based Multi-Energy System via a Self-Predictive Deep Reinforcement Learning Approach

Zhenyu Pu , Yu Yang , Lun Yang , Qing-Shan Jia , Xiaohong Guan , Costas J. Spanos

ArXiv, 2026

Content:

  • This paper focuses on the self-predictive RL to improve the operation performance of Hydrogen-based MES.

[paper]

End-to-End Learning-based Operation of Integrated Energy Systems for Buildings and Data Centers

Zhenyu Pu , Yu Yang , Boning Zhao , Liang Yu , IEEE , Xiaohong Guan

YAC, 2026

Content:

  • We propose a end-to-end predict-to-optimize framework to achieve the coordinated operation of IES and DCs.

[paper]