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Jin-Hui Liu

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Conference Aug 2026

Multi-Timescale Workload-Thermal Coordinated Control for AI Data Centers via Offline Multi-Agent Reinforcement Learning

In AI data centers, IT equipment and cooling systems are the dominant energy consumers, jointly accounting for approximately 90% of the total energy footprint. While workload-thermal coordinated control offers energy-saving potential, effectively integrating these subsystems is challenged by the timescale discrepancy b...

Jun-Yuan Jia, Zhan-Bo Xu, Jin-Hui Liu et al. · 0 citations
Conference Aug 2026

Long-Term Optimal Planning for a Hydrogen-Based Industrial Energy System Considering the Randomness of Renewable Energy*

The industrial sector is a major source of carbon emissions, and zero-carbon industrial parks with a high proportion of renewable energy integration have become an important pathway for industrial carbon reduction. However, wind and photovoltaic power exhibit significant long-term randomness, making it difficult for pl...

Jin-Shu Yang, Jiang Wu, Zhan-Bo Xu et al. · 0 citations

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