3 papers
eess.SY2026
Grid-Interactive Thermal Management of AI Data Centers via Contextual Distributionally Robust Optimization
Jiachen Shen, Jian Shi, Yijie Yang +4
Thermal management in AI data centers is increasingly challenged by bursty workloads and uncertain heat generation. To prevent thermal violations, existing cooling strategies eithe…
cs.LG2026
Will the Carbon Border Adjustment Mechanism Impact European Electricity Prices? A GNN-Based Network Analysis
Jiachen Shen, Jian Shi, Dan Wang +1
The European Union's Carbon Border Adjustment Mechanism (CBAM) creates a complex challenge for the interconnected European electricity market. Traditional static analyses often mis…
eess.SY2025
A Conformal Prediction-Based Chance-Constrained Programming Approach for 24/7 Carbon-Free Data Center Operation Scheduling
Yijie Yang, Jian Shi, Dan Wang +2
The rapid growth of AI applications is dramatically increasing data center energy demand, exacerbating carbon emissions, and necessitating a shift towards 24/7 carbon-free energy (…