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…
math.OC2026
Contextual Robust Optimization for AI Data Center Scheduling with Statistical Guarantees
Yijie Yang, Xi Weng, Yue Chen
The rapid growth of AI workloads is substantially increasing data center electricity demand and carbon emissions, motivating the development of carbon-aware scheduling methods. How…
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 (…