1 citations · 1 across the 5 of their papers we have counts for
5 papers
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…
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…
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 (…
Embodied Carbon Accounting through Spatial-Temporal Embodied Carbon Models
Xiaoyang Zhang, Yijie Yang, Dan Wang
Embodied carbon is the total carbon released from the processes associated with a product from cradle to gate. In many industry sectors, embodied carbon dominates the overall carbo…
Identifying Operation Equilibrium in Integrated Electricity, Natural Gas, and Carbon-Emission Markets
Yijie Yang, Jian Shi, Dan Wang +2
The decarbonization of the power sector plays a pivotal role in economy-wide decarbonization to set the world on track to limit warming to 1.5°C by 2050. Carbon emission markets ca…