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HPC Data Center Participation in Demand Response: an Adaptive Policy with QoS Assurance
Yijia Zhang1, Daniel C Wilson1, Ioannis Ch Paschalidis1
1Department of Electrical and Computer Engineering, Boston University, Boston, MA, 02215.
Summary
High-performance computing (HPC) data centers can now join electricity grid regulation services. Our new policy ensures job quality of service (QoS) while reducing costs by up to 56%.
Area of Science:
- Computer Science
- Electrical Engineering
- Operations Research
Background:
- Demand response programs incentivize grid stability by adjusting consumer power usage.
- Regulation service requires rapid power adjustments, aligning with HPC data center flexibility.
- Existing research on data centers in regulation services overlooks Quality-of-Service (QoS).
Purpose of the Study:
- To develop a data center policy for participating in regulation services while guaranteeing job QoS.
- To address the gap in prior work concerning QoS provisioning in data center demand response.
Main Methods:
- Proposed an Adaptive policy integrating job scheduling and server power capping for power regulation.
- Utilized queueing theory to ensure job QoS within the scheduling strategy.
- Conducted experiments on a real HPC cluster to validate the policy.
Main Results:
- The Adaptive policy reduced electricity costs by 25-56% compared to baseline policies.
- Guaranteed job QoS was maintained throughout the regulation service participation.
- Baseline policies failed to meet QoS constraints in a significant portion (9 out of 14) of tested workloads.
Conclusions:
- The proposed Adaptive policy effectively enables HPC data centers to participate in regulation services.
- The policy successfully balances grid stabilization objectives with essential job QoS requirements.
- This approach offers a practical solution for cost reduction and reliable operation in data centers engaged in demand response.
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