Abstract
Many cloud center operators are turning to leverage on-site renewable energy to reduce power cost for sustainable development consideration. But how to effectively coordinate the intermittent renewable energy with the workload remains to be a great challenge. This paper investigates the problem of power cost minimization under the constraints of different SLAs of delay-tolerant workload and non-delay workload for green data center in smart grid. To handle the randomness of workload, electricity price and renewable energy availability, we formulate a constrained stochastic problem with the consideration of the affection of zero price in smart grid. Then we propose a low-complexity Online workload Scheduling algorithm with Delay Guarantee (OSDG) which makes online scheduling decision based on the system current state and guarantees a bounded worst scheduling delay for delay-tolerant workload. The rigorous theoretical analysis demonstrates that our algorithm achieves a [0 (1/v), O (V)] cost-delay tradeoff. Extensive simulations based on real-world trace are done to evaluate the performance of our algorithm in reality. The results show that OSDG achieves about 4.9% improvement compared with the baseline algorithms.
| Original language | English |
|---|---|
| Title of host publication | NCA 2018 - 2018 IEEE 17th International Symposium on Network Computing and Applications |
| Publisher | Institute of Electrical and Electronics Engineers Inc. |
| ISBN (Electronic) | 9781538676592 |
| DOIs | |
| Publication status | Published - 26 Nov 2018 |
| Externally published | Yes |
| Event | 17th IEEE International Symposium on Network Computing and Applications, NCA 2018 - Cambridge, United States Duration: 1 Nov 2018 → 3 Nov 2018 |
Publication series
| Name | NCA 2018 - 2018 IEEE 17th International Symposium on Network Computing and Applications |
|---|
Conference
| Conference | 17th IEEE International Symposium on Network Computing and Applications, NCA 2018 |
|---|---|
| Country/Territory | United States |
| City | Cambridge |
| Period | 1/11/18 → 3/11/18 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 7 Affordable and Clean Energy
Keywords
- Lyapunov optimization
- delay-tolerant
- renewable energy
- smart grid
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