GreenCassandra: Using renewable energy in distributed structured storage systems.

IGSC(2015)

引用 9|浏览35
暂无评分
摘要
We investigate how to manage an interactive service, where response time is a critical performance metric, to maximize the benefits of green energy produced from variable sources such as solar and wind. Specifically, we design, prototype, and evaluate a distributed structured storage system, GreenCassandra, which is representative of a class of important subsystems underlying many interactive cloud services. Our proposed approach predicts the production of solar energy, and then controls the number of active nodes to manage energy consumption while respecting a response time SLA. When green energy is available, GreenCassandra may activate extra servers to build up slack with respect to the SLA. When using brown energy, GreenCassandra deactivates servers to reduce energy consumption, leveraging any built-up performance slack, while observing constraints imposed by the SLA. Evaluations show that GreenCassandra can use a heuristic green-energy-aware policy to decrease brown energy consumption and cost by up to 28% and 29%, respectively, compared to a baseline energy-aware policy. Further, these savings are very close to those achievable by an optimization-based policy that has perfect knowledge of future workload and green energy production.
更多
查看译文
关键词
GreenCassandra,renewable energy,distributed structured storage system,interactive cloud service,energy consumption management,service level agreement,SLA,green-energy-aware policy,optimization-based policy,green energy production,data center
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要