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Towards Dynamic Pricing-Based Collaborative Optimizations for Green Data Centers

机译:对绿色数据中心的动态定价的协作优化

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Increased demand for cloud computing services has ushered power management schemes into the frontlines of data center research. Meanwhile, market penetration of intermittent renewable energy sources (e.g., wind and solar) is on the rise. While clean and abundant, their intermittency is troubling for utility companies, requiring power balancing reserves to be deployed at anytime to precisely match consumer demand with energy availability. However, a transformative redesign of our power grid is looming, calling for the use of dynamic energy pricing to resolve this issue by possibly shaping demand. Data centers, being significant consumers with the ability to adjust power utilization in real-time (e.g., by migrating its jobs to and from other locations), are ideal candidates to participate in dynamic pricing markets. We propose a collaborative cost optimization framework by coupling utilities with data centers via dynamic pricing. We develop models describing the information exchange framework for utilities and data centers and employ a distributed constraint optimization solver, Cologne, to negotiate a mutually optimal price. An evaluation of our system has been performed using real intermittent-energy-generation trace data. Modeling the dynamic price over this trace, we show that our technique could reduce a participating data center's costs by 75%. On the side of utilities, we further show that consumer power demand can be shaped to reveal a 17% improvement on average.
机译:增加对云计算服务的需求使电力管理计划进入数据中心研究的前线。同时,间歇性可再生能源(例如,风和太阳能)的市场渗透正在上升。虽然清洁丰富,但他们的间歇性是令实用公司的困扰,需要随时部署电力平衡储备,以便将消费者需求与能量可用性齐全。然而,我们的电网的变革重新设计是迫在眉睫的,呼吁使用动态能量定价来解决这个问题,可能通过可能塑造需求来解决这个问题。数据中心是具有实时调整电力利用的重要消费者(例如,通过将其作业迁移到其他位置),是参与动态定价市场的理想候选者。我们通过通过动态定价耦合具有数据中心的公用事业来提出协作成本优化框架。我们开发描述用于公用事业和数据中心的信息交换框架的模型,并采用分布式约束优化求解器,科隆,以协商相互最佳的价格。使用真实间歇 - 能量生成跟踪数据进行了对我们的系统的评估。在这迹线上建模动态价格,我们表明我们的技术可以将参与数据中心的成本降低75%。在公用事业方面,我们进一步表明,消费者的电力需求可以塑造,以平均揭示17%的改善。

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