2009 · 826 citations · 12 references
Electricity PricesEngineeringPower MarketEnergy ExpenseGreen Data CenterSystems EngineeringElectricity SupplyEnergy NetworkData CentersPower ConsumptionElectricity MarketSmart GridEnergy ManagementEdge ComputingCloud ComputingElectric BillEnergy ExpensesDemand ResponseEnergy Economics
Energy expenses are becoming an increasingly important fraction of data center operating costs. At the same time, the energy expense per unit of computation can vary significantly between two different locations. In this paper, we characterize the variation due to fluctuating electricity prices and argue that existing distributed systems should be able to exploit this variation for significant economic gains. Electricity prices exhibit both temporal and geographic variation, due to regional demand differences, transmission inefficiencies, and generation diversity. Starting with historical electricity prices, for twenty nine locations in the US, and network traffic data collected on Akamai's CDN, we use simulation to quantify the possible economic gains for a realistic workload. Our results imply that existing systems may be able to save millions of dollars a year in electricity costs, by being cognizant of locational computation cost differences.
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The Case for Energy-Proportional Computing
Luiz André Barroso, Urs Hölzle · Computer · 2007 · 2.5K citations
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