2016 · 42 citations · 24 references
ManagementEconomicsOperations ManagementAuction TheoryDistributed SystemsEnergy EconomicsDemand ResponseDemand-side ManagementResource ProvisioningResource SchedulingWorkload SchedulingCompetitive RatioDemand Response OptimizationDemand-side Management IncentivesGeo-distributed SystemsIncentive-based Demand ResponseOnline Auction Design
Deferring batch workload in data centers is promising for demand response to enhance the efficiency and reliability of a power grid. Yet operators of multi-tenant colocation data centers still resort to eco-unfriendly diesel generators for demand response, because tenants lack incentives to defer their workloads. This work proposes an online auction mechanism for emergency demand response (EDR) in geo-distributed colocation data centers, which incentivizes tenants to delay and shuffle their workload across multiple data centers by providing monetary rewards. The mechanism, called BatchEDR, decides the tenants' workload deferment/reduction and diesel usage in each data center upon receiving an EDR signal, for cost minimization throughout the entire EDR event, considering that only a limited amount of batch workloads can be deferred throughout EDR as well as across multiple data centers. Without future information, BatchEDR achieves a good competitive ratio compared to an omniscient offline optimal algorithm, while ensuring truthfulness and individual rationality over the auction process. Trace-driven experiments show that BatchEDR outperforms the existing mechanisms and achieves good social cost.
24
COUNTERSPECULATION, AUCTIONS, AND COMPETITIVE SEALED TENDERS
William Vickrey · The Journal of Finance · 1961 · 7.3K citations
Heterogeneity and dynamicity of clouds at scale
Charles Reiss, Alexey Tumanov, Gregory R. Ganger et al. · 2012 · 1K citations
Cutting the electric bill for internet-scale systems
Asfandyar Qureshi, Rick Weber, Hari Balakrishnan et al. · 2009 · 834 citations · Full text
Dynamic Right-Sizing for Power-Proportional Data Centers
Minghong Lin, Adam Wierman, Andrew et al. · IEEE/ACM Transactions on Networking · 2012 · 442 citations · Full text
Safe and effective fine-grained TCP retransmissions for datacenter communication
Vijay Vasudevan, Amar Phanishayee, Hiral Shah et al. · 2009 · 433 citations · Full text