Abstract
In practice, some workloads are delay-tolerant, which can be adopted to reduce energy cost of Internet data centers by utilizing the temporal diversity of electricity prices, i.e., executing the workloads when prices are low and delay the workloads when prices are high. To avoid the penalty for violating the service level agreements, heterogeneous service delay guarantees must be provided by Internet data center operators. Moreover, to fully utilize the temporal diversity of electricity prices, energy storage devices are incorporated. Thus, in this chapter, we focus on designing a joint workload and energy storage scheduling with heterogeneous service delay guarantees for data center energy cost minimization and propose an effective algorithm to save energy cost.
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Notes
- 1.
In this study, we neglect the job’s service demands in terms of memory, storage, network for simplicity. Note that they can also be considered if we extend the service demand from a scalar to a vector in which each element corresponds to one type of demand.
- 2.
http://www.nyiso.com/, Sept. 2013.
References
Qureshi A, Weber R, Balakrishnan H, Guttag J, Maggs B (2009) Cutting the electric bill for internet-scale systems. In: Proceedings of ACM special interest group on data communication (SIGCOMM)
Rao L, Liu X, Xie L, Liu W (2010) Minimizing electricity cost: optimization of distributed internet data centers in a multi-electricity market environment. In: Proceedings of IEEE international conference on computer communications (INFOCOM)
Luo J, Rao L, Liu X (2013) Temporal load balancing with service delay guarantees for data center energy cost optimization. IEEE Trans Parallel Distrib Syst 25(3):775–784
Urgaonkar R, Urgaonkar B, Neely MJ, Sivasubramaniam A (2011) Optimal power cost management using stored energy in data centers. In: Proceedings of ACM special interest group on measurement and evaluation (SIGMETRICS)
Guo Y, Fang Y (2013) Electricity cost saving strategy in data centers by using energy storage. IEEE Trans Parallel Distrib Syst 24(6):1149–1160
Yao Y, Huang L, Sharma A, Golubchik L, Neely M (2014) Power cost reduction in distributed data centers: a two time scale approach for delay tolerant workloads. IEEE Trans Parallel Distrib Syst 25(1):200–211
Gandhi A, Chen Y, Gmach D, Arlitt M, Marwah M (2011) Minimizing data center SLA violations and power consumption via hybrid resource provisioning. HPL-2011-81
Garg SK, Gopalaiyengar SK, Buyya R (2011) SLA-based resource provisioning for heterogeneous workloads in a virtualized cloud datacenter. In: Proceedings of international conference on algorithms and architectures for parallel processing (ICA3PP)
Liu Z, Chen Y, Bash C et al (2012) Renewable and cooling aware workload management for sustainable data centers. In: Proceedings of ACM special interest group on measurement and evaluation (SIGMETRICS)
Ghamkhari M, Mohsenian-Rad H (2013) Profit maximization and power management of green data centers supporting multiple SLAs. In: Proceedings of IEEE international conference on global communications (GLOBECOM)
Guo Y, Gong Y, Fang Y, Khargonekar P, Geng X (2014) Energy and network aware workload management for sustainable data center with thermal storage. IEEE Trans Parallel Distrib Syst 25(8):2030–2042
Deng W, Liu F, Jin H, Wu C (2013) SmartDPSS: cost-minimizing multi-source power supply for datacenters with arbitrary demand. In: Proceedings of international conference on distributed computing systems (ICDCS)
Yu L, Jiang T, Cao Y (2014) Energy cost minimization for distributed internet data centers in smart microgrids considering power outages. IEEE Trans Parallel Distrib Syst 25(5):1306–1316. doi:10.1109/TPDS.2014.2308223
Yu L, Jiang T, Cao Y, Qi Q (2014) Carbon-aware energy cost minimization for distributed internet data centers in smart microgrids. IEEE Internet Things J 1(3):255–264
Yu L, Jiang T, Cao Y, Zhang Q (2014) Risk-constrained operation for distributed internet data centers in deregulated electricity markets. IEEE Trans Parallel Distrib Syst 25(5):1306–1316
Yu L, Jiang T, Cao Y, Wu J (2013) Risk-constrained operation for internet data centers under smart grid environment. In: Proceedings of IEEE wireless communications and signal processing (WCSP)
Neely MJ (2010) Stochastic network optimization with application to communication and queueing systems. Morgan & Claypool, San Rafael
Huang Y, Mao S, Nelms RM (2014) Adaptive electricity scheduling in microgrids. IEEE Trans Smart Grid 5(1):270–281
Chen S, Shroff NB, Sinha P (2013) Heterogeneous delay tolerant task scheduling and energy management in the smart grid with renewable energy. IEEE J Sel Areas Commun 31(7):1258–1267
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Jiang, T., Yu, L., Cao, Y. (2015). Joint Workload and Battery Scheduling for Data Center Energy Cost Minimization. In: Energy Management of Internet Data Centers in Smart Grid. Green Energy and Technology. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-662-45676-7_4
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DOI: https://doi.org/10.1007/978-3-662-45676-7_4
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