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Stochastic Analysis of Power-Aware Scheduling

Wierman, Adam and Andrew, Lachlan L. H. and Tang, Ao (2009) Stochastic Analysis of Power-Aware Scheduling. In: 46th Annual Allerton Conference on Communication, Control, and Computing, 2008. IEEE , pp. 1278-1283. ISBN 978-1-4244-2925-7 http://resolver.caltech.edu/CaltechAUTHORS:20100726-104119459

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Abstract

Energy consumption in a computer system can be reduced by dynamic speed scaling, which adapts the processing speed to the current load. This paper studies the optimal way to adjust speed to balance mean response time and mean energy consumption, when jobs arrive as a Poisson process and processor sharing scheduling is used. Both bounds and asymptotics for the optimal speeds are provided. Interestingly, a simple scheme that halts when the system is idle and uses a static rate while the system is busy provides nearly the same performance as the optimal dynamic speed scaling. However, dynamic speed scaling which allocates a higher speed when more jobs are present significantly improves robustness to bursty traffic and mis-estimation of workload parameters.


Item Type:Book Section
Additional Information:© 2008 IEEE. Issue Date: 23-26 Sept. 2008; Date of Current Version: 04 March 2009. This work was supported by grants from NSF CCF 0830511 and CNS 0435520, Microsoft Research and the Lee Center for Advanced Networking.
Funders:
Funding AgencyGrant Number
NSFCCF 0830511
NSFCNS 0435520
Microsoft ResearchUNSPECIFIED
Lee Center for Advanced Networking, CaltechUNSPECIFIED
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INSPEC Accession Number10501207
Record Number:CaltechAUTHORS:20100726-104119459
Persistent URL:http://resolver.caltech.edu/CaltechAUTHORS:20100726-104119459
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Official Citation:Wierman, A.; Andrew, L.L.H.; Ao Tang; , "Stochastic analysis of power-aware scheduling," Communication, Control, and Computing, 2008 46th Annual Allerton Conference on , vol., no., pp.1278-1283, 23-26 Sept. 2008 doi: 10.1109/ALLERTON.2008.4797707 URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=4797707&isnumber=4797526
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:19182
Collection:CaltechAUTHORS
Deposited By: Jason Perez
Deposited On:27 Jul 2010 23:36
Last Modified:26 Dec 2012 12:16

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