Power Cost Reduction in Distributed Data Centers: A Two-Time-Scale Approach for Delay Tolerant Workloads.
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| Title: | Power Cost Reduction in Distributed Data Centers: A Two-Time-Scale Approach for Delay Tolerant Workloads. |
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| Authors: | Yao, Yuan1, Huang, Longbo2, Sharma, Abhishek B.3, Golubchik, Leana1, Neely, Michael J.1 |
| Source: | IEEE Transactions on Parallel & Distributed Systems. Jan2014, Vol. 25 Issue 1, p200-211. 12p. |
| Subjects: | Stochastic analysis, Client/server computing management, Data libraries, Data centers, Electricity pricing, Delay lines, Equipment & supplies |
| Abstract: | This paper considers a stochastic optimization approach for job scheduling and server management in large-scale, geographically distributed data centers. Randomly arriving jobs are routed to a choice of servers. The number of active servers depends on server activation decisions that are updated at a slow time scale, and the service rates of the servers are controlled by power scaling decisions that are made at a faster time scale. We develop a two-time-scale decision strategy that offers provable power cost and delay guarantees. The performance and robustness of the approach is illustrated through simulations. [ABSTRACT FROM AUTHOR] |
| Copyright of IEEE Transactions on Parallel & Distributed Systems is the property of IEEE and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.) | |
| Database: | Engineering Source |
| FullText | Text: Availability: 0 |
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| Header | DbId: egs DbLabel: Engineering Source An: 92680628 AccessLevel: 6 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Power Cost Reduction in Distributed Data Centers: A Two-Time-Scale Approach for Delay Tolerant Workloads. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AR" term="%22Yao%2C+Yuan%22">Yao, Yuan</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AR" term="%22Huang%2C+Longbo%22">Huang, Longbo</searchLink><relatesTo>2</relatesTo><br /><searchLink fieldCode="AR" term="%22Sharma%2C+Abhishek+B%2E%22">Sharma, Abhishek B.</searchLink><relatesTo>3</relatesTo><br /><searchLink fieldCode="AR" term="%22Golubchik%2C+Leana%22">Golubchik, Leana</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AR" term="%22Neely%2C+Michael+J%2E%22">Neely, Michael J.</searchLink><relatesTo>1</relatesTo> – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22IEEE+Transactions+on+Parallel+%26+Distributed+Systems%22">IEEE Transactions on Parallel & Distributed Systems</searchLink>. Jan2014, Vol. 25 Issue 1, p200-211. 12p. – Name: Subject Label: Subjects Group: Su Data: <searchLink fieldCode="DE" term="%22Stochastic+analysis%22">Stochastic analysis</searchLink><br /><searchLink fieldCode="DE" term="%22Client%2Fserver+computing+management%22">Client/server computing management</searchLink><br /><searchLink fieldCode="DE" term="%22Data+libraries%22">Data libraries</searchLink><br /><searchLink fieldCode="DE" term="%22Data+centers%22">Data centers</searchLink><br /><searchLink fieldCode="DE" term="%22Electricity+pricing%22">Electricity pricing</searchLink><br /><searchLink fieldCode="DE" term="%22Delay+lines%22">Delay lines</searchLink><br /><searchLink fieldCode="DE" term="%22Equipment+%26+supplies%22">Equipment & supplies</searchLink> – Name: Abstract Label: Abstract Group: Ab Data: This paper considers a stochastic optimization approach for job scheduling and server management in large-scale, geographically distributed data centers. Randomly arriving jobs are routed to a choice of servers. The number of active servers depends on server activation decisions that are updated at a slow time scale, and the service rates of the servers are controlled by power scaling decisions that are made at a faster time scale. We develop a two-time-scale decision strategy that offers provable power cost and delay guarantees. The performance and robustness of the approach is illustrated through simulations. [ABSTRACT FROM AUTHOR] – Name: AbstractSuppliedCopyright Label: Group: Ab Data: <i>Copyright of IEEE Transactions on Parallel & Distributed Systems is the property of IEEE and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract.</i> (Copyright applies to all Abstracts.) |
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| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1109/TPDS.2012.341 Languages: – Code: eng Text: English PhysicalDescription: Pagination: PageCount: 12 StartPage: 200 Subjects: – SubjectFull: Stochastic analysis Type: general – SubjectFull: Client/server computing management Type: general – SubjectFull: Data libraries Type: general – SubjectFull: Data centers Type: general – SubjectFull: Electricity pricing Type: general – SubjectFull: Delay lines Type: general – SubjectFull: Equipment & supplies Type: general Titles: – TitleFull: Power Cost Reduction in Distributed Data Centers: A Two-Time-Scale Approach for Delay Tolerant Workloads. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Yao, Yuan – PersonEntity: Name: NameFull: Huang, Longbo – PersonEntity: Name: NameFull: Sharma, Abhishek B. – PersonEntity: Name: NameFull: Golubchik, Leana – PersonEntity: Name: NameFull: Neely, Michael J. IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 01 Text: Jan2014 Type: published Y: 2014 Identifiers: – Type: issn-print Value: 10459219 Numbering: – Type: volume Value: 25 – Type: issue Value: 1 Titles: – TitleFull: IEEE Transactions on Parallel & Distributed Systems Type: main |
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