Dynamic power management for QoS-aware applications

Reducing the power requirement of large IT infrastructures is becoming a major concern. Energy savings can be achieved with hardware and/or software solutions; in particular, modern CPUs can operate at different power levels that can be selected by software: low power modes reduce energy consumption...

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Published inSustainable computing informatics and systems Vol. 3; no. 4; pp. 231 - 248
Main Authors Marzolla, Moreno, Mirandola, Raffaela
Format Journal Article
LanguageEnglish
Published Elsevier Inc 01.12.2013
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ISSN2210-5379
DOI10.1016/j.suscom.2013.02.001

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Abstract Reducing the power requirement of large IT infrastructures is becoming a major concern. Energy savings can be achieved with hardware and/or software solutions; in particular, modern CPUs can operate at different power levels that can be selected by software: low power modes reduce energy consumption at the cost of lowering also the CPU processing rate. In this paper we address the problem of reducing energy consumption of a large-scale distributed application subject to Service Level Agreements requiring a maximum allowed response time. Specifically, we propose Energy Aware reconfiguration of software SYstems (EASY), an on-line algorithm for dynamically adjusting the processing speed of individual devices such that the average system response time is kept below a predefined threshold, and the total power consumption is minimized. EASY uses a queueing networks performance model to proactively drive the reconfiguration process, so that the number of individual reconfiguration actions is reduced. We formulate the energy conservation problem as a Mixed Integer Programming problem, for which we propose a heuristic solution technique. Numerical experiments show that the heuristic produces almost optimal results at a substantially lower computational cost. Therefore, EASY can be effectively applied on-line to make a large system energy-proportional.
AbstractList Reducing the power requirement of large IT infrastructures is becoming a major concern. Energy savings can be achieved with hardware and/or software solutions; in particular, modern CPUs can operate at different power levels that can be selected by software: low power modes reduce energy consumption at the cost of lowering also the CPU processing rate. In this paper we address the problem of reducing energy consumption of a large-scale distributed application subject to Service Level Agreements requiring a maximum allowed response time. Specifically, we propose Energy Aware reconfiguration of software SYstems (EASY), an on-line algorithm for dynamically adjusting the processing speed of individual devices such that the average system response time is kept below a predefined threshold, and the total power consumption is minimized. EASY uses a queueing networks performance model to proactively drive the reconfiguration process, so that the number of individual reconfiguration actions is reduced. We formulate the energy conservation problem as a Mixed Integer Programming problem, for which we propose a heuristic solution technique. Numerical experiments show that the heuristic produces almost optimal results at a substantially lower computational cost. Therefore, EASY can be effectively applied on-line to make a large system energy-proportional.
Author Mirandola, Raffaela
Marzolla, Moreno
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Cites_doi 10.1145/1925861.1925878
10.1287/mnsc.36.5.519
10.1016/j.suscom.2011.02.002
10.1145/358396.358447
10.1002/spe.952
10.1007/s13174-010-0007-6
10.1145/321879.321887
10.1145/356733.356735
10.1016/S0166-5316(97)00021-7
10.1145/322186.322195
10.1287/opre.9.3.383
10.1145/1071690.1064253
10.1145/1323293.1294287
10.1016/j.jss.2009.10.040
10.1109/MC.2003.1160055
10.1109/MC.2010.198
10.1145/1380584.1380585
10.1109/TNSM.2012.031512.110176
10.1109/MC.2007.443
10.1007/s10586-008-0070-y
10.1145/1721654.1721673
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References Jung, Hiltunen, Joshi, Schlichting, Pu (bib0130) 2010
(bib0045) 2009; vol. 5525
Carter, Rajamani (bib0100) 2010; 43
A. Makhorin, Modeling Language GNU MathProg-Language Reference for GLPK version 4.45, draft Edition (December 2010).
Lüthi, Haring (bib0225) 1998; 32
Chen, Joshi, Hiltunen, Schlichting, Sanders (bib0145) 2011; 1
Nathuji, Schwan (bib0060) 2007; 41
Denning, Buzen (bib0150) 1978; 10
Eaton (bib0230) 2002
Sharma, Thomas, Abdelzaher, Skadron, Lu (bib0075) 2003
Meisner, Sadler, Barroso, Weber, Wenisch (bib0030) 2011
Fourer, Gay, Kernighan (bib0250) 1990; 36
Marzolla, Babaoglu, Panzieri (bib0065) 2011
Nash, Sofer (bib0220) 1996
A. Makhorin, GNU Linear Programming Kit-Reference Manual for GLPK Version 4.45, draft Edition (December 2010).
Zahorjan, Sevcick, Eager, Galler (bib0155) 1982; 25
Rabaey, Chandrakasan, Nikolic (bib0165) 2003
Barroso, Hölzle (bib0025) 2007; 40
Abrahao, Almeida, Almeida, Zhang, Beyer, Safai (bib0120) 2006
Baskett, Chandy, Muntz, Palacios (bib0235) 1975; 22
.
Jain (bib0240) 1991
Bolch, Greiner, de Meer, Trivedi (bib0200) 1998
Calinescu, Kwiatkowska (bib0085) 2009
Chen, Das, Qin, Sivasubramaniam, Wang, Gautam (bib0020) 2005; 33
Kephart, Chess (bib0040) 2003; 36
Reiser, Lavenberg (bib0215) 1980; 27
AMD Cool’n’Quiet Technology.
J.G. Koomey, Estimating total power consumption by servers in the U.S. and the world (February 5, 2007).
Elnozahy, Kistler, Rajamony (bib0115) 2003
Krioukov, Mohan, Alspaugh, Keys, Culler, Katz (bib0090) 2011; 41
Cunha, Viana, Palotti, Almeida, Almeida (bib0125) 2008
Rumbaugh, Jacobson, Booch (bib0195) 2005
Lazowska, Zahorjan, Graham, Sevcik (bib0205) 1984
Advanced configuration and power interface specification, revision 4.0a (April 5, 2010).
Barbagallo, Di Nitto, Dubois, Mirandola (bib0105) 2010
Little (bib0210) 1961; 9
Das, Kephart, Lefurgy, Tesauro, Levine, Chan (bib0010) 2008
Bertini, Leite, Mossé (bib0110) 2010; 83
Liu, Zhu (bib0095) 2010; 40
Zhang, Cheng, Boutaba (bib0055) 2010; 1
Wuhib, Stadler, Spreitzer (bib0070) 2012; 9
Huber, Brosig, Kounev (bib0135) 2011
AMD PowerNow! Technology.
Ranganathan (bib0015) 2010; 53
Brown, Keshavamurthy, Shaohua Li, Moore, Pallipadi, Yu (bib0160) 2004
Kusic, Kephart, Hanson, Kandasamy, Jiang (bib0140) 2009; 12
M. Broyles, C. Francois, A. Geissler, M. Hollinger, T. Rosedahl, G. Silva, J.V. Heuklon, B. Veale, IBM EnergyScale for POWER7 Processor-Based Systems, White Paper (August 2010).
Huebscher, McCann (bib0050) 2008; 40
Enhanced Intel SpeedStep Technology for the Intel Pentium M Processor, White Paper (March 2004). ftp://download.intel.com/design/network/papers/30117401.pdf.
AMD Opteron Processor Power and Thermal Data Sheet, Publication # 30417, Revision 3.11 (May 2006).
Elnozahy, Kistler, Rajamony (bib0080) 2003
Huebscher (10.1016/j.suscom.2013.02.001_bib0050) 2008; 40
Cunha (10.1016/j.suscom.2013.02.001_bib0125) 2008
10.1016/j.suscom.2013.02.001_bib0170
Rabaey (10.1016/j.suscom.2013.02.001_bib0165) 2003
Wuhib (10.1016/j.suscom.2013.02.001_bib0070) 2012; 9
Das (10.1016/j.suscom.2013.02.001_bib0010) 2008
Brown (10.1016/j.suscom.2013.02.001_bib0160) 2004
Zhang (10.1016/j.suscom.2013.02.001_bib0055) 2010; 1
Kusic (10.1016/j.suscom.2013.02.001_bib0140) 2009; 12
Lüthi (10.1016/j.suscom.2013.02.001_bib0225) 1998; 32
Kephart (10.1016/j.suscom.2013.02.001_bib0040) 2003; 36
10.1016/j.suscom.2013.02.001_bib0175
Huber (10.1016/j.suscom.2013.02.001_bib0135) 2011
Eaton (10.1016/j.suscom.2013.02.001_bib0230) 2002
10.1016/j.suscom.2013.02.001_bib0255
Barbagallo (10.1016/j.suscom.2013.02.001_bib0105) 2010
Lazowska (10.1016/j.suscom.2013.02.001_bib0205) 1984
(10.1016/j.suscom.2013.02.001_bib0045) 2009; vol. 5525
Meisner (10.1016/j.suscom.2013.02.001_bib0030) 2011
Elnozahy (10.1016/j.suscom.2013.02.001_bib0080) 2003
Chen (10.1016/j.suscom.2013.02.001_bib0020) 2005; 33
Reiser (10.1016/j.suscom.2013.02.001_bib0215) 1980; 27
Bertini (10.1016/j.suscom.2013.02.001_bib0110) 2010; 83
Sharma (10.1016/j.suscom.2013.02.001_bib0075) 2003
Barroso (10.1016/j.suscom.2013.02.001_bib0025) 2007; 40
10.1016/j.suscom.2013.02.001_bib0245
10.1016/j.suscom.2013.02.001_bib0005
10.1016/j.suscom.2013.02.001_bib0190
Jung (10.1016/j.suscom.2013.02.001_bib0130) 2010
Ranganathan (10.1016/j.suscom.2013.02.001_bib0015) 2010; 53
Chen (10.1016/j.suscom.2013.02.001_bib0145) 2011; 1
Elnozahy (10.1016/j.suscom.2013.02.001_bib0115) 2003
Krioukov (10.1016/j.suscom.2013.02.001_bib0090) 2011; 41
Liu (10.1016/j.suscom.2013.02.001_bib0095) 2010; 40
Little (10.1016/j.suscom.2013.02.001_bib0210) 1961; 9
Nash (10.1016/j.suscom.2013.02.001_bib0220) 1996
10.1016/j.suscom.2013.02.001_bib0035
Carter (10.1016/j.suscom.2013.02.001_bib0100) 2010; 43
Baskett (10.1016/j.suscom.2013.02.001_bib0235) 1975; 22
Rumbaugh (10.1016/j.suscom.2013.02.001_bib0195) 2005
Bolch (10.1016/j.suscom.2013.02.001_bib0200) 1998
Fourer (10.1016/j.suscom.2013.02.001_bib0250) 1990; 36
Jain (10.1016/j.suscom.2013.02.001_bib0240) 1991
Denning (10.1016/j.suscom.2013.02.001_bib0150) 1978; 10
10.1016/j.suscom.2013.02.001_bib0180
10.1016/j.suscom.2013.02.001_bib0185
Marzolla (10.1016/j.suscom.2013.02.001_bib0065) 2011
Nathuji (10.1016/j.suscom.2013.02.001_bib0060) 2007; 41
Abrahao (10.1016/j.suscom.2013.02.001_bib0120) 2006
Calinescu (10.1016/j.suscom.2013.02.001_bib0085) 2009
Zahorjan (10.1016/j.suscom.2013.02.001_bib0155) 1982; 25
References_xml – volume: 41
  start-page: 265
  year: 2007
  end-page: 278
  ident: bib0060
  article-title: Virtualpower: coordinated power management in virtualized enterprise systems
  publication-title: SIGOPS Operating Systems Review
– reference: Advanced configuration and power interface specification, revision 4.0a (April 5, 2010).
– volume: 43
  start-page: 76
  year: 2010
  end-page: 78
  ident: bib0100
  article-title: Designing energy-efficient servers and data centers
  publication-title: IEEE Computer
– start-page: 319
  year: 2011
  end-page: 330
  ident: bib0030
  article-title: Power management of online data-intensive services
  publication-title: Proceedings of the 38th Annual International Symposium on Computer Architecture, ISCA’11, ACM
– start-page: 127
  year: 2010
  end-page: 151
  ident: bib0105
  article-title: A bio-inspired algorithm for energy optimization in a self-organizing data center
  publication-title: Proceedings of the First International Conference on Self-organizing Architectures, SOAR’09
– reference: AMD Opteron Processor Power and Thermal Data Sheet, Publication # 30417, Revision 3.11 (May 2006).
– volume: 9
  start-page: 213
  year: 2012
  end-page: 225
  ident: bib0070
  article-title: A gossip protocol for dynamic resource management in large cloud environments
  publication-title: IEEE Transactions on Network and Service Management
– reference: AMD Cool’n’Quiet Technology.
– start-page: 1
  year: 2011
  end-page: 6
  ident: bib0065
  article-title: Server consolidation in clouds through gossiping
  publication-title: Int. Symp. World of Wireless, Mobile and Multimedia Networks (WoWMoM)
– reference: AMD PowerNow! Technology.
– start-page: 63
  year: 2003
  end-page: 72
  ident: bib0075
  article-title: Power-aware QoS management in web servers
  publication-title: RTSS’03: Proceedings of the 24th IEEE International Real-Time Systems Symposium
– year: 2003
  ident: bib0080
  article-title: Energy conservation policies for web servers
  publication-title: Proceedings of the 4th Conference on USENIX Symposium on Internet Technologies and Systems – Volume 4, USITS’03, USENIX Association
– volume: 83
  start-page: 585
  year: 2010
  end-page: 598
  ident: bib0110
  article-title: Power optimization for dynamic configuration in heterogeneous web server clusters
  publication-title: Journal of Systems and Software
– reference: A. Makhorin, Modeling Language GNU MathProg-Language Reference for GLPK version 4.45, draft Edition (December 2010).
– reference: J.G. Koomey, Estimating total power consumption by servers in the U.S. and the world (February 5, 2007).
– start-page: 107
  year: 2008
  end-page: 114
  ident: bib0010
  article-title: Autonomic multi-agent management of power and performance in data centers
  publication-title: Proceedings of the 7th International Joint Conference on Autonomous Agents and Multiagent Systems: Industrial Track, AAMAS’08
– volume: 36
  start-page: 519
  year: 1990
  end-page: 554
  ident: bib0250
  article-title: A modeling language for mathematical programming
  publication-title: Management Science
– year: 1991
  ident: bib0240
  article-title: The Art of Computer Systems Performance Analysis – Techniques for Experimental Design, Measurement, Simulation, and Modeling
– volume: vol. 5525
  year: 2009
  ident: bib0045
  publication-title: Software Engineering for Self-Adaptive Systems [Outcome of a Dagstuhl Seminar]
– volume: 10
  start-page: 225
  year: 1978
  end-page: 261
  ident: bib0150
  article-title: The operational analysis of queueing network models
  publication-title: ACM Computing Surveys
– reference: Enhanced Intel SpeedStep Technology for the Intel Pentium M Processor, White Paper (March 2004). ftp://download.intel.com/design/network/papers/30117401.pdf.
– year: 1998
  ident: bib0200
  article-title: Queuing Network and Markov Chains
– year: 1996
  ident: bib0220
  article-title: Linear and Nonlinear Programming
– start-page: 62
  year: 2010
  end-page: 73
  ident: bib0130
  article-title: Mistral: dynamically managing power, performance, and adaptation cost in cloud infrastructures
  publication-title: Proceedings of the 2010 IEEE 30th International Conference on Distributed Computing Systems, ICDCS’10
– volume: 33
  start-page: 303
  year: 2005
  end-page: 314
  ident: bib0020
  article-title: Managing server energy and operational costs in hosting centers
  publication-title: SIGMETRICS Performance Evaluation Review
– start-page: 557
  year: 2006
  end-page: 568
  ident: bib0120
  publication-title: Self-adaptive SLA-driven capacity management for internet services
– volume: 36
  start-page: 41
  year: 2003
  end-page: 50
  ident: bib0040
  article-title: The vision of autonomic computing
  publication-title: Computer
– volume: 40
  start-page: 943
  year: 2010
  end-page: 964
  ident: bib0095
  article-title: A survey of the research on power management techniques for high-performance systems
  publication-title: Software: Practice and Experience
– volume: 32
  start-page: 185
  year: 1998
  end-page: 215
  ident: bib0225
  article-title: Mean value analysis for queueing network models with intervals as input parameters
  publication-title: Performance Evaluation
– start-page: 302
  year: 2008
  end-page: 309
  ident: bib0125
  article-title: Analyzing security and energy tradeoffs in autonomic capacity management
  publication-title: Network Operations and Management Symposium, 2008, NOMS 2008, IEEE, 2008
– volume: 40
  start-page: 7:1
  year: 2008
  end-page: 7:28
  ident: bib0050
  article-title: A survey of autonomic computing-degrees, models, and applications
  publication-title: ACM Computing Surveys
– volume: 1
  start-page: 7
  year: 2010
  end-page: 18
  ident: bib0055
  article-title: Cloud computing: state-of-the-art and research challenges
  publication-title: Journal of Internet Services and Applications
– volume: 27
  start-page: 313
  year: 1980
  end-page: 322
  ident: bib0215
  article-title: Mean-value analysis of closed multichain queuing networks
  publication-title: Journal of the ACM
– volume: 53
  start-page: 60
  year: 2010
  end-page: 67
  ident: bib0015
  article-title: Recipe for efficiency: principles of power-aware computing
  publication-title: Communications of the ACM
– year: 2004
  ident: bib0160
  article-title: ACPI in linux: architecture, advances and challenges
  publication-title: Proceedings of the Linux Symposium – Volume 1
– reference: M. Broyles, C. Francois, A. Geissler, M. Hollinger, T. Rosedahl, G. Silva, J.V. Heuklon, B. Veale, IBM EnergyScale for POWER7 Processor-Based Systems, White Paper (August 2010).
– volume: 40
  start-page: 33
  year: 2007
  end-page: 37
  ident: bib0025
  article-title: The case for energy-proportional computing
  publication-title: Computer
– volume: 12
  start-page: 1
  year: 2009
  end-page: 15
  ident: bib0140
  article-title: Power and performance management of virtualized computing environments via lookahead control
  publication-title: Cluster Computing
– year: 2003
  ident: bib0165
  article-title: Digital Integrated Circuits – A Design Perspective
– year: 1984
  ident: bib0205
  article-title: Quantitative System Performance: Computer System Analysis Using Queueing Network Models
– start-page: 90
  year: 2011
  end-page: 99
  ident: bib0135
  article-title: Model-based self-adaptive resource allocation in virtualized environments
  publication-title: SEAMS, ACM
– start-page: 100
  year: 2009
  end-page: 110
  ident: bib0085
  article-title: Using quantitative analysis to implement autonomic it systems
  publication-title: ICSE’09: Proceedings of the 31st International Conference on Software Engineering
– volume: 1
  start-page: 113
  year: 2011
  end-page: 133
  ident: bib0145
  article-title: Using CPU gradients for performance-aware energy conservation in multitier systems
  publication-title: Sustainable Computing: Informatics and Systems
– reference: .
– volume: 41
  start-page: 102
  year: 2011
  end-page: 108
  ident: bib0090
  article-title: Napsac: design and implementation of a power-proportional web cluster
  publication-title: SIGCOMM Computer Communication Review
– volume: 22
  start-page: 248
  year: 1975
  end-page: 260
  ident: bib0235
  article-title: Open, closed, and mixed networks of queues with different classes of customers
  publication-title: Journal of the ACM
– year: 2005
  ident: bib0195
  article-title: The Unified Modeling Language Reference Manual
– reference: A. Makhorin, GNU Linear Programming Kit-Reference Manual for GLPK Version 4.45, draft Edition (December 2010).
– volume: 25
  start-page: 134
  year: 1982
  end-page: 141
  ident: bib0155
  article-title: Balanced job bound analysis of queueing networks
  publication-title: Communications of the ACM
– year: 2002
  ident: bib0230
  article-title: GNU Octave Manual
– start-page: 179
  year: 2003
  end-page: 197
  ident: bib0115
  article-title: Energy-efficient server clusters
  publication-title: PACS’02
– volume: 9
  start-page: 383
  year: 1961
  end-page: 387
  ident: bib0210
  article-title: A proof for the queuing formula:
  publication-title: Operations Research
– volume: vol. 5525
  year: 2009
  ident: 10.1016/j.suscom.2013.02.001_bib0045
– ident: 10.1016/j.suscom.2013.02.001_bib0175
– start-page: 62
  year: 2010
  ident: 10.1016/j.suscom.2013.02.001_bib0130
  article-title: Mistral: dynamically managing power, performance, and adaptation cost in cloud infrastructures
– volume: 41
  start-page: 102
  year: 2011
  ident: 10.1016/j.suscom.2013.02.001_bib0090
  article-title: Napsac: design and implementation of a power-proportional web cluster
  publication-title: SIGCOMM Computer Communication Review
  doi: 10.1145/1925861.1925878
– ident: 10.1016/j.suscom.2013.02.001_bib0255
– ident: 10.1016/j.suscom.2013.02.001_bib0245
– volume: 36
  start-page: 519
  issue: 5
  year: 1990
  ident: 10.1016/j.suscom.2013.02.001_bib0250
  article-title: A modeling language for mathematical programming
  publication-title: Management Science
  doi: 10.1287/mnsc.36.5.519
– year: 2003
  ident: 10.1016/j.suscom.2013.02.001_bib0165
– volume: 1
  start-page: 113
  issue: 2
  year: 2011
  ident: 10.1016/j.suscom.2013.02.001_bib0145
  article-title: Using CPU gradients for performance-aware energy conservation in multitier systems
  publication-title: Sustainable Computing: Informatics and Systems
  doi: 10.1016/j.suscom.2011.02.002
– volume: 25
  start-page: 134
  issue: 2
  year: 1982
  ident: 10.1016/j.suscom.2013.02.001_bib0155
  article-title: Balanced job bound analysis of queueing networks
  publication-title: Communications of the ACM
  doi: 10.1145/358396.358447
– volume: 40
  start-page: 943
  issue: 11
  year: 2010
  ident: 10.1016/j.suscom.2013.02.001_bib0095
  article-title: A survey of the research on power management techniques for high-performance systems
  publication-title: Software: Practice and Experience
  doi: 10.1002/spe.952
– volume: 1
  start-page: 7
  year: 2010
  ident: 10.1016/j.suscom.2013.02.001_bib0055
  article-title: Cloud computing: state-of-the-art and research challenges
  publication-title: Journal of Internet Services and Applications
  doi: 10.1007/s13174-010-0007-6
– start-page: 100
  year: 2009
  ident: 10.1016/j.suscom.2013.02.001_bib0085
  article-title: Using quantitative analysis to implement autonomic it systems
– ident: 10.1016/j.suscom.2013.02.001_bib0180
– volume: 22
  start-page: 248
  issue: 2
  year: 1975
  ident: 10.1016/j.suscom.2013.02.001_bib0235
  article-title: Open, closed, and mixed networks of queues with different classes of customers
  publication-title: Journal of the ACM
  doi: 10.1145/321879.321887
– volume: 10
  start-page: 225
  issue: 3
  year: 1978
  ident: 10.1016/j.suscom.2013.02.001_bib0150
  article-title: The operational analysis of queueing network models
  publication-title: ACM Computing Surveys
  doi: 10.1145/356733.356735
– year: 2002
  ident: 10.1016/j.suscom.2013.02.001_bib0230
– volume: 32
  start-page: 185
  issue: 3
  year: 1998
  ident: 10.1016/j.suscom.2013.02.001_bib0225
  article-title: Mean value analysis for queueing network models with intervals as input parameters
  publication-title: Performance Evaluation
  doi: 10.1016/S0166-5316(97)00021-7
– ident: 10.1016/j.suscom.2013.02.001_bib0005
– start-page: 302
  year: 2008
  ident: 10.1016/j.suscom.2013.02.001_bib0125
  article-title: Analyzing security and energy tradeoffs in autonomic capacity management
– volume: 27
  start-page: 313
  issue: 2
  year: 1980
  ident: 10.1016/j.suscom.2013.02.001_bib0215
  article-title: Mean-value analysis of closed multichain queuing networks
  publication-title: Journal of the ACM
  doi: 10.1145/322186.322195
– start-page: 127
  year: 2010
  ident: 10.1016/j.suscom.2013.02.001_bib0105
  article-title: A bio-inspired algorithm for energy optimization in a self-organizing data center
– year: 2005
  ident: 10.1016/j.suscom.2013.02.001_bib0195
– ident: 10.1016/j.suscom.2013.02.001_bib0190
– year: 1998
  ident: 10.1016/j.suscom.2013.02.001_bib0200
– volume: 9
  start-page: 383
  issue: 3
  year: 1961
  ident: 10.1016/j.suscom.2013.02.001_bib0210
  article-title: A proof for the queuing formula: L=λW
  publication-title: Operations Research
  doi: 10.1287/opre.9.3.383
– start-page: 319
  year: 2011
  ident: 10.1016/j.suscom.2013.02.001_bib0030
  article-title: Power management of online data-intensive services
– start-page: 63
  year: 2003
  ident: 10.1016/j.suscom.2013.02.001_bib0075
  article-title: Power-aware QoS management in web servers
– volume: 33
  start-page: 303
  issue: 1
  year: 2005
  ident: 10.1016/j.suscom.2013.02.001_bib0020
  article-title: Managing server energy and operational costs in hosting centers
  publication-title: SIGMETRICS Performance Evaluation Review
  doi: 10.1145/1071690.1064253
– ident: 10.1016/j.suscom.2013.02.001_bib0035
– start-page: 107
  year: 2008
  ident: 10.1016/j.suscom.2013.02.001_bib0010
  article-title: Autonomic multi-agent management of power and performance in data centers
– start-page: 557
  year: 2006
  ident: 10.1016/j.suscom.2013.02.001_bib0120
– volume: 41
  start-page: 265
  issue: 6
  year: 2007
  ident: 10.1016/j.suscom.2013.02.001_bib0060
  article-title: Virtualpower: coordinated power management in virtualized enterprise systems
  publication-title: SIGOPS Operating Systems Review
  doi: 10.1145/1323293.1294287
– volume: 83
  start-page: 585
  issue: 4
  year: 2010
  ident: 10.1016/j.suscom.2013.02.001_bib0110
  article-title: Power optimization for dynamic configuration in heterogeneous web server clusters
  publication-title: Journal of Systems and Software
  doi: 10.1016/j.jss.2009.10.040
– volume: 36
  start-page: 41
  issue: 1
  year: 2003
  ident: 10.1016/j.suscom.2013.02.001_bib0040
  article-title: The vision of autonomic computing
  publication-title: Computer
  doi: 10.1109/MC.2003.1160055
– year: 1984
  ident: 10.1016/j.suscom.2013.02.001_bib0205
– year: 1991
  ident: 10.1016/j.suscom.2013.02.001_bib0240
– volume: 43
  start-page: 76
  issue: 7
  year: 2010
  ident: 10.1016/j.suscom.2013.02.001_bib0100
  article-title: Designing energy-efficient servers and data centers
  publication-title: IEEE Computer
  doi: 10.1109/MC.2010.198
– ident: 10.1016/j.suscom.2013.02.001_bib0170
– start-page: 1
  year: 2011
  ident: 10.1016/j.suscom.2013.02.001_bib0065
  article-title: Server consolidation in clouds through gossiping
– start-page: 90
  year: 2011
  ident: 10.1016/j.suscom.2013.02.001_bib0135
  article-title: Model-based self-adaptive resource allocation in virtualized environments
– year: 1996
  ident: 10.1016/j.suscom.2013.02.001_bib0220
– year: 2003
  ident: 10.1016/j.suscom.2013.02.001_bib0080
  article-title: Energy conservation policies for web servers
– year: 2004
  ident: 10.1016/j.suscom.2013.02.001_bib0160
  article-title: ACPI in linux: architecture, advances and challenges
– volume: 40
  start-page: 7:1
  issue: 3
  year: 2008
  ident: 10.1016/j.suscom.2013.02.001_bib0050
  article-title: A survey of autonomic computing-degrees, models, and applications
  publication-title: ACM Computing Surveys
  doi: 10.1145/1380584.1380585
– volume: 9
  start-page: 213
  issue: 2
  year: 2012
  ident: 10.1016/j.suscom.2013.02.001_bib0070
  article-title: A gossip protocol for dynamic resource management in large cloud environments
  publication-title: IEEE Transactions on Network and Service Management
  doi: 10.1109/TNSM.2012.031512.110176
– ident: 10.1016/j.suscom.2013.02.001_bib0185
– volume: 40
  start-page: 33
  issue: 12
  year: 2007
  ident: 10.1016/j.suscom.2013.02.001_bib0025
  article-title: The case for energy-proportional computing
  publication-title: Computer
  doi: 10.1109/MC.2007.443
– volume: 12
  start-page: 1
  year: 2009
  ident: 10.1016/j.suscom.2013.02.001_bib0140
  article-title: Power and performance management of virtualized computing environments via lookahead control
  publication-title: Cluster Computing
  doi: 10.1007/s10586-008-0070-y
– volume: 53
  start-page: 60
  issue: 4
  year: 2010
  ident: 10.1016/j.suscom.2013.02.001_bib0015
  article-title: Recipe for efficiency: principles of power-aware computing
  publication-title: Communications of the ACM
  doi: 10.1145/1721654.1721673
– start-page: 179
  year: 2003
  ident: 10.1016/j.suscom.2013.02.001_bib0115
  article-title: Energy-efficient server clusters
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Snippet Reducing the power requirement of large IT infrastructures is becoming a major concern. Energy savings can be achieved with hardware and/or software solutions;...
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SubjectTerms Energy proportional computing
Performance modeling
Power management
SLA management
Title Dynamic power management for QoS-aware applications
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