Skip to main content
Top
Published in:
Cover of the book

2017 | OriginalPaper | Chapter

Analysis of Performance and Energy Consumption in the Cloud

Authors : Mehdi Kandi, Farah Aït-Salaht, Hind Castel-Taleb, Emmanuel Hyon

Published in: Computer Performance Engineering

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

We analyze here a cloud system represented by hysteresis multi server queueing system. It is characterized by forward and backward thresholds for activation and deactivation of block of servers representing a set of VMs (Virtual Machines). The system is represented by a complex Markov Chain which is difficult to analyse when the size of the system is huge. We propose both analytical and numerical mathematical methods for deriving the steady-state probability distribution. We compute then performance and energy consumption measures and we define an overall cost taking into account both aspects. We compare the proposed methods with respect to the computation time and we analyse the impact of some parameters on the behaviour of the system.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Aït-Salaht, F., Castel-Taleb, H.: Bounding aggregations on phase-type arrivals for performance analysis of clouds. In: 24th IEEE International Symposium on Modeling, Analysis and Simulation of Computer and Telecommunication Systems, MASCOTS 2016, pp. 319–324. IEEE (2016) Aït-Salaht, F., Castel-Taleb, H.: Bounding aggregations on phase-type arrivals for performance analysis of clouds. In: 24th IEEE International Symposium on Modeling, Analysis and Simulation of Computer and Telecommunication Systems, MASCOTS 2016, pp. 319–324. IEEE (2016)
2.
go back to reference Ardagna, D., Casale, G., Ciavotta, M., Pérez, J.F., Wang, W.: Quality-of-service in cloud computing: modeling techniques and their applications. J. Internet Serv. Appl. 5, 11 (2014)CrossRef Ardagna, D., Casale, G., Ciavotta, M., Pérez, J.F., Wang, W.: Quality-of-service in cloud computing: modeling techniques and their applications. J. Internet Serv. Appl. 5, 11 (2014)CrossRef
3.
go back to reference Artalejo, J.R., Economou, A., Lopez-Herrero, M.J.: Analysis of a multiserver queue with setup times. Queueing Syst. 51(1–2), 53–76 (2005)MathSciNetCrossRefMATH Artalejo, J.R., Economou, A., Lopez-Herrero, M.J.: Analysis of a multiserver queue with setup times. Queueing Syst. 51(1–2), 53–76 (2005)MathSciNetCrossRefMATH
4.
go back to reference Asghari, N.M., Mandjes, M., Walid, A.: Energy-efficient scheduling in multi-core servers. Comput. Netw. 59(11), 33–43 (2014)CrossRef Asghari, N.M., Mandjes, M., Walid, A.: Energy-efficient scheduling in multi-core servers. Comput. Netw. 59(11), 33–43 (2014)CrossRef
5.
go back to reference Baumann, H., Sandmann, W.: Numerical solution of level dependent quasi-birth-and-death processes. Procedia Comput. Sci. 1(1), 1561–1569 (2010)CrossRef Baumann, H., Sandmann, W.: Numerical solution of level dependent quasi-birth-and-death processes. Procedia Comput. Sci. 1(1), 1561–1569 (2010)CrossRef
6.
go back to reference Gandhi, A., Harchol-Balter, M., Adan, I.: Server farms with setup costs. Perform. Eval. 67(11), 1123–1138 (2010)CrossRef Gandhi, A., Harchol-Balter, M., Adan, I.: Server farms with setup costs. Perform. Eval. 67(11), 1123–1138 (2010)CrossRef
7.
go back to reference Gaujal, B., Hyon, E., Jean-Marie, A.: Optimal routing in two parallel queues with exponential service times. Discrete Event Dyn. Syst. 16(1), 71–107 (2006)MathSciNetCrossRefMATH Gaujal, B., Hyon, E., Jean-Marie, A.: Optimal routing in two parallel queues with exponential service times. Discrete Event Dyn. Syst. 16(1), 71–107 (2006)MathSciNetCrossRefMATH
8.
go back to reference Kandi, M., Aït-Salaht, F., Castel-Taleb, H., Hyon, E.: Mathematical methods for analyzing performance and energy consumption in the cloud. Technical report, Institut Mines-Telecom Telecom SudParis (2017) Kandi, M., Aït-Salaht, F., Castel-Taleb, H., Hyon, E.: Mathematical methods for analyzing performance and energy consumption in the cloud. Technical report, Institut Mines-Telecom Telecom SudParis (2017)
9.
10.
go back to reference Kurpicz, M., Orgerie, A.-C., Sobe, A.: How much does a vm cost? energy- proportional accounting in VM-based environments. In: PDP: Euromicro International Conference on Parallel, Distributed, and Network-Based Processing, pp. 651–658 (2016) Kurpicz, M., Orgerie, A.-C., Sobe, A.: How much does a vm cost? energy- proportional accounting in VM-based environments. In: PDP: Euromicro International Conference on Parallel, Distributed, and Network-Based Processing, pp. 651–658 (2016)
11.
go back to reference Latouche, G., Ramaswami, V.: A logarithmic reduction algoritm for quasi-birth-death processes. J. Appl. Prob. 30, 650–674 (1993)CrossRefMATH Latouche, G., Ramaswami, V.: A logarithmic reduction algoritm for quasi-birth-death processes. J. Appl. Prob. 30, 650–674 (1993)CrossRefMATH
12.
go back to reference Le Ny, L.-M., Tuffin, B.: A simple analysis of heterogeneous multi-server threshold queues with hysteresis. In: Applied Telecommunication Symposium (ATS) (2002) Le Ny, L.-M., Tuffin, B.: A simple analysis of heterogeneous multi-server threshold queues with hysteresis. In: Applied Telecommunication Symposium (ATS) (2002)
13.
go back to reference Lui, J.C.S., Golubchik, L.: Stochastic complement analysis of multi-server threshold queues with hysteresis. Perform. Eval. 35(1), 19–48 (1999)CrossRef Lui, J.C.S., Golubchik, L.: Stochastic complement analysis of multi-server threshold queues with hysteresis. Perform. Eval. 35(1), 19–48 (1999)CrossRef
14.
go back to reference Mitrani, I.: Service center trade-offs between customer impatience and power consumption. Perform. Eval. 68(11), 1222–1231 (2011)CrossRef Mitrani, I.: Service center trade-offs between customer impatience and power consumption. Perform. Eval. 68(11), 1222–1231 (2011)CrossRef
16.
go back to reference Neuts, M.F.: Matrix-Geometric Solutions in Stochastic Models: An Algorithmic Approach. John Hopkins University Press, Baltimore (1981)MATH Neuts, M.F.: Matrix-Geometric Solutions in Stochastic Models: An Algorithmic Approach. John Hopkins University Press, Baltimore (1981)MATH
17.
go back to reference Philippe, B., Saad, Y., Stewart, W.J.: Numerical methods in markov chain modeling. Oper. Res. 40(6), 1156–1179 (1992)CrossRefMATH Philippe, B., Saad, Y., Stewart, W.J.: Numerical methods in markov chain modeling. Oper. Res. 40(6), 1156–1179 (1992)CrossRefMATH
18.
go back to reference Stewart, W.J.: Introduction to the numerical Solution of Markov Chains. Princeton University Press, New Jersey (1995) Stewart, W.J.: Introduction to the numerical Solution of Markov Chains. Princeton University Press, New Jersey (1995)
Metadata
Title
Analysis of Performance and Energy Consumption in the Cloud
Authors
Mehdi Kandi
Farah Aït-Salaht
Hind Castel-Taleb
Emmanuel Hyon
Copyright Year
2017
DOI
https://doi.org/10.1007/978-3-319-66583-2_13