Skip to main content
Top
Published in: The Journal of Supercomputing 11/2015

01-11-2015

A queuing model considering resources sharing for cloud service performance

Authors: Xiaodong Liu, Songyang Li, Weiqin Tong

Published in: The Journal of Supercomputing | Issue 11/2015

Log in

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

search-config
loading …

Abstract

Cloud computing is a novel paradigm for the provision of service on demand. Performance analysis of cloud computing is required to predict the corresponding quality of service experienced by users. Although there are some researches on cloud service performance, very few of them considered the impact of resources sharing among virtual machines (VMs). This paper presents a queuing model for performance analysis of cloud services. The model considers the resources sharing among VMs. The service requests are relaxed compared with prior research. A service request is divided into many subtasks and each subtask is served by a VM. Multiple VMs share the same underlying physical resources. The performance indicators such as the average response time, blocking probability are obtained, and a numerical example is presented.

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

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!

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+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!

Literature
1.
go back to reference Rajkumarbuyya CY, Venugopal S (2009) Cloud computing and emerging IT platforms: vision, hype, and reality for delivering computing as the 5th utility. Future Gener Comput Syst 25(6):599–616CrossRef Rajkumarbuyya CY, Venugopal S (2009) Cloud computing and emerging IT platforms: vision, hype, and reality for delivering computing as the 5th utility. Future Gener Comput Syst 25(6):599–616CrossRef
2.
go back to reference Fox A, Griffith R, Joseph A, Katz R, Konwinski A, Lee G, Patterson D, Rabkin A, Stoica I (2009) Above the clouds: a Berkeley view of cloud computing. Electrical Eng. and Comput Sciences, University of California, Berkeley Fox A, Griffith R, Joseph A, Katz R, Konwinski A, Lee G, Patterson D, Rabkin A, Stoica I (2009) Above the clouds: a Berkeley view of cloud computing. Electrical Eng. and Comput Sciences, University of California, Berkeley
3.
go back to reference Khazaei H (2013) A fine-grained performance model of cloud computing centers. IEEE Trans Parallel Distrib Syst 24(11):2138–2147CrossRef Khazaei H (2013) A fine-grained performance model of cloud computing centers. IEEE Trans Parallel Distrib Syst 24(11):2138–2147CrossRef
4.
go back to reference Dong F, Luo J, Jin J et al (2012) Performance evaluation and analysis of SEU cloud computing platform. In: IEEE international conference on systems, man, and cybernetics, pp 1455–1460 Dong F, Luo J, Jin J et al (2012) Performance evaluation and analysis of SEU cloud computing platform. In: IEEE international conference on systems, man, and cybernetics, pp 1455–1460
5.
go back to reference Jackson KR, Ramakrishnan L, Muriki K et al (2010) Performance analysis of high performance computing applications on the amazon web services cloud. In: 2nd IEEE international conference on cloud computing technology and science, pp 159–168 Jackson KR, Ramakrishnan L, Muriki K et al (2010) Performance analysis of high performance computing applications on the amazon web services cloud. In: 2nd IEEE international conference on cloud computing technology and science, pp 159–168
6.
go back to reference Iosup A, Ostermann S, Yigitbasi MN et al (2011) Performance analysis of cloud computing services for many-tasks scientific computing. IEEE Trans Parallel Distrib Syst 22(6):931–945CrossRef Iosup A, Ostermann S, Yigitbasi MN et al (2011) Performance analysis of cloud computing services for many-tasks scientific computing. IEEE Trans Parallel Distrib Syst 22(6):931–945CrossRef
7.
go back to reference Bruneo D (2014) A stochastic model to investigate datacenter performance and QoS in IaaS cloud computing systems. IEEE Trans Parallel Distrib Syst 25(3):560–569CrossRef Bruneo D (2014) A stochastic model to investigate datacenter performance and QoS in IaaS cloud computing systems. IEEE Trans Parallel Distrib Syst 25(3):560–569CrossRef
8.
go back to reference Lin YK, Chang PC (2013) Performance indicator evaluation for a cloud computing system from QoS viewpoint. Qual Quant 47:1605–1616MathSciNetCrossRef Lin YK, Chang PC (2013) Performance indicator evaluation for a cloud computing system from QoS viewpoint. Qual Quant 47:1605–1616MathSciNetCrossRef
9.
go back to reference Yang B, Tan F, Dai YS (2013) Performance evaluation of cloud service considering fault recovery. J Supercomput 65(1):426–444CrossRef Yang B, Tan F, Dai YS (2013) Performance evaluation of cloud service considering fault recovery. J Supercomput 65(1):426–444CrossRef
10.
go back to reference Khazaei H (2012) Performance analysis of cloud computing centers using M/G/m/m+ r queuing system. IEEE Trans Parallel Distrib Syst 23(5):936–943CrossRef Khazaei H (2012) Performance analysis of cloud computing centers using M/G/m/m+ r queuing system. IEEE Trans Parallel Distrib Syst 23(5):936–943CrossRef
11.
go back to reference Vilaplana J, Solsona F, Teixid I et al (2014) A queuing theory model for cloud computing. J Supercomput 69(1):492–507CrossRef Vilaplana J, Solsona F, Teixid I et al (2014) A queuing theory model for cloud computing. J Supercomput 69(1):492–507CrossRef
12.
go back to reference Xiong K, Perros H (2009) Service performance and analysis in cloud computing. In: World conference on services, pp 693–700 Xiong K, Perros H (2009) Service performance and analysis in cloud computing. In: World conference on services, pp 693–700
13.
go back to reference Dai YS, Pan Y, Zou X (2007) A hierarchical modeling and analysis for grid service reliability. IEEE Trans Comput 56:681–691MathSciNetCrossRef Dai YS, Pan Y, Zou X (2007) A hierarchical modeling and analysis for grid service reliability. IEEE Trans Comput 56:681–691MathSciNetCrossRef
14.
go back to reference Levitin G, Dai YS, Ben-Haim H (2006) Reliability and performance of star topology grid service with precedence constraints on subtask execution. IEEE Trans Reliab 55(3):507–515CrossRef Levitin G, Dai YS, Ben-Haim H (2006) Reliability and performance of star topology grid service with precedence constraints on subtask execution. IEEE Trans Reliab 55(3):507–515CrossRef
15.
go back to reference Lee HM, Jeong Y-S, Jang HJ (2014) Performance analysis based resource allocation for green cloud computing. J Supercomput 69(3):1013–1026CrossRef Lee HM, Jeong Y-S, Jang HJ (2014) Performance analysis based resource allocation for green cloud computing. J Supercomput 69(3):1013–1026CrossRef
16.
go back to reference Khazaei H (2014) Performance of cloud centers with high degree of virtualization under batch task arrivals. IEEE Trans Parallel Distrib Syst 24(12):2429–2438CrossRef Khazaei H (2014) Performance of cloud centers with high degree of virtualization under batch task arrivals. IEEE Trans Parallel Distrib Syst 24(12):2429–2438CrossRef
17.
go back to reference Liu X, Tong W, Zhi X et al (2014) Performance analysis of cloud computing services considering resources sharing among virtual machines. J Supercomput 69(1):357–374CrossRef Liu X, Tong W, Zhi X et al (2014) Performance analysis of cloud computing services considering resources sharing among virtual machines. J Supercomput 69(1):357–374CrossRef
18.
go back to reference Suresh Varma P, Satyanarayana A, Sundari R (2012) Performance analysis of cloud computing using queuing models. In: International conference on cloud computing, technologies, applications & management, pp 12–15 Suresh Varma P, Satyanarayana A, Sundari R (2012) Performance analysis of cloud computing using queuing models. In: International conference on cloud computing, technologies, applications & management, pp 12–15
19.
go back to reference Meng X, Isci C, Kephart J et al (2010) Efficient resource provisioning in compute clouds via VM multiplexing. In: Proceedings of the 7th international conference on autonomic computing, pp 11–20 Meng X, Isci C, Kephart J et al (2010) Efficient resource provisioning in compute clouds via VM multiplexing. In: Proceedings of the 7th international conference on autonomic computing, pp 11–20
20.
go back to reference Armbrust M, Fox A, Griffith R et al (2010) A view of cloud computing. Commun ACM 53(4):50–58CrossRef Armbrust M, Fox A, Griffith R et al (2010) A view of cloud computing. Commun ACM 53(4):50–58CrossRef
Metadata
Title
A queuing model considering resources sharing for cloud service performance
Authors
Xiaodong Liu
Songyang Li
Weiqin Tong
Publication date
01-11-2015
Publisher
Springer US
Published in
The Journal of Supercomputing / Issue 11/2015
Print ISSN: 0920-8542
Electronic ISSN: 1573-0484
DOI
https://doi.org/10.1007/s11227-015-1503-z

Other articles of this Issue 11/2015

The Journal of Supercomputing 11/2015 Go to the issue

Premium Partner