Skip to main content
Top

2020 | OriginalPaper | Chapter

57. Preferential Resource Selection and Scheduling of Cloud Resources Pivot on Value of Information

Authors : Renu Suresh Ganvir, Salaja Silas, Elijah Blessing Rajsingh

Published in: Proceedings of International Conference on Artificial Intelligence, Smart Grid and Smart City Applications

Publisher: Springer International Publishing

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

search-config
loading …

Abstract

The selection of resources and scheduling in the cloud are crucial due to the involvement of various features. Scheduling an appropriate resource onto the cloud is influenced by quality of service parameters. Providing a relevant resource to the user consists mainly of three steps: (1) finding the feasible set of resources, (2) selecting the most appropriate resource from the practical set of resources, and (3) scheduling the resource to the relevant processor. Selecting a relevant resource is modeled as a multi-criteria decision-making problem. Factors like availability, trust, cost, responsiveness, reliability, and capability have effects on the resource selection. In this chapter, an efficient workflow has been put into suggestion in consideration to make a selection of the most significant resource using PROMETHEE methodology, and scheduling is performed using a non-pre-emptive priority algorithm. The choice of the optimal resource is done pivoted on the value of information that is requested by the users for all the influencing factors. The outcome of the simulation proves that the suggested workflow decreases the response time, makespan, and cost, which also maximizes the quantity of resources utilized before the deadline.

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 Dong Y (2010) Power measurements and analyses of massive object storage system. Computer and Information Technology (CIT); IEEE 10th international conference, pp 1317–1322 Dong Y (2010) Power measurements and analyses of massive object storage system. Computer and Information Technology (CIT); IEEE 10th international conference, pp 1317–1322
2.
go back to reference Antony T, Krishnalal G, Jagathy Raj VP (2015) Credit based scheduling algorithm in cloud computing environment. Proc Comp Sci 46:913–920CrossRef Antony T, Krishnalal G, Jagathy Raj VP (2015) Credit based scheduling algorithm in cloud computing environment. Proc Comp Sci 46:913–920CrossRef
3.
go back to reference Awad AI, El-Hefnawy NA, Abdel_kader HM (2015) Dynamic multi-objective task scheduling in cloud computing based on modified particle swarm optimization. Adv Comput Sci Int J 4(5, No.17):110–117 Awad AI, El-Hefnawy NA, Abdel_kader HM (2015) Dynamic multi-objective task scheduling in cloud computing based on modified particle swarm optimization. Adv Comput Sci Int J 4(5, No.17):110–117
4.
go back to reference Kong W, Yang L, Ma J (2016) Virtual machine resource scheduling algorithm for cloud computing based on auction mechanism. Optik – Int J Light Electron Optics 127(12):5099–5104CrossRef Kong W, Yang L, Ma J (2016) Virtual machine resource scheduling algorithm for cloud computing based on auction mechanism. Optik – Int J Light Electron Optics 127(12):5099–5104CrossRef
5.
go back to reference Iyer GN, Veeravalli B (2011) On the resource allocation and pricing strategies in Compute Clouds using bargaining approaches. 17th IEEE International Conference on Networks (ICON), pp 147–152 Iyer GN, Veeravalli B (2011) On the resource allocation and pricing strategies in Compute Clouds using bargaining approaches. 17th IEEE International Conference on Networks (ICON), pp 147–152
6.
go back to reference Oprescu A, Kielmann T (2010) Bag-of-tasks scheduling under budget constraints. IEEE second international conference on cloud computing technology and science (CloudCom), pp 351–359 Oprescu A, Kielmann T (2010) Bag-of-tasks scheduling under budget constraints. IEEE second international conference on cloud computing technology and science (CloudCom), pp 351–359
7.
go back to reference Jain N, Menache I, Naor J, Yaniv J (2012) Near-optimal scheduling mechanisms for deadline-sensitive jobs in large computing cluster. In: Proceedings of the twenty-fourth annual ACM symposium on parallelism in algorithms and architectures, pp 255–266 Jain N, Menache I, Naor J, Yaniv J (2012) Near-optimal scheduling mechanisms for deadline-sensitive jobs in large computing cluster. In: Proceedings of the twenty-fourth annual ACM symposium on parallelism in algorithms and architectures, pp 255–266
8.
go back to reference Pawar CS, Wagh RB (2012) Priority based dynamic resource allocation in Cloud computing. International Symposium on Cloud and Services Computing (ISCOS), pp 1–6 Pawar CS, Wagh RB (2012) Priority based dynamic resource allocation in Cloud computing. International Symposium on Cloud and Services Computing (ISCOS), pp 1–6
9.
go back to reference Silas S, Rajsingh EB, Kirubakaran E (2012) Efficient service selection middleware using ELECTRE methodology for cloud environments. Inf Technol J 11(7):868–875CrossRef Silas S, Rajsingh EB, Kirubakaran E (2012) Efficient service selection middleware using ELECTRE methodology for cloud environments. Inf Technol J 11(7):868–875CrossRef
10.
go back to reference Bölöni L, Turgut D (2017) Value of information based scheduling of cloud computing resources. Futur Gener Comput Syst 71:212–220CrossRef Bölöni L, Turgut D (2017) Value of information based scheduling of cloud computing resources. Futur Gener Comput Syst 71:212–220CrossRef
11.
go back to reference Galli G, Gebert AD, Otten LJ (2013) Available processing resources influence encoding-related brain activity before an event. Cortex 49:2239–2248CrossRef Galli G, Gebert AD, Otten LJ (2013) Available processing resources influence encoding-related brain activity before an event. Cortex 49:2239–2248CrossRef
13.
go back to reference Zhang Q, Cheng L, Boutaba Cloud computing: state-of-the-art and research challenges. J Internet Serv Appl 1(1):7–18CrossRef Zhang Q, Cheng L, Boutaba Cloud computing: state-of-the-art and research challenges. J Internet Serv Appl 1(1):7–18CrossRef
14.
go back to reference Ahamed SI, Sharmin M (2008) A trust-based secure service discovery (TSSD) model for pervasive computing. Comput Commun 31(18):4281–4293CrossRef Ahamed SI, Sharmin M (2008) A trust-based secure service discovery (TSSD) model for pervasive computing. Comput Commun 31(18):4281–4293CrossRef
15.
go back to reference Zhou J, Abdullah NA, Shi Z (2011) A hybrid P2P approach to service discovery in the cloud. Int J Info Technol Comput Sci 3:1–9 Zhou J, Abdullah NA, Shi Z (2011) A hybrid P2P approach to service discovery in the cloud. Int J Info Technol Comput Sci 3:1–9
16.
go back to reference Wang Y, Vassileva J (2007) Toward trust and reputation based web service selection: a survey. Int Trans Syst Sci Appl (ITSSA) J 3(2):118–132 Wang Y, Vassileva J (2007) Toward trust and reputation based web service selection: a survey. Int Trans Syst Sci Appl (ITSSA) J 3(2):118–132
17.
go back to reference Wendell P, Jiang JW, Freedman MJ, Rexford J DONAR: decentralized server selection for cloud services. In: Proceedings of the ACM SIGCOMM 2010 conference, New Delhi, India, pp 231–242 Wendell P, Jiang JW, Freedman MJ, Rexford J DONAR: decentralized server selection for cloud services. In: Proceedings of the ACM SIGCOMM 2010 conference, New Delhi, India, pp 231–242
18.
go back to reference Silas S, Rajsingh EB, Ezra K (2013) An efficient service selection framework for pervasive environments. Int J Wirel Mob Comput 6(1):80–90CrossRef Silas S, Rajsingh EB, Ezra K (2013) An efficient service selection framework for pervasive environments. Int J Wirel Mob Comput 6(1):80–90CrossRef
19.
go back to reference Vickson RG (1980) Choosing the job sequence and processing times to minimize total processing plus flow cost on a single machine. Oper Res 28(5):115–167MathSciNetCrossRef Vickson RG (1980) Choosing the job sequence and processing times to minimize total processing plus flow cost on a single machine. Oper Res 28(5):115–167MathSciNetCrossRef
Metadata
Title
Preferential Resource Selection and Scheduling of Cloud Resources Pivot on Value of Information
Authors
Renu Suresh Ganvir
Salaja Silas
Elijah Blessing Rajsingh
Copyright Year
2020
DOI
https://doi.org/10.1007/978-3-030-24051-6_57