Cost minimization for deadline-constrained bag-of-tasks applications in federated hybrid clouds
A mathematical programming model is proposed for a resource allocation problem in federated clouds, where bag-of-tasks (BoT) applications are assigned to instance types with different costs and performance levels. The proposed model is a binary linear programming problem containing deadline and reso...
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| Veröffentlicht in: | Future generation computer systems Jg. 71; S. 113 - 128 |
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| Format: | Journal Article |
| Sprache: | Englisch |
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Elsevier B.V
01.06.2017
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| ISSN: | 0167-739X, 1872-7115 |
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| Abstract | A mathematical programming model is proposed for a resource allocation problem in federated clouds, where bag-of-tasks (BoT) applications are assigned to instance types with different costs and performance levels. The proposed model is a binary linear programming problem containing deadline and resource constraints in the cloud federations and by the objective of minimizing the total cost of applications. These constraints and objective are explicitly expressed using mathematical functions, and the model is solved with the CPLEX solver. This paper also discusses a post-optimality analysis that deals with stability in assignment problems. Numerical results show that the optimal cost and optimal solutions in the cloud federations are lower and more stable, respectively, than those presented by single-provider clouds. In contrast to optimality in single-provider clouds, that in the cloud federations is less sensitive to input data.
•The cost of bag-of-tasks applications in a federated cloud is minimized.•Cost minimization is modeled as a binary linear programming problem.•The proposed model is solved with the CPLEX solver.•The sensitivity of optimal solutions to input data is investigated. |
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| AbstractList | A mathematical programming model is proposed for a resource allocation problem in federated clouds, where bag-of-tasks (BoT) applications are assigned to instance types with different costs and performance levels. The proposed model is a binary linear programming problem containing deadline and resource constraints in the cloud federations and by the objective of minimizing the total cost of applications. These constraints and objective are explicitly expressed using mathematical functions, and the model is solved with the CPLEX solver. This paper also discusses a post-optimality analysis that deals with stability in assignment problems. Numerical results show that the optimal cost and optimal solutions in the cloud federations are lower and more stable, respectively, than those presented by single-provider clouds. In contrast to optimality in single-provider clouds, that in the cloud federations is less sensitive to input data.
•The cost of bag-of-tasks applications in a federated cloud is minimized.•Cost minimization is modeled as a binary linear programming problem.•The proposed model is solved with the CPLEX solver.•The sensitivity of optimal solutions to input data is investigated. |
| Author | PourKarimi, Latif Zargari, Farzad Abdi, Somayeh Ahmadi, Mahmood |
| Author_xml | – sequence: 1 givenname: Somayeh surname: Abdi fullname: Abdi, Somayeh email: s.abdi@srbiau.ac.ir organization: Department of Computer Engineering, Science and Research Branch, Islamic Azad University, Tehran, Iran – sequence: 2 givenname: Latif surname: PourKarimi fullname: PourKarimi, Latif email: l.pourkarimi@razi.ac.ir organization: Department of Mathematics, Razi University, Kermanshah, Iran – sequence: 3 givenname: Mahmood surname: Ahmadi fullname: Ahmadi, Mahmood email: m.ahmadi@razi.ac.ir organization: Computer Engineering and Information Technology Department, Razi University, Kermanshah, Iran – sequence: 4 givenname: Farzad surname: Zargari fullname: Zargari, Farzad email: zargari@itrc.ac.ir organization: Information Technology Faculty, Iran Telecom Research Center, Tehran, Iran |
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| Keywords | Cost minimization Scheduling Bag-of-tasks applications Binary linear programming Deadline constrained Federated hybrid clouds |
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| SubjectTerms | Bag-of-tasks applications Binary linear programming Cost minimization Deadline constrained Federated hybrid clouds Scheduling |
| Title | Cost minimization for deadline-constrained bag-of-tasks applications in federated hybrid clouds |
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