DocumentCode :
38884
Title :
A Truthful Dynamic Workflow Scheduling Mechanism for Commercial Multicloud Environments
Author :
Fard, Hamid Mohammadi ; Prodan, Radu ; Fahringer, Thomas
Author_Institution :
Inst. for Comput. Sci., Univ. of Innsbruck, Innsbruck, Austria
Volume :
24
Issue :
6
fYear :
2013
fDate :
Jun-13
Firstpage :
1203
Lastpage :
1212
Abstract :
The ultimate goal of cloud providers by providing resources is increasing their revenues. This goal leads to a selfish behavior that negatively affects the users of a commercial multicloud environment. In this paper, we introduce a pricing model and a truthful mechanism for scheduling single tasks considering two objectives: monetary cost and completion time. With respect to the social cost of the mechanism, i.e., minimizing the completion time and monetary cost, we extend the mechanism for dynamic scheduling of scientific workflows. We theoretically analyze the truthfulness and the efficiency of the mechanism and present extensive experimental results showing significant impact of the selfish behavior of the cloud providers on the efficiency of the whole system. The experiments conducted using real-world and synthetic workflow applications demonstrate that our solutions dominate in most cases the Pareto-optimal solutions estimated by two classical multiobjective evolutionary algorithms.
Keywords :
Pareto optimisation; cloud computing; evolutionary computation; natural sciences computing; pricing; scheduling; workflow management software; Pareto-optimal solutions; classical multiobjective evolutionary algorithms; commercial multicloud environments; completion time minimization; monetary cost; pricing model; real-world workflow applications; scientific workflows; selfish behavior; single task scheduling; social cost; synthetic workflow applications; truthful dynamic workflow scheduling mechanism; Dynamic scheduling; Game theory; Games; Heuristic algorithms; Optimization; Processor scheduling; Workflow scheduling; game theory; multicloud environment; reverse auction; truthful mechanism;
fLanguage :
English
Journal_Title :
Parallel and Distributed Systems, IEEE Transactions on
Publisher :
ieee
ISSN :
1045-9219
Type :
jour
DOI :
10.1109/TPDS.2012.257
Filename :
6295608
Link To Document :
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