Title | ||
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A cost-optimal service selection approach for collaborative workflow execution in clouds |
Abstract | ||
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Today, there has been a strong demand of distributed collaboration in design and manufacturing, due to the acceleration of economic globalization and the popularity of virtual enterprises (VE) model. Because of the characteristics of cloud computing, such as elasticity and on-demand computing, it is promising to deploy and execute collaborative workflows that contain multiple tasks and services such as Computer-Aided Design (CAD) software components on cloud resources for supporting collaboration across enterprises. Specifically, how to cost-effectively select appropriate services to execute workflows within deadlines while without violating multiple constraints becomes an important issue. In this paper, through investigating the practical requirements of collaborative design workflow, we first formulate the issue of the cost-optimal cloud service selection for collaborative workflow executions as a multi-dimensional optimization problem with multiple constraints. Then we propose an effective approach based on genetic algorithms to address this problem for obtaining near-optimal solutions. Based on workload data derived from real-world systems, we conduct experiments which show that our approach outperforms traditional greedy algorithms in finding better solutions and it also provides real-time performance guarantees in real-world cloud computing environments. |
Year | DOI | Venue |
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2016 | 10.1109/CSCWD.2016.7566013 | 2016 IEEE 20th International Conference on Computer Supported Cooperative Work in Design (CSCWD) |
Keywords | Field | DocType |
collaborative workflow,service selection,cloud computing,Infrastructure as a Service | Workflow technology,Computer science,Knowledge management,Utility computing,Component-based software engineering,Workflow management system,Workflow,Genetic algorithm,Cloud testing,Cloud computing,Distributed computing | Conference |
ISBN | Citations | PageRank |
978-1-5090-1916-8 | 0 | 0.34 |
References | Authors | |
11 | 6 |
Name | Order | Citations | PageRank |
---|---|---|---|
Yi Wei | 1 | 2 | 2.05 |
Li Pan | 2 | 39 | 18.95 |
Dong Yuan | 3 | 768 | 48.06 |
Shijun Liu | 4 | 120 | 33.80 |
Lei Wu | 5 | 73 | 17.47 |
Xiangxu Meng | 6 | 308 | 60.76 |