NDLI: A Level-Wise Load Balanced Scientific Workflow Execution Optimization using NSGA-II

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A Level-Wise Load Balanced Scientific Workflow Execution Optimization using NSGA-II

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A Level-Wise Load Balanced Scientific Workflow Execution Optimization using NSGA-II

Content Provider	ACM Digital Library
Author	Thant, Phyo Thandar Schlueter, Martin Munetomo, Masaharu Powell, Courtney
Abstract	Over the past decade, cloud computing has grown in popularity for the processing of scientific applications as a result of the scalability of the cloud and the ready availability of on-demand computing and storage resources. It is also a cost-effective alternative for scientific workflow executions with a pay-per-use paradigm. However, providing services with optimal performance at the lowest financial resource deployment cost is still challenging. Several fine-grained tasks are included in scientific workflow applications, and efficient execution of these tasks according to their processing dependency to minimize the overall makespan during workflow execution is an important research area. In this paper, a system for level-wise workflow makespan optimization and virtual machine deployment cost minimization for overall workflow optimization in cloud infrastructure is proposed. Further, balanced task clustering, to ensure load balancing in different virtual machine instances at each workflow level during workflow execution, is also considered. The system retrieves the necessary workflow information from a directed acyclic graph and uses the non-dominated sorting genetic algorithm II (NSGA-II) to carry out multiobjective optimization. Pareto front solutions obtained for makespan time and instance resource deployment cost for several scientific workflow applications verify the efficacy of our system.
Starting Page	882
Ending Page	889
Page Count	8
File Format	PDF
ISBN	9781509066100
DOI	10.1109/CCGRID.2017.77
Language	English
Publisher	Association for Computing Machinery (ACM)
Publisher Date	2017-05-14
Access Restriction	Subscribed
Subject Keyword	Cloud computing Scientific workflow applications Nsga-ii Multiobjective optimization
Content Type	Text
Resource Type	Article

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