JOURNAL ARTICLE

Improved Scheduling Algorithm for Instance-Intensive Cloud Workflow

Guojun ShengYimin ZhangYanling Li

Year: 2019 Journal:   2019 2nd International Conference on Safety Produce Informatization (IICSPI) Vol: 29 Pages: 636-638

Abstract

Aimed at optimizing the efficiency of resource scheduling problem in cloud environment, an improved scheduling algorithm is proposed for instance-intensive cloud workflow. It used the direct acyclic graph to model the workflow process, and then the clustering method is employed to classify the cloud service resources, and optimize the resource strategy to match the execution time and cost of the entire workflow instance. The experimental results show that the algorithm can effectively improve the efficiency and reduce the cost of using cloud resources for scheduling the instance-intensive cloud workflows.

Keywords:
Computer science Workflow Cloud computing Distributed computing Scheduling (production processes) Workflow management system Dynamic priority scheduling Fair-share scheduling Cluster analysis Directed acyclic graph Two-level scheduling Algorithm Database Quality of service Operating system Mathematical optimization Artificial intelligence Computer network

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Cited By
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FWCI (Field Weighted Citation Impact)
11
Refs
0.41
Citation Normalized Percentile
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Citation History

Topics

Cloud Computing and Resource Management
Physical Sciences →  Computer Science →  Information Systems
Distributed and Parallel Computing Systems
Physical Sciences →  Computer Science →  Computer Networks and Communications
Scientific Computing and Data Management
Social Sciences →  Decision Sciences →  Information Systems and Management

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