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A multi-tenant hierarchical modeling for cloud computing workload
An C.1; Zhou J.1; Liu S.1; Geihs K.2
2016-10-01
Source PublicationIntelligent Automation and Soft Computing
ISSN2326005X 10798587
Volume22Issue:4Pages:579-586
AbstractDiverse realistic workloads are urgently needed by SaaS providers and researchers to study the cloud environment. Workload model is an important way to specify and produce workloads. However, existing workload models are usually simplified. They cannot comprehensively describe the variations of the behaviors in user-level, application-level and service level in real environment. Moreover, existing workload models are aimed to only specific applications. They fail to support multi-users, multi-applications and multi-service-units in one workload model. To solve the problem, a hierarchical workload modeling approach is proposed in this paper. The approach constructs a cloud workload model on three layers: User, application, service-units. At each layer two key time-varying variations are captured; amount and composition. Then the workload model is the superposition of the three layers. The approach provides a unified model for different applications and various user behaviors. The experiments give the hierarchical workload models of three examples, which applications are Bag-of-Tasks, MapReduce and self-contained service-units. The experimental results show the flexibility of the novel workload modeling. Finally, architecture of a workload generator based on the model is given.
KeywordCloud computing hierarchical workload model workload generator
DOI10.1080/10798587.2016.1152774
URLView the original
Language英語
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Cited Times [WOS]:1   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
CollectionUniversity of Macau
Affiliation1.Inner Mongolia University China
2.Universität Kassel
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GB/T 7714
An C.,Zhou J.,Liu S.,et al. A multi-tenant hierarchical modeling for cloud computing workload[J]. Intelligent Automation and Soft Computing,2016,22(4):579-586.
APA An C.,Zhou J.,Liu S.,&Geihs K..(2016).A multi-tenant hierarchical modeling for cloud computing workload.Intelligent Automation and Soft Computing,22(4),579-586.
MLA An C.,et al."A multi-tenant hierarchical modeling for cloud computing workload".Intelligent Automation and Soft Computing 22.4(2016):579-586.
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