Reliability and Availability Evaluation for Cloud Data Center Networks Using Hierarchical Models

被引:43
作者
Nguyen, Tuan Anh [1 ,2 ]
Min, Dugki [2 ]
Choi, Eunmi [3 ]
Thang, Iran Duc [4 ]
机构
[1] Konkuk Univ, Univ Ind Cooperat Fdn, Off Res, Seoul 05029, South Korea
[2] Konkuk Univ, Dept Comp Engn, Seoul 05029, South Korea
[3] Kookmin Univ, Sch Management Informat Syst, Seoul 02707, South Korea
[4] Vietnam Acad Sci & Technol, Inst Informat Technol, Hanoi 1000, Vietnam
关键词
Data center network (DCN); reliability; availability; hierarchical modeling; reliability graph (RG); fault tree (FT); stochastic reward net (SRN); SERVER VIRTUALIZED SYSTEM; DATA BACKUP; SOFTWARE REJUVENATION; DEPENDABILITY; PERFORMANCE; SUSTAINABILITY; RECOVERY;
D O I
10.1109/ACCESS.2019.2891282
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Modeling a cloud computing center is crucial to evaluate and predict its inner connectivity reliability and availability. Many previous studies on system availability/reliability assessment of virtualized systems consisting of singular servers in cloud data centers have been reported. In this paper, we propose a hierarchical modeling framework for the reliability and availability evaluation of tree-based data center networks. The hierarchical model consists of three layers, including 1) reliability graphs in the top layer to model the system network topology; 2) a fault-tree to model the architecture of the subsystems; and 3) stochastic reward nets to capture the behaviors and dependency of the components in the subsystems in detail. Two representative data center networks based on three-tier and fat-tree topologies are modeled and analyzed in a comprehensive manner. We specifically consider a number of case-studies to investigate the impact of networking and management on cloud computing centers. Furthermore, we perform various detailed analyses with regard to reliability and availability measures for the system models. The analysis results show that appropriate networking to optimize the distribution of nodes within the data center networks can enhance the reliability/availability. The conclusion of this paper can be used toward the practical management and the construction of cloud computing centers.
引用
收藏
页码:9273 / 9313
页数:41
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