Towards an accurate evaluation of quality of cloud service in service-oriented cloud computing

被引:128
作者
Wang, Shangguang [1 ]
Liu, Zhipiao [1 ]
Sun, Qibo [1 ]
Zou, Hua [1 ]
Yang, Fangchun [1 ]
机构
[1] Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching Technol, Beijing 100876, Peoples R China
基金
中国博士后科学基金;
关键词
Service-oriented cloud computing; Cloud service; QoCS; Fuzzy synthetic decision; Cloud model; Fuzzy logic control; MODELS; QOS; SELECTION;
D O I
10.1007/s10845-012-0661-6
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Cloud computing promises to provide high quality, on-demand services with service-oriented architecture. However, cloud service typically come with various levels of services and performance characteristics, which makes Quality of Cloud Service (QoCS) high variance. Hence, it is difficult for the users to evaluate these cloud services and select them to fit their QoCS requirements. In this paper, we propose an accurate evaluation approach of QoCS in service-oriented cloud computing. We first employ fuzzy synthetic decision to evaluate cloud service providers according to cloud users' preferences and then adopt cloud model to computing the uncertainty of cloud services based on monitored QoCS data. Finally, we obtain the evaluation results of QoCS using fuzzy logic control. The simulation results demonstrate that our proposed approach can perform an accurate evaluation of QoCS in service-oriented cloud computing.
引用
收藏
页码:283 / 291
页数:9
相关论文
共 35 条
[1]   Selecting the optimal shift numbers using fuzzy control model: a paint factory's facility application [J].
Adali, Mehmet Riza ;
Taskin, Mehmet Fatih ;
Taskin, Harun .
JOURNAL OF INTELLIGENT MANUFACTURING, 2009, 20 (02) :267-272
[2]  
[Anonymous], 2010, Performance analysis of high performance computing applications on the amazon web services cloud
[3]   Adaptive service composition in flexible processes [J].
Ardagna, Danilo ;
Pernici, Barbara .
IEEE TRANSACTIONS ON SOFTWARE ENGINEERING, 2007, 33 (06) :369-384
[4]  
Chazalet A., 2010, Proceedings Fifth International Conference on Software Engineering Advances (ICSEA 2010), P184, DOI 10.1109/ICSEA.2010.35
[5]  
Chazalet A., 2010, 2010 IEEE 3rd International Conference on Cloud Computing (CLOUD 2010), P297, DOI 10.1109/CLOUD.2010.15
[6]  
Chuan D, 2011, J CONVERG, V2, P53
[7]   Dynamic QoS Adaptation for Mobile Middleware [J].
Chuang, Siu-Nam ;
Chan, Alvin T. S. .
IEEE TRANSACTIONS ON SOFTWARE ENGINEERING, 2008, 34 (06) :738-752
[8]  
Dominguez-Sal David, 2010, International Journal of Information Technology, Communications and Convergence, V1, P41, DOI 10.1504/IJITCC.2010.035226
[9]   Modeling and analysis of packing properties through a fuzzy inference system [J].
Erginel, Nihal .
JOURNAL OF INTELLIGENT MANUFACTURING, 2010, 21 (06) :869-874
[10]  
Ferretti Stefano, 2010, 2010 IEEE 3rd International Conference on Cloud Computing (CLOUD 2010), P321, DOI 10.1109/CLOUD.2010.17