Signature-based Selection of IaaS Cloud Services

被引:3
|
作者
Fattah, Sheik Mohammad Mostakim [1 ]
Bouguettaya, Athman [1 ]
Mistry, Sajib [2 ]
机构
[1] Univ Sydney, Sch Comp Sci, Sydney, NSW, Australia
[2] Curtin Univ, Sch Elect Engn Comp & Math Sci, Perth, WA, Australia
基金
澳大利亚研究理事会;
关键词
Free Trials; Long-term Performance; Service Selection; IaaS Signatures; Frequency Distribution Analysis; PERFORMANCE;
D O I
10.1109/ICWS49710.2020.00014
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We propose a novel approach to select IaaS cloud services for a long-term period where the service providers offer limited QoS information. The proposed approach leverages free short-term trials to obtain the previously undisclosed QoS information. A new significance-based trial scheme is proposed using frequency distribution analysis to test a consumer's long-term workloads in a short trial. We introduce a novel IaaS signature technique to uniquely identify the variability of a provider's QoS performance. A Signature-based QoS Performance Discovery (SPD) algorithm is proposed which leverages the combination of free trials and IaaS signatures. A set of exhaustive experiments with real-world datasets is conducted to evaluate the proposed approach.
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页码:50 / 57
页数:8
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