A Semantically Rich Framework to Automate Cloud Service Level Agreements

被引:7
|
作者
Ganapathy, Divya Natolana [1 ]
Joshi, Karuna Pande [2 ]
机构
[1] Univ Maryland, Comp Sci & Elect Engn Dept, Baltimore, MD 21250 USA
[2] Univ Maryland, Informat Syst Dept, Baltimore, MD 21250 USA
关键词
Service level agreements; Cloud computing; Measurement; Standards; Feature extraction; Ontologies; NIST; semantic cloud services; semantic Web; deontic logic; actor determination; natural language processing; and text mining;
D O I
10.1109/TSC.2022.3140585
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Consumers evaluate and choose cloud-based services based on the Service Level Agreements (SLA). These agreements list the service terms and metrics to be agreed upon by the service providers and the customers. Current cloud SLAs are text documents that require significant manual effort to parse and determine if providers meet the SLAs. Moreover, due to the lack of standardization, providers differ in the way they define the terms and metrics, making it more difficult to compare different provider SLAs. We have developed a novel framework to significantly automate the process of extracting knowledge embedded in cloud SLAs and representing it in a semantically rich knowledge graph helping the user to make a calculated decision in choosing a provider. Our framework captures the key terms, measures, and deontic rules, in the form of obligations and permissions present in the cloud SLAs. In this article, we discuss our framework, technique, and challenges in automating the cloud services agreement. We also describe our results and their validation against well-established standards.
引用
收藏
页码:53 / 64
页数:12
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