Towards Agents and Ontology for Cloud Service Discovery

Jaeyong Kang, K. Sim
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引用次数: 65

Abstract

Cloud computing has attracted great interest from both academic and industrial communities. However, only a few efforts have been devoted to building tools for supporting Cloud service discovery. In this paper, we present a four-stage, agent-based Cloud service discovery protocol. Utilizing an ontology description, in which each resource is described semantically and relatively to other resources, we develop a multi-agent system that cooperates efficiently by introducing a flexible ontology-based matching. To increase the utility and success rate of matching consumers' requests to resources, we use a database to store and keep track of historical data for making intelligent recommendation based on attribute value prediction. Empirical results show that when broker agents in our system use a Cloud ontology and a connection procedure with a recommendation stage achieved better performance in finding the appropriate Cloud services than when broker agents 1) use only the connection procedure but not the Cloud ontology and 2) do not use both the connection procedure and the Cloud ontology.
面向云服务发现的代理和本体研究
云计算已经引起了学术界和工业界的极大兴趣。然而,在构建支持云服务发现的工具方面只做了很少的努力。在本文中,我们提出了一个四阶段的、基于代理的云服务发现协议。利用本体描述,其中每个资源都是语义描述的,并且相对于其他资源,我们开发了一个多智能体系统,通过引入灵活的基于本体的匹配来有效地合作。为了提高消费者对资源请求匹配的实用性和成功率,我们使用数据库存储和跟踪历史数据,并基于属性值预测进行智能推荐。实证结果表明,当我们的系统中的代理代理使用云本体和具有推荐阶段的连接过程时,代理代理在寻找合适的云服务方面取得了比1)只使用连接过程而不使用云本体和2)不同时使用连接过程和云本体时更好的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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