基于刺激和时间意识的自适应志愿服务组合

Abdessalam Elhabbash, R. Bahsoon, P. Tiňo, Peter R. Lewis
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引用次数: 9

摘要

志愿服务组合(VSC)是指对志愿服务和资源进行组合的过程。这些服务通常发布到一个自愿资源池中。选择和组合决策往往会遇到许多不确定性:服务消费者和应用程序对这些服务几乎没有控制权,并且往往不确定它们对所需功能和非功能的支持程度。在本文中,我们提出了一个自我意识框架,实现了两个层次的意识,刺激意识和时间意识。前者响应环境的基本变化,而后者则考虑服务的历史表现。我们以志愿服务计算为例,展示了自我意识对自我适应的好处。我们比较了刺激和时间意识的方法与最近的排名方法从文献。结果表明,时间感知级别具有以较低的时间成本满足较多请求的优点。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Self-Adaptive Volunteered Services Composition through Stimulus- and Time-Awareness
Volunteered Service Composition (VSC) refers to the process of composing volunteered services and resources. These services are typically published to a pool of voluntary resources. Selection and composition decisions tend to encounter numerous uncertainties: service consumers and applications have little control of these services and tend to be uncertain about their level of support for the desired functionalities and non-functionalities. In this paper, we contribute to a self-awareness framework that implements two levels of awareness, Stimulus-awareness and Time-awareness. The former responds to basic changes in the environment while the latter takes into consideration the historical performance of the services. We have used volunteer service computing as an example to demonstrate the benefits that self-awareness can introduce to self-adaptation. We have compared the Stimulus- and Time-awareness approaches with a recent Ranking approach from the literature. The results show that the Time-awareness level has the advantage of satisfying higher number of requests with lower time cost.
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