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A Chemistry-Inspired Workflow Management System for Scientific Applications in Clouds

机译:化学启发的工作流管理系统,用于云中的科学应用

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With the proliferation of Web Services, scientific applications are more and more designed as temporal compositions of services, commonly referred to as, workflows. To address this paradigm shift, different workflow management systems have been proposed. If their efficiency has been established over centralized reliable systems, it is questionable over highly decentralized failure-prone platforms. Scientific applications recently started to be deployed over clouds, leading to new issues, like elasticity, i.e., the possibility to dynamically refine, at runtime, the amount of resources dedicated to an application. This raised a new demand for programming models, able to express autonomic self-coordination of services in a dynamic, elastic platform. Chemistry-inspired computing recently regained momentum in this context, naturally expressing parallelism, distribution, and autonomic behaviors. While its high expressiveness and adequacy for this context has been established, the chemical model severely suffers from a lack of proof of concepts. In this paper, we concretely show how to leverage such models in this context. We focus on the design, the implementation and the experimental validation of a chemistry-inspired scientific workflow management system.
机译:随着Web服务的激增,越来越多的科学应用程序被设计为服务的时间组成,通常称为工作流。为了解决这种模式转变,已经提出了不同的工作流管理系统。如果它们的效率是通过集中式可靠系统建立的,那么在高度分散的易发生故障的平台上就值得怀疑。最近开始将科学应用程序部署在云上,从而导致出现新问题,例如弹性,即在运行时动态优化专用于应用程序的资源量的可能性。这就提出了对编程模型的新需求,该模型能够在动态,灵活的平台中表达服务的自主协调性。受化学启发的计​​算最近在这种情况下恢复了发展势头,自然地表达了并行性,分布和自主行为。虽然已经确立了它在这种情况下的高表达能力和适当性,但是化学模型严重缺乏概念证明。在本文中,我们具体显示了如何在这种情况下利用这些模型。我们专注于以化学为灵感的科学工作流程管理系统的设计,实施和实验验证。

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