Scientific workflow reuse through conceptual workflows on the virtual imaging platform

Nadia Cerezo, J. Montagnat
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引用次数: 12

Abstract

An increasing number of scientific experiments are "in-silico": carried out at least partially using computers. Scientific Workflows have become a key tool to model and implement such experiments, but they tangle domain knowledge, technical know-how and non-functional concerns and are, as a result, difficult to understand, reuse or repurpose. In order to ease Scientific Workflow Reuse, this paper defines a Conceptual Workflow model that is closer to the end-user's domain and intentions. By placing our model higher on the abstraction scale, we can separate concerns and emphasize the in-silico experiment inside the workflow, thus improving readability and re-usability. The conceptual representation can then be transformed into a regular Abstract Scientific Workflow, exploiting both domain and non-functional knowledge that are captured and harnessed through the use of Semantic Web technologies.
在虚拟成像平台上通过概念工作流实现科学的工作流重用
越来越多的科学实验是“计算机化”的:至少部分是用计算机完成的。科学工作流已经成为建模和实现此类实验的关键工具,但是它们将领域知识、技术诀窍和非功能关注点纠缠在一起,因此难以理解、重用或重新利用。为了便于科学的工作流重用,本文定义了一个更接近最终用户领域和意图的概念工作流模型。通过将我们的模型置于更高的抽象级别,我们可以分离关注点并强调工作流内部的计算机实验,从而提高可读性和可重用性。然后可以将概念表示转换为常规的抽象科学工作流,利用通过使用语义Web技术捕获和利用的领域和非功能知识。
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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