Capturing and Reporting Provenance Information of Simulation Studies Based on an Artifact-Based Workflow Approach

Andreas Ruscheinski, Pia Wilsdorf, Marcus Dombrowsky, A. Uhrmacher
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引用次数: 10

Abstract

Provenance comprises information about how a product has been generated in a process. Thus, provenance information about an entire simulation study would support the interpretation and reuse of the developed simulation model and simulation experiments. However, current approaches only support to capture parts of the provenance information of a simulation study, i.e., the provenance information of the simulation data generated by individual simulation experiments. In this work, we extend a declarative, artifact-based workflow to capture provenance information about an entire simulation by observing the user in the study process. The workflow relates the building processes of central products of a simulation study, such as the conceptual model, requirements, input data, simulation model, and simulation experiments. Additionally, the workflow guides the modeler through the simulation study process while ensuring the consistency between its products. Further, we also develop different strategies to report the captured provenance information. These enable the user to respectively understand the simulation study at different levels of abstractions.
基于工件工作流方法的仿真研究溯源信息捕获与报告
出处包括关于产品如何在流程中生成的信息。因此,关于整个模拟研究的来源信息将支持已开发的模拟模型和模拟实验的解释和重用。然而,目前的方法只支持捕获模拟研究的部分溯源信息,即单个模拟实验产生的模拟数据的溯源信息。在这项工作中,我们扩展了一个声明性的、基于工件的工作流,通过观察研究过程中的用户来获取关于整个模拟的来源信息。工作流涉及仿真研究的中心产品的构建过程,例如概念模型、需求、输入数据、仿真模型和仿真实验。此外,工作流指导建模者通过仿真研究过程,同时确保其产品之间的一致性。此外,我们还开发了不同的策略来报告捕获的来源信息。这些使用户能够在不同的抽象层次上分别理解模拟研究。
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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