Workflow support typically focuses on single simulation experiments. This is also the case for simulation based on finite element methods. If entire simulation studies shall be supported, flexible means for intertwining revising the model, collecting data, executing and analyzing experiments are required. Artifact-based workflows present one means to support entire simulation studies, as has been shown for stochastic discrete-event simulation. To adapt the approach to finite element methods, the set of artifacts, i.e., conceptual model, requirement, simulation model, and simulation experiment, and the constraints that apply are extended by new artifacts, such as geometrical model, input data, and simulation data. Artifacts, their life cycles, and constraints are revisited revealing features both types of simulation studies share and those they vary in. Also, the potential benefits of exploiting an artifact-based workflow approach are shown based on a concrete simulation study. To those benefits belong guidance to systematically conduct simulation studies, reduction of effort by automatically executing specific steps, e.g., generating and executing convergence tests, and support for the automatic reporting of provenance.
翻译:工作流量支持通常侧重于单一模拟实验,这也是基于有限元素方法进行模拟的例子。如果整个模拟研究应得到支持,则需要灵活的方式将模型修订、收集数据、执行和分析实验结合起来。基于人工的工作流程为支持整个模拟研究提供了一种手段,如用于随机离散的模拟所显示的那样。为调整对有限元素方法的处理方法,成套文物,即概念模型、要求、模拟模型和模拟实验,以及诸如几何模型、输入数据和模拟数据等新文物所施加的限制。对人工、其生命周期和制约因素的重新审视揭示了两种模拟研究的特征,其份额和范围各不相同。此外,利用基于人工的工作流程方法的潜在好处也以具体的模拟研究为基础。这些好处包括指导系统进行模拟研究,通过自动执行具体步骤减少努力,例如生成和执行趋同测试,以及支持自动报告证明。