Validity Frame Supported Digital Twin Design of Complex Cyber-Physical Systems

Bert Van Acker, Joost Mertens, P. De Meulenaere, J. Denil
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引用次数: 5

Abstract

Digital twins, that is, system models that track a specific system instance, enable various new possibilities in the domains of industry 4.0 and Cyber-Physical Systems. At their core, they consist of models and large amounts of data. Those models often abstract away or linearize parts of the system. Thus, to correctly interpret the output data of the digital twin, one must reason about the model's valid operation region. This paper introduces an approach based on the Validity Frames concept to support this validity reasoning and ensure valid model use within the digital twins context. A Validity Frame encapsulates additional validity data of a model, and is especially suited for checking model validity, hence the name. Additionally, the approach also enables a partly automated commissioning of the digital twin. We demonstrate the automated commissioning process with an academic case study.
基于有效性框架的复杂信息物理系统数字孪生设计
数字孪生,即跟踪特定系统实例的系统模型,在工业4.0和网络物理系统领域中实现了各种新的可能性。它们的核心是由模型和大量数据组成。这些模型通常抽象或线性化系统的部分。因此,为了正确地解释数字孪生的输出数据,必须对模型的有效操作区域进行推理。本文介绍了一种基于有效性框架概念的方法来支持这种有效性推理,并确保模型在数字孪生环境下的有效使用。有效性框架封装了模型的额外有效性数据,特别适合于检查模型有效性,因此得名。此外,该方法还可以实现数字孪生体的部分自动化调试。我们通过一个学术案例研究来演示自动调试过程。
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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