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Valid (Re-)Use of Models-of-the-Physics in Cyber-Physical Systems Using Validity Frames

机译:使用有效性框架在网络物理系统中有效(重新)使用物理模型

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Modelling and Simulation techniques play a key role in the design of Software-Intensive and Cyber-Physical Systems. They enable not only early virtual integration of the different parts of the system but also the use of the dynamic behavior of the physical system in the control algorithms, to cope with the continuous demand for improved system control and performance. These physics-based high-fidelity models are mostly numerically-intensive that cannot be deployed on restricted embedded targets without altering the model. Altering these high-fidelity models, e.g. by performing mathematical reductions, decreases the model(re-)usability if the range-of-validity of this model is not formally captured. In this paper, we report on a framework to formally capture the range-of-validity of models-of-the-physics. The needed meta-information to grasp the range-of-validity is captured within a Validity Frame, together with the necessary experimenting and selection methods to increase re-use of physics-based system models. An academic case study is performed to demonstrate the proposed methodology.
机译:建模和仿真技术在软件密集型和网络物理系统的设计中起着关键作用。它们不仅可以实现系统不同部分的早期虚拟集成,而且还可以在控制算法中使用物理系统的动态行为,以应对不断提高的系统控制和性能的需求。这些基于物理的高保真模型大部分都是数字密集型模型,如果不更改模型,就无法部署在受限的嵌入式目标上。更改这些高保真模型,例如通过执行数学上的约简,如果未正式捕获此模型的有效范围,则会降低模型的可重用性。在本文中,我们报告了一个框架,以正式捕获物理模型的有效范围。在有效性框架内捕获了掌握有效范围所需的元信息,以及必要的实验和选择方法,以增加对基于物理的系统模型的重用。进行了一个学术案例研究,以证明所提出的方法。

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