论文标题

从人工智能的角度来看数字

The DigitalTwin from an Artificial Intelligence Perspective

论文作者

Niggemann, Oliver, Diedrich, Alexander, Kuehnert, Christian, Pfannstiel, Erik, Schraven, Joshua

论文摘要

基于人工智能和机器学习的网络物理系统的服务需要虚拟代表物理。为了减少建模工作并同步结果,对于每个系统,需要在整个系统生命周期中使用的所有服务使用的常见和独特的虚拟表示,即DigitalTwin。在本文中,定义了这样的DigitalTwin,即AI参考模型AITWIN。通过使用过程行业的运行示例以及分析最近项目中所做的工作,可以验证此参考模型。

Services for Cyber-Physical Systems based on Artificial Intelligence and Machine Learning require a virtual representation of the physical. To reduce modeling efforts and to synchronize results, for each system, a common and unique virtual representation used by all services during the whole system life-cycle is needed, i.e. a DigitalTwin. In this paper such a DigitalTwin, namely the AI reference model AITwin, is defined. This reference model is verified by using a running example from process industry and by analyzing the work done in recent projects.

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