论文标题

数字双胞胎的全面评论 - 第1部分:建模和孪生启用技术

A Comprehensive Review of Digital Twin -- Part 1: Modeling and Twinning Enabling Technologies

论文作者

Thelen, Adam, Zhang, Xiaoge, Fink, Olga, Lu, Yan, Ghosh, Sayan, Youn, Byeng D., Todd, Michael D., Mahadevan, Sankaran, Hu, Chao, Hu, Zhen

论文摘要

作为行业4.0时代的一项新兴技术,数字双胞胎正在获得前所未有的关注,因为它有望通过将物理世界全面地建模为一组相互联系的数字模型,从而进一步优化过程设计,质量控制,健康监测,决策和政策制定,以及更多。在一系列两部分的论文中,我们研究了不同建模技术,孪生启用技术的基本作用以及数字双胞胎常用的不确定性量化和优化方法。第一篇论文介绍了目前从事这一研究领域的许多学科的数字双胞胎趋势的详尽文献回顾。然后,通过将数据分类为两个主要类别:基于数据流的方向,将数字双重建模和孪生启用技术进一步分析:物理到虚拟的和虚拟物理。最后,本文在未来十年中提供了有关数字双技术轨迹的观点,并介绍了一些新兴研究领域,这些领域可能在未来的数字双胞胎研究中很可能有很大的用途。在本综述的第二部分中,讨论了不确定性量化和优化的作用,展示了电池数字双胞胎,并共享了数字双胞胎未来的更多观点。

As an emerging technology in the era of Industry 4.0, digital twin is gaining unprecedented attention because of its promise to further optimize process design, quality control, health monitoring, decision and policy making, and more, by comprehensively modeling the physical world as a group of interconnected digital models. In a two-part series of papers, we examine the fundamental role of different modeling techniques, twinning enabling technologies, and uncertainty quantification and optimization methods commonly used in digital twins. This first paper presents a thorough literature review of digital twin trends across many disciplines currently pursuing this area of research. Then, digital twin modeling and twinning enabling technologies are further analyzed by classifying them into two main categories: physical-to-virtual, and virtual-to-physical, based on the direction in which data flows. Finally, this paper provides perspectives on the trajectory of digital twin technology over the next decade, and introduces a few emerging areas of research which will likely be of great use in future digital twin research. In part two of this review, the role of uncertainty quantification and optimization are discussed, a battery digital twin is demonstrated, and more perspectives on the future of digital twin are shared.

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