开源数字孪生框架调查--案例研究法

Santiago Gil, Peter H. Mikkelsen, Cláudio Gomes, Peter G. Larsen
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摘要

近年来,数字孪生(DT)技术一直是学术界和工业界关注的话题。数字孪生旨在成为物理对应物的虚拟高保真再现。由于其复杂性,创建和运行 DT 需要多个组件,因此文献中提出了许多 DT 框架。也有许多关于 DT 的调查,但没有一个调查是自下而上的,有具体的例子,而且侧重于开源软件。本调查报告从 10 个不同维度分析了 14 个开源 DT 框架,然后根据其建模和技术领域将其分为 6 个不同组别,为读者提供创建和管理 DT 应用程序的不同选择,并了解这些工具的潜在组合、用途和局限性。报告还介绍了五种已探讨过的 DT 框架的案例研究,描述了如何建立 DT 的过程,并根据 DT 提供的服务对它们的能力进行了比较。最后,研究还根据领域、要求和范围,讨论了工具的优势和局限性、内置模拟和数据分析的相关方面、理论到实践的过渡,以及使用开源软件而非商业软件的优势/劣势。此外,还介绍了这项研究因其狭窄的利基而存在的主要局限性、结论以及未来研究的机会,即在为 DT 提供开箱即用的功能和服务方面可能存在的改进空间。
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Survey on open-source digital twin frameworks–A case study approach
Digital twin (DT) technology has been a topic with academic and industrial coverage in recent years. DTs are intended to be a virtual high-fidelity representation of a physical counterpart. Its complex nature requires several components to create and run a DT, and that is why many DT frameworks have been proposed in the literature. There are also many surveys of DTs, but none that is bottom-up with concrete examples and focused on open-source software. This survey analyzes 14 open-source DT frameworks in 10 different dimensions, which are then categorized in six different groups according to their modeling and technological domain, to present the reader different options for creating and managing DT applications, and to understand potential combinations, uses, and limitations of the tools. It also presents a case study with five of the explored DT frameworks, describing the process on how the DT is set up and comparing their capabilities based on the services to be provided by the DT. Finally, it discusses advantages and limitations of the tools according to domain, requirements, and scope, relevant aspects regarding built-in simulations and data analytics, theory-to-practice transition, and advantages/disadvantages of using open-source software instead of commercial. Main limitations of the study due to its narrow niche, conclusions, and opportunities for future research regarding the potential room for improvement in terms of out-of-the-box features and services for DTs, are also shown.
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