网络物理系统中数字孪生的互操作性水平和挑战

IF 10.4 1区 计算机科学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Journal of Industrial Information Integration Pub Date : 2024-11-01 DOI:10.1016/j.jii.2024.100714
Sarthak Acharya, Arif Ali Khan, Tero Päivärinta
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引用次数: 0

摘要

背景:工业 4.0/5.0 将物联网 (IoT)、工业物联网 (IIoT)、网络物理系统 (CPS)、边缘计算、大数据分析、通信技术 (4G/5G/6G) 和数字双胞胎 (DT) 等技术融合在一起,旨在打造更加智能、互联的系统。然而,这些系统的实时效率取决于这些组件的集成和互动程度。本文探讨了在边缘支持的网络物理系统中集成数字孪生的互操作性水平和挑战。本研究重点关注两个关键研究目标。第一个目标是划分 CPS 设置中 DT 部署的互操作性水平。方法:我们对现有的学术文献、工业用例和报告进行了文献调查。结果:我们确定了 77 个互操作性挑战,并提出了数字孪生的互操作性框架,涉及六个层面,即技术、语法、语义、实用、动态和组织。结论:研究结果将这些挑战归纳为一个框架,为从业人员提供了一个结构化的视角,使他们能够在 CPS 中采用和有效使用互联的 DT。这一贡献为未来的研究和开发工作铺平了道路,旨在探索工业 4.0/5.0 领域中完全集成、高效和智能的 CPS。
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Interoperability levels and challenges of digital twins in cyber–physical systems

Context:

Industry 4.0/5.0 has brought together technologies like Internet of Things (IoTs), Industrial IoT (IIoT), Cyber–Physical Systems (CPS), Edge Computing, big data analytics, communication technologies (4G/5G/6G) and Digital Twins (DTs), aiming for more intelligent, interconnected systems. However, their real-time efficiency hinges on how well these components integrate and interact. This paper examines the interoperability levels and challenges of integrating Digital Twins within edge-enabled Cyber–Physical Systems.

Objective:

Our research explores the existing methods and frameworks for integrating multiple digital twins into a CPS setup. This study focuses on two key research objectives. The first is delineating interoperability levels within DT deployments in CPS setups. The second examines various interoperability challenges in integrating DTs in the context of CPS.

Method:

A literature survey is conducted on the existing scholarly literature, industrial use cases, and reports.

Results:

We identified 77 interoperability challenges and proposed an interoperability framework for DTs, involving six levels i.e. technical, syntactic, semantic, pragmatic, dynamic and organizational. We further categorized all the 77 challenges into 33 subthemes and mapped them across the 6 levels.

Conclusions:

The findings synthesize these challenges into a framework, offering a structured lens through which practitioners can view the adoption and effective use of interconnected DTs in CPS. This contribution is paving the way for future research and development endeavors, aiming to explore fully integrated, efficient, and intelligent CPS within the realm of Industry 4.0/5.0.
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来源期刊
Journal of Industrial Information Integration
Journal of Industrial Information Integration Decision Sciences-Information Systems and Management
CiteScore
22.30
自引率
13.40%
发文量
100
期刊介绍: The Journal of Industrial Information Integration focuses on the industry's transition towards industrial integration and informatization, covering not only hardware and software but also information integration. It serves as a platform for promoting advances in industrial information integration, addressing challenges, issues, and solutions in an interdisciplinary forum for researchers, practitioners, and policy makers. The Journal of Industrial Information Integration welcomes papers on foundational, technical, and practical aspects of industrial information integration, emphasizing the complex and cross-disciplinary topics that arise in industrial integration. Techniques from mathematical science, computer science, computer engineering, electrical and electronic engineering, manufacturing engineering, and engineering management are crucial in this context.
期刊最新文献
Enhancing mixed gas discrimination in e-nose system: Sparse recurrent neural networks using transient current fluctuation of SMO array sensor An effective farmer-centred mobile intelligence solution using lightweight deep learning for integrated wheat pest management TRIPLE: A blockchain-based digital twin framework for cyber–physical systems security Industrial information integration in deep space exploration and exploitation: Architecture and technology Interoperability levels and challenges of digital twins in cyber–physical systems
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