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工业 4.0 中的数据生成数字材料石墨烯纳米粒子

Graphene nanoparticles as data generating digital materials in industry 4.0.

机构信息

Department of Aerospace Engineering, Khalifa University of Science and Technology (KUST), Abu Dhabi, United Arab Emirates.

出版信息

Sci Rep. 2023 Mar 27;13(1):4945. doi: 10.1038/s41598-023-31672-y.

Abstract

One of the potential applications of 2D materials is to enhance multi-functionality of structures and components used in aerospace, automotive, civil and defense industries. These multi-functional attributes include sensing, energy storage, EMI shielding and property enhancement. In this article, we have explored the potential of using graphene and its variants as data generating sensory elements in Industry 4.0. We have presented a complete roadmap to cover three emerging technologies i.e. advance materials, artificial intelligence and block-chain technology. The utility of 2D materials such as graphene nanoparticles is yet to be explored as an interface for digitalization of a modern smart factory i.e. "factory-of-the-future". In this article, we have explored how 2D material enhanced composites can act as an interface between physical and cyber spaces. An overview of employing graphene-based smart embedded sensors at various stages of composites manufacturing processes and their application in real-time structural health monitoring is presented. The technical challenges associated with interfacing graphene-based sensing networks with digital space are discussed. Additionally, an overview of the integration of associated tools such as artificial intelligence, machine learning and block-chain technology with graphene-based devices and structures is also presented.

摘要

二维材料的一个潜在应用是增强航空航天、汽车、民用和国防工业中使用的结构和部件的多功能性。这些多功能特性包括传感、能量存储、电磁干扰屏蔽和性能增强。在本文中,我们探讨了使用石墨烯及其变体作为工业 4.0 中数据生成传感元件的潜力。我们提出了一个完整的路线图,涵盖了三种新兴技术,即先进材料、人工智能和区块链技术。二维材料(如石墨烯纳米粒子)作为现代智能工厂数字化的接口(即“未来工厂”)的用途尚未得到探索。在本文中,我们探讨了 2D 材料增强复合材料如何充当物理和网络空间之间的接口。介绍了在复合材料制造过程的各个阶段采用基于石墨烯的智能嵌入式传感器及其在实时结构健康监测中的应用。讨论了与将基于石墨烯的传感网络与数字空间接口相关的技术挑战。此外,还介绍了将人工智能、机器学习和区块链技术等相关工具与基于石墨烯的器件和结构集成的概述。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b757/10043272/2e82b8c8a472/41598_2023_31672_Fig1_HTML.jpg

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