Towards a data fabric framework for industrial metaverse integration

IF 3.8 3区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Abhishek Kumar , Lauri Lovén , Muhammad Talha Arshad , Susanna Pirttikangas , Sasu Tarkoma
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引用次数: 0

Abstract

The integration of digital and physical assets in industrial settings is increasingly facilitated by the concept of the Industrial Metaverse, a unified platform that leverages advanced technologies like AR/VR/XR to create interconnected 3D environments. As industries within supply chains become more interlinked, the need for seamless integration across these digital environments becomes critical. This paper addresses the challenge of interconnecting private industrial metaverses by proposing a novel data fabric framework that supports diverse modalities, ensures privacy, and adheres to business agreements. We highlight the role of the distributed compute continuum in the framework and demonstrate its practical utility through deployments in Unity and Omniverse across various geographic locations, highlighting the need for AI-based interconnection to optimize real-time analytics and operational scalability. Our experiment shows that even transmitting a 3D patch file, which is considerably smaller than the original base file, across metaverses in different geographic locations requires substantial computational and communication resources, potentially limiting real-time collaboration between metaverses. This observation highlights the importance of AI-based interconnection in enabling a textual metaverse, where instead of transmitting 3D patch objects over the web, only a fine-grained textual description of the patch file is shared. This method allows for more efficient transmission using current networking technology. The textual metaverse is expected to employ an AI-based encoder at the source and an AI-based decoder at the destination to convert the 3D patch into text and subsequently reconstruct it back into the 3D patch.
面向工业元数据集成的数据结构框架
工业元宇宙的概念日益促进了工业环境中数字和物理资产的整合,工业元宇宙是一个统一的平台,利用AR/VR/XR等先进技术创建互联的3D环境。随着供应链内的行业变得更加相互关联,对这些数字环境的无缝集成的需求变得至关重要。本文通过提出一种新颖的数据结构框架来解决连接私有工业元数据的挑战,该框架支持多种模式,确保隐私,并遵守业务协议。我们强调了分布式计算连续体在框架中的作用,并通过在不同地理位置的Unity和Omniverse中部署来展示其实际效用,强调了基于人工智能的互连的需求,以优化实时分析和操作可扩展性。我们的实验表明,即使在不同地理位置的元数据中传输一个比原始基础文件小得多的3D补丁文件,也需要大量的计算和通信资源,这可能会限制元数据之间的实时协作。这一观察结果强调了基于人工智能的互连在实现文本元宇宙中的重要性,在文本元宇宙中,只有补丁文件的细粒度文本描述被共享,而不是通过网络传输3D补丁对象。这种方法允许使用当前的网络技术进行更有效的传输。文本元宇宙将在源端使用基于人工智能的编码器,在目标端使用基于人工智能的解码器,将3D补丁转换为文本,然后将其重建回3D补丁。
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来源期刊
Sustainable Computing-Informatics & Systems
Sustainable Computing-Informatics & Systems COMPUTER SCIENCE, HARDWARE & ARCHITECTUREC-COMPUTER SCIENCE, INFORMATION SYSTEMS
CiteScore
10.70
自引率
4.40%
发文量
142
期刊介绍: Sustainable computing is a rapidly expanding research area spanning the fields of computer science and engineering, electrical engineering as well as other engineering disciplines. The aim of Sustainable Computing: Informatics and Systems (SUSCOM) is to publish the myriad research findings related to energy-aware and thermal-aware management of computing resource. Equally important is a spectrum of related research issues such as applications of computing that can have ecological and societal impacts. SUSCOM publishes original and timely research papers and survey articles in current areas of power, energy, temperature, and environment related research areas of current importance to readers. SUSCOM has an editorial board comprising prominent researchers from around the world and selects competitively evaluated peer-reviewed papers.
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