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A Framework and Operational Procedures for Metaverses-Based Industrial Foundation Models

文献类型：期刊论文

作者Wang, Jiangong5; Tian, Yonglin3,4; Wang, Yutong3,4; Yang, Jing5; Wang, Xingxia5; Wang, Sanjin2; Kwan, Oliver1
刊名IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS
出版日期2022-12-16
页码10
ISSN号2168-2216
关键词Cyber-physical-social intelligence (CPSI) cyber-physical-social systems (CPSSs) industrial foundation models (IFMs) intelligent enterprises metaverses operational processes parallel intelligence
DOI10.1109/TSMC.2022.3226755
通讯作者Tian, Yonglin(yonglin.tian@ia.ac.cn)
英文摘要Industrial processes are typical cyber-physical-social systems (CPSSs), where the effective management of employees and the efficient control of machines play important roles. Traditional industries heavily rely on human labor and neglect the development of collection-utilization-transmission integrated information loops, thereby leading to high costs and low efficiency in operational procedures. To facilitate the natural interactions and smart operations for humans and machines, industrial foundation models (IFMs) based on metaverses are proposed in this article, serving as the operating systems of industrial parallel machines that provide sustainable data resources and scenarios for management and control experiments. On this basis, IFM comprised of vision foundation models, language foundation models, as well as operational foundation models, are constructed to manage resources in industrial parallel machines and provides comprehensive services for industrial procedures. On the one hand, IFM can efficiently manage various resources including computing power, digital assets, enterprise resources, and platform I/O via the proposed CPSS-based competing, sharing, scheduling, monitoring, allocating, and recovering mechanisms. On the other hand, imaginative intelligence, linguistic intelligence, and algorithmic intelligence can be achieved through vivid visualization of vision foundation models, natural conversations of language foundation models, and smart manipulation of operational foundation models. With the proposed IFM, cyber-physical-social intelligence (CPSI) can be achieved to enhance the efficient management and control of industrial processes.
WOS关键词SCENARIOS ; AI
资助项目National Natural Science Foundation of China[62103411] ; Motion G, Inc. Collaborative Research Project for Modeling, Decision and Control Algorithms of Servo Drive Systems
WOS研究方向Automation & Control Systems ; Computer Science
语种英语
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
WOS记录号WOS:000903742100001
资助机构National Natural Science Foundation of China ; Motion G, Inc. Collaborative Research Project for Modeling, Decision and Control Algorithms of Servo Drive Systems
源URL[http://ir.ia.ac.cn/handle/173211/51027]  
专题自动化研究所_复杂系统管理与控制国家重点实验室_先进控制与自动化团队
通讯作者Tian, Yonglin
作者单位1.Mot G Inc, Shenzhen 518071, Peoples R China
2.China North Ind North Automatic Control Technol Re, North Automat Control Technol Inst, Taiyuan 030006, Peoples R China
3.Qingdao Acad Intelligent Ind, Qingdao 266109, Peoples R China
4.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China
5.Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing 100049, Peoples R China
推荐引用方式
GB/T 7714		 Wang, Jiangong,Tian, Yonglin,Wang, Yutong,et al. A Framework and Operational Procedures for Metaverses-Based Industrial Foundation Models[J]. IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS,2022:10.
APA Wang, Jiangong.,Tian, Yonglin.,Wang, Yutong.,Yang, Jing.,Wang, Xingxia.,...&Kwan, Oliver.(2022).A Framework and Operational Procedures for Metaverses-Based Industrial Foundation Models.IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS,10.
MLA Wang, Jiangong,et al."A Framework and Operational Procedures for Metaverses-Based Industrial Foundation Models".IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS (2022):10.

入库方式： OAI收割

来源：自动化研究所

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