Knowledge Commons of Institute of Automation,CAS
A Framework and Operational Procedures for Metaverses-Based Industrial Foundation Models | |
Wang, Jiangong1; Tian, Yonglin2,3; Wang, Yutong2,3; Yang, Jing1; Wang, Xingxia1; Wang, Sanjin4; Kwan, Oliver5 | |
发表期刊 | IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS |
ISSN | 2168-2216 |
2022-12-16 | |
页码 | 10 |
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. |
其他摘要 |
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关键词 | Cyber-physical-social intelligence (CPSI) cyber-physical-social systems (CPSSs) industrial foundation models (IFMs) intelligent enterprises metaverses operational processes parallel intelligence |
DOI | 10.1109/TSMC.2022.3226755 |
关键词[WOS] | SCENARIOS ; AI |
收录类别 | SCI |
语种 | 英语 |
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 |
项目资助者 | National Natural Science Foundation of China ; 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 |
WOS类目 | Automation & Control Systems ; Computer Science, Cybernetics |
WOS记录号 | WOS:000903742100001 |
出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
七大方向——子方向分类 | 机器学习 |
国重实验室规划方向分类 | 视觉信息处理 |
是否有论文关联数据集需要存交 | 是 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/51028 |
专题 | 多模态人工智能系统全国重点实验室_平行智能技术与系统团队 |
通讯作者 | Tian, Yonglin |
作者单位 | 1.Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing 100049, Peoples R China 2.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China 3.Qingdao Acad Intelligent Ind, Qingdao 266109, Peoples R China 4.China North Ind North Automatic Control Technol Re, North Automat Control Technol Inst, Taiyuan 030006, Peoples R China 5.Mot G Inc, Shenzhen 518071, Peoples R China |
通讯作者单位 | 中国科学院自动化研究所 |
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. |
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