DeFACT in ManuVerse for Parallel Manufacturing: Foundation Models and Parallel Workers in Smart Factories
Yang, Jing1,2; Li, Shimeng1; Wang, Xiaoxing3; Lu, Jingwei1,4; Wu, Huaiyu1; Wang, Xiao5,6
Source PublicationIEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS
ISSN2168-2216
2022-12-30
Pages12
Corresponding AuthorWang, Xiao(xiao.wang@ahu.edu.cn)
AbstractIn cyber-physical-social systems, smart manufacturing has to overcome challenges, such as uncertainty, diversity, complexity in modeling, long-delayed responses to market changes, and human engineer dependency. DeFACT is a framework of parallel manufacturing in ManuVerse where the Decentralized Autonomous Organization-based interactions between parallel workers consisting of robotic, digital, and human workers are elaborated to transform from professional division to real-virtual division. In DeFACT, human workers are only responsible for 5% physical and mental work that is complex and creative, and the robotic and digital workers can take care of the rest. The perceptual and cognitive intelligence of digital workers are intensified by a manufacturing foundation model (MF-PC), where calibration and certification (C & C), and verification and validation (V & V) guarantee not only the accuracy of task models, but also the interpretability and controllability of feature learning. As a case study, the workflow of customized shoes of SANBODY Technology Company is illustrated to show how DeFACT breaks the time and space constraints, avoids production waste caused by aesthetic discrepancies with consumers, and truly realizes flexible manufacturing.
KeywordArtificial systems computational experiments and parallel execution (ACP) cyber-physical-social systems (CPSSs) decentralized autonomous organization (DAO) ManuVerse parallel manufacturing smart manufacturing
DOI10.1109/TSMC.2022.3228817
WOS KeywordCYBER-PHYSICAL SYSTEMS ; INTELLIGENCE ; METAVERSES ; AUTOMATION ; AWARENESS ; PARADIGM ; INTERNET ; CONTEXT ; TIME ; CPS
Indexed BySCI
Language英语
Funding ProjectNational Key Research and Development Program of China[2018AAA0101502] ; Science and Technology Project of State Grid Corporation of China (SGCC): Fundamental Theory of Human-in-the-Loop Hybrid-Augmented Intelligence for Power Grid Dispatch and Control
Funding OrganizationNational Key Research and Development Program of China ; Science and Technology Project of State Grid Corporation of China (SGCC): Fundamental Theory of Human-in-the-Loop Hybrid-Augmented Intelligence for Power Grid Dispatch and Control
WOS Research AreaAutomation & Control Systems ; Computer Science
WOS SubjectAutomation & Control Systems ; Computer Science, Cybernetics
WOS IDWOS:000910518100001
PublisherIEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
Citation statistics
Cited Times:7[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/51061
Collection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
Corresponding AuthorWang, Xiao
Affiliation1.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China
2.Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing 100049, Peoples R China
3.Beijing SANBODY Technol Co Ltd, Beijing 214000, Peoples R China
4.Qingdao Acad Intelligent Ind, Qingdao 66109, Peoples R China
5.Anhui Univ, Sch Artificial Intelligence, Hefei 266114, Peoples R China
6.Qingdao Acad Intelligent Ind, Qingdao 230031, Peoples R China
First Author AffilicationInstitute of Automation, Chinese Academy of Sciences
Recommended Citation
GB/T 7714
Yang, Jing,Li, Shimeng,Wang, Xiaoxing,et al. DeFACT in ManuVerse for Parallel Manufacturing: Foundation Models and Parallel Workers in Smart Factories[J]. IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS,2022:12.
APA Yang, Jing,Li, Shimeng,Wang, Xiaoxing,Lu, Jingwei,Wu, Huaiyu,&Wang, Xiao.(2022).DeFACT in ManuVerse for Parallel Manufacturing: Foundation Models and Parallel Workers in Smart Factories.IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS,12.
MLA Yang, Jing,et al."DeFACT in ManuVerse for Parallel Manufacturing: Foundation Models and Parallel Workers in Smart Factories".IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS (2022):12.
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