| 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
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| Source Publication | IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS
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| ISSN | 2168-2216 |
| 2022-12-30 | |
| Pages | 12 |
| Corresponding Author | Wang, Xiao(xiao.wang@ahu.edu.cn) |
| Abstract | In 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. |
| Keyword | Artificial systems computational experiments and parallel execution (ACP) cyber-physical-social systems (CPSSs) decentralized autonomous organization (DAO) ManuVerse parallel manufacturing smart manufacturing |
| DOI | 10.1109/TSMC.2022.3228817 |
| WOS Keyword | CYBER-PHYSICAL SYSTEMS ; INTELLIGENCE ; METAVERSES ; AUTOMATION ; AWARENESS ; PARADIGM ; INTERNET ; CONTEXT ; TIME ; CPS |
| Indexed By | SCI |
| Language | 英语 |
| Funding Project | National 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 Organization | National 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 Area | Automation & Control Systems ; Computer Science |
| WOS Subject | Automation & Control Systems ; Computer Science, Cybernetics |
| WOS ID | WOS:000910518100001 |
| Publisher | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
| Citation statistics | |
| Document Type | 期刊论文 |
| Identifier | http://ir.ia.ac.cn/handle/173211/51061 |
| Collection | 复杂系统管理与控制国家重点实验室_平行智能技术与系统团队 |
| Corresponding Author | Wang, Xiao |
| Affiliation | 1.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 Affilication | Institute 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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