DeFACT in ManuVerse for Parallel Manufacturing: Foundation Models and Parallel Workers in Smart Factories

doi:10.1109/TSMC.2022.3228817

CORC > 自动化研究所 > 中国科学院自动化研究所 > 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

	DeFACT in ManuVerse for Parallel Manufacturing: Foundation Models and Parallel Workers in Smart Factories
	Yang, Jing 5,6; Li, Shimeng 6; Wang, Xiaoxing 4; Lu, Jingwei 3,6; Wu, Huaiyu 6; Wang, Xiao 1,2
刊名	IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS
	2022-12-30
页码	12
关键词	Artificial systems computational experiments and parallel execution (ACP) cyber-physical-social systems (CPSSs) decentralized autonomous organization (DAO) ManuVerse parallel manufacturing smart manufacturing
ISSN号	2168-2216
DOI	10.1109/TSMC.2022.3228817
通讯作者	Wang, Xiao(xiao.wang@ahu.edu.cn)
英文摘要	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.
资助项目	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
WOS关键词	CYBER-PHYSICAL SYSTEMS ; INTELLIGENCE ; METAVERSES ; AUTOMATION ; AWARENESS ; PARADIGM ; INTERNET ; CONTEXT ; TIME ; CPS
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:000910518100001
资助机构	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
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/51060]
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	Wang, Xiao
作者单位	1.Qingdao Acad Intelligent Ind, Qingdao 230031, Peoples R China 2.Anhui Univ, Sch Artificial Intelligence, Hefei 266114, Peoples R China 3.Qingdao Acad Intelligent Ind, Qingdao 66109, Peoples R China 4.Beijing SANBODY Technol Co Ltd, Beijing 214000, Peoples R China 5.Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing 100049, Peoples R China 6.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China
推荐引用方式 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.