Intelligent Manufacturing for the Process Industry Driven by Industrial Artificial Intelligence

被引:75
|
作者
Yang, Tao [1 ]
Yi, Xinlei [2 ]
Lu, Shaowen [1 ]
Johansson, Karl H. [2 ]
Chai, Tianyou [1 ]
机构
[1] Northeastern Univ, State Key Lab Synthet Automat Proc Ind, Shenyang 110819, Peoples R China
[2] KTH Royal Inst Technol, Sch Elect Engn & Comp Sci, S-10044 Stockholm, Sweden
基金
中国国家自然科学基金;
关键词
Industrial artificial intelligence; Industrial Internet; Intelligent manufacturing; Process industry; SMART; CHALLENGES;
D O I
10.1016/j.eng.2021.04.023
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Based on the analysis of the characteristics and operation status of the process industry, as well as the development of the global intelligent manufacturing industry, a new mode of intelligent manufacturing for the process industry, namely, deep integration of industrial artificial intelligence and the Industrial Internet with the process industry, is proposed. This paper analyzes the development status of the exist-ing three-tier structure of the process industry, which consists of the enterprise resource planning, the manufacturing execution system, and the process control system, and examines the decision-making, control, and operation management adopted by process enterprises. Based on this analysis, it then describes the meaning of an intelligent manufacturing framework and presents a vision of an intelligent optimal decision-making system based on human-machine cooperation and an intelligent autonomous control system. Finally, this paper analyzes the scientific challenges and key technologies that are crucial for the successful deployment of intelligent manufacturing in the process industry. (C) 2021 THE AUTHORS. Published by Elsevier LTD on behalf of Chinese Academy of Engineering and Higher Education Press Limited Company.
引用
收藏
页码:1224 / 1230
页数:7
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