Applications of artificial intelligence in intelligent manufacturing: a review*

Bo-hu LI; Bao-cun HOU; Wen-tao YU; Xiao-bing LU; Chun-wei YANG

doi:10.1631/FITEE.1601885

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Applications of artificial intelligence in intelligent manufacturing: a review*

Special Issue on Artificial Intelligence 2.0 | Updated：2022-05-19

- Applications of artificial intelligence in intelligent manufacturing: a review*
- 人工智能在智能制造领域的应用研究
- Frontiers of Information Technology & Electronic Engineering Vol. 18, Issue 1, Pages: 86-96(2017)
- Affiliations：
  
  1The Second Academy of China Aerospace Science and Technology Corporation, Beijing 100039, China
  2Beijing Aerospace Intelligent Manufacturing Technology Development Co., Ltd., Beijing 100039, China
- Author bio：
  
  E-mail:09125035@bjtu.edu.cn
- Funds：
- DOI：10.1631/FITEE.1601885
  CLC： TP18
- Received：14 December 2016，
  
  Accepted：06 January 2017，
  
  Published：2017-01
- Accepted：
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Bo-hu LI, Bao-cun HOU, Wen-tao YU, et al. Applications of artificial intelligence in intelligent manufacturing: a review*[J]. Frontiers of Information Technology & Electronic Engineering, 2017, 18(1): 86-96.
DOI：

Bo-hu LI, Bao-cun HOU, Wen-tao YU, et al. Applications of artificial intelligence in intelligent manufacturing: a review*[J]. Frontiers of Information Technology & Electronic Engineering, 2017, 18(1): 86-96. DOI： 10.1631/FITEE.1601885.

摘要

本文基于作者团队近年来在人工智能技术应用于制造领域的研究与实践，首先，简析了"互联网+人工智能"时代核心技术飞速发展正引发制造领域的模式、手段和生态系统的重大变革以及人工智能的新发展。接着基于人工智能技术与信息通信技术、制造技术及产品有关专业技术等融合，研究提出了智能制造新模式、新手段、新业态，智能制造系统体系架构和智能制造系统技术体系。进而，从智能制造的应用技术、产业和应用示范等角度，简述智能制造领域的国内外发展现状。最后，针对我国人工智能2.0在智能制造领域应用研究内容提出了建议。

Abstract

Based on research into the applications of artificial intelligence (AI) technology in the manufacturing industry in recent years

we analyze the rapid development of core technologies in the new era of 'Internet plus AI'

which is triggering a great change in the models

means

and ecosystems of the manufacturing industry

as well as in the development of AI. We then propose new models

means

and forms of intelligent manufacturing

intelligent manufacturing system architecture

and intelligent manufacturing technology system

based on the integration of AI technology with information communications

manufacturing

and related product technology. Moreover

from the perspectives of intelligent manufacturing application technology

industry

and application demonstration

the current development in intelligent manufacturing is discussed. Finally

suggestions for the application of AI in intelligent manufacturing in China are presented.

关键词

Keywords

references

R Drath , , , A Horch . . Industrie 4.0: hit or hype? . . IEEE Ind. Electron. Mag. , , 2014 . . 8 ( ( 2 ): ): 56 - - 58 . . DOI: 10.1109/MIE.2014.2312079 http://doi.org/10.1109/MIE.2014.2312079 . .

PC Evans , , , M Annunziata . . Industrial Internet: Pushing the Boundaries of Minds and Machines. General Electric , , 2012 . . http://www.ge.com/docs/chapters/Industrial_Internet.pdf http://www.ge.com/docs/chapters/Industrial_Internet.pdf . .

D Ivanov , , , A Dolgui , , , B Sokolov , , , 等 . . A dynamic model and an algorithm for short-term supply chain scheduling in the smart factory industry 4.0 . . Int. J. Prod. Res. , , 2016 . . 54 ( ( 2 ): ): 386 - - 402 . . DOI: 10.1080/00207543.2014.999958 http://doi.org/10.1080/00207543.2014.999958 . .

H Lasi , , , P Fettke , , , HG Kemper , , , 等 . . Industry 4.0 . . Business Inform. Syst. Eng. , , 2014 . . 6 ( ( 4 ): ): 239 - - 242 . . DOI: 10.1007/s12599-014-0334-4 http://doi.org/10.1007/s12599-014-0334-4 . .

J Lee , , , B Bagheri , , , HA Kao . . A cyber-physical systems architecture for Industry 4.0-based manufacturing systems . . Manuf. Lett. , , 2015 . . 3 18 - - 23 . . . .

BH Li , , , L Zhang , , , SL Wang , , , 等 . . Cloud manufacturing: a new service-oriented networked manufacturing model . . Comput. Integr. Manuf. Syst. , , 2010 . . 16 ( ( 1 ): ): 1 - - 7 . . . .

BH Li , , , L Zhang , , , XD Chai , , , 等 . . Smart cloud manufacturing (cloud manufacturing 2.0)-a new paradigm and approach of smart manufacturing . . 2014 . . Proc. Int. Intelligent Manufacturing Conf. . . 26 . .

P Li . . Accelerate the construction and application of industrial intelligent cloud platform . . High Technol. Ind. , , 2016 . . ( ( 5 ): ): 84 - - 88 . . . .

W Miao . . Speech at the National Meeting to Exchange Pilot and Demonstration Experiences on Intelligent Manufacturing (in Chinese) , , 2016 . . http://issues.apache.org/jira/browse/HDFS-976 . .

National Manufacturing Strategy Advisory Committee (NMSAC) , , , Strategy Advisory Center of the Chinese Academy of Engineering (SACCAE) . . Intelligent Manufacturing , , 2016 . . : Beijing : Publishing House of Electronics Industry , , . .

YH Pan . . Heading toward artificial intelligence 2.0 . . Engineering , , 2016 . . 2 ( ( 4 ): ): 409 - - 413 . . DOI: 10.1016/J.ENG.2016.04.018 http://doi.org/10.1016/J.ENG.2016.04.018 . .

J Posada , , , C Toro , , , I Barandiaran , , , 等 . . Visual computing as a key enabling technology for industrie 4.0 and industrial Internet . . IEEE Comput. Graph. Appl. , , 2015 . . 35 ( ( 2 ): ): 26 - - 40 . . DOI: 10.1109/MCG.2015.45 http://doi.org/10.1109/MCG.2015.45 . .

L Ren , , , L Zhang , , , C Zhao , , , 等 . . Cloud manufacturing platform: operating paradigm, functional requirements, and architecture design . . 2013 . . ASME Int. Manufacturing Science and Engineering Conf. collocated with the 41st North American Manufacturing Research Conf. . . 1 - - 10 . . DOI: 10.1115/MSEC2013-1185 http://doi.org/10.1115/MSEC2013-1185 . .

XW Wang . . Industry 4.0: Road to the Future Industry of German Manufacturing Industry 2025 (Diagram) , , 2015 . . : Beijing : China Machine Press , , . .

LW Winnig . . GE's big bet on data and analytics . . MIT Sloan Manag. Rev. , , 2016 . . 57 5 . .

T Yang . . Predix: the stage pillar of Industrial Internet . . China Ind. Rev , , 2015 . . ( ( 10 ): ): 76 - - 81 . . . .

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