计算机集成制造系统 ›› 2019, Vol. 25 ›› Issue (第1): 19-34.DOI: 10.13196/j.cims.2019.01.002

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人工智能视角下的智能制造前世今生与未来

姚锡凡1,刘敏1,张剑铭1,陶韬1,蓝宏宇1,葛动元2   

  1. 1.华南理工大学机械与汽车工程学院
    2.广西科技大学机械工程学院
  • 出版日期:2019-01-31 发布日期:2019-01-31
  • 基金资助:
    国家自然科学基金资助项目(51675186,51175187,51765007);广东省科技计划资助项目(2017A030223002)。

The past,present and future of intelligent manufacturing from perspective of artificial intelligence

  • Online:2019-01-31 Published:2019-01-31
  • Supported by:
    Project supported by the National Natural Science Foundation,China(No.51675186,51175187,51765007),and the Science & Technology Program of Guangdong Province,China(No.2017A030223002).

摘要: 以大数据和深度学习为代表的新一代人工智能将对制造业产生颠覆性影响,为了更好地理解人工智能和智能制造之间的关系以及把握智能制造发展演化规律和趋势,从人工智能发展角度来探讨智能制造的过去、现在与未来,将智能制造发展分为以符号逻辑推理为基础的第一代智能制造和以物联网、云计算、信息物理系统、社会信息物理系统、大数据和深度学习等新一代信息通讯技术为基础的第二代智能制造,并对两者进行了关联对比分析,最后展望了未来人工智能与智能制造的发展。

关键词: 智能制造, 人工智能, 大数据, 信息物理系统, 社会信息物理系统, 深度学习

Abstract: The new generation artificial intelligence such as big data and deep learning will generate a disruptive impact on manufacturing.To better understand the relationship between artificial intelligence and intelligent manufacturing as well as grasp the patterns and trends of intelligent manufacturing development and evolvement,the past,present and future of intelligent manufacturing from the perspective of artificial intelligence was explored.The development of intelligent manufacturing was divided into the first generation based on symbolic logic inference,and the second generation based on new-generation information and communication technologies such as Internet of Things,cloud computing,cyber-physical systems,socio-cyber-physical systems,big data and deep learning.A correlation between the two generations was analyzed.The future of artificial intelligence and intelligent manufacturing was discussed.

Key words: intelligent manufacturing, artificial intelligence, big data, cyber physical systems, socio cyber physical systems, deep learning

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