驱动制造业从“互联网+”走向“人工智能+”的大数据之道
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摘要
"互联网+制造"和"人工智能+制造"已成为我国制造业转型升级的国家战略。阐述了两者的发展历程及其代表制造模式;从历史渊源出发,梳理了两者在大数据驱动下走向融合的发展演化进程,它们产生了"互联网+人工智能+制造"的智能制造,并将统一于社会信息物理生产系统旗下。
"Internet+manufacturing"and"artificial intelligence(AI)+manufacturing"had been a strategy of manufacturing upgrading in China.Their development history and representative manufacturing models was elaborated,their fusion evolution driven by big data from the perspective of their historical origins was reviewed,and the smart manufacturing resulted from such fusion in the form of"internet+AI+manufacturing"was addressed,which is enclosed under the umbrella of the social cyber physical production systems.
"Internet+manufacturing"and"artificial intelligence(AI)+manufacturing"had been a strategy of manufacturing upgrading in China.Their development history and representative manufacturing models was elaborated,their fusion evolution driven by big data from the perspective of their historical origins was reviewed,and the smart manufacturing resulted from such fusion in the form of"internet+AI+manufacturing"was addressed,which is enclosed under the umbrella of the social cyber physical production systems.
引文
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[2]乌尔里希·森德勒,邓敏,李现民.工业4.0:即将来袭的第四次工业革命[M].北京:机械工业出版社,2014:7-16.SENDLER Ulrich,DENG Min,LI Xianmin.Industrie 4.0[M].Beijing:China Machine Press,2014:7-16.
[3]夏志杰.工业互联网的体系框架与关键技术---解读《工业互联网:体系与技术》[J].中国机械工程,2018,29(10):1248-1259.XIA Zhijie.The System Framework and Key Technologies of Industrial Internet-Interpretation of Industrial Internet:Framework and Technology[J].China Mechanical Engineering,2018,29(10):1248-1259.
[4]姚锡凡,陶韬,葛动元.“互联网+制造”的发展现状与展望[J].制造技术与机床,2018(8):1-5.YAO Xifan,TAO Tao,GE Dongyuan.State-ofthe-art Survey and Prospect of“Internet plus Manufacturing”[J].Manufacturing Technology&Machine Tool,2018(8):1-5.
[5]姚锡凡,于淼,陈勇,等.制造物联的内涵、体系结构和关键技术[J].计算机集成制造系统,2014,20(1):1-10.YAO Xifan,YU Miao,CHEN Yong,et al.The Connotation,Architecture and Key Technologies of Internet of Manufacturing Things[J].Computer Integrated Manufacturing Systems,2014,20(1):1-10.
[6]ZHANG Y,XU X,LIU Y.Numerical Control Machining Simulation:a Comprehensive Survey[J].International Journal of Computer Integrated Manufacturing,2011,24(7):593-609.
[7]刘莉.浅谈机械制造中数控技术的应用及发展[J].科技创新与应用,2012(13):93-93.LIU Li.Simple Discussion on the Application and Development of Numerical Control Technology in Mechanical Manufacturing[J].Technology Innovation and Application,2012(13):93-93.
[8]孙东印,司建明,李郁.综述CAE技术的发展和应用[J].现代制造技术与装备,2011(2):25-27.SUN Dongyin,SI Jianming,LI Yu.Review on CAE Technology Development and Application[J].Modern Manufacturing Technology and Equipment,2011(2):25-27.
[9]AL-WSWASI M,IVANOV A,MAKATSORISH.A Survey on Smart Automated Computer-aided Process Planning(ACAPP)Techniques[J].The International Journal of Advanced Manufacturing Technology,2018,97:809-832.
[10]张明达,马秋成,张文辉,等.PDM框架下的CAD/CAM/CAPP/ERP集成技术研究[J].现代制造工程,2009(7):27-29.ZHANG Mingda,MA Qiucheng,ZHANG Wenhui,et al.Research on Integration between of CAD/CAM/CAPP/ERP under PDM Framework[J].Modern Manufacturing Engineering,2009(7):27-29.
[11]KOREN Y,SHPITALNI M.Design of Reconfigurable Manufacturing Systems[J].Journal of Manufacturing Systems 2010,29(4):130-141.
[12]ZHANG Y J,WANG S J,LI H.Research and Application on Product Data Management Technology[J].Advanced Materials Research,2010,118/120:944-947.
[13]韩珂.企业资源规划(ERP)的理论形成历程[J].企业导报,2010(9):260-261.HAN Ke.The Theoretical Formation Process of Enterprise Resource Planning(ERP)[J].Guide to Business,2010(9):260-261.
[14]LAPERRIERE L.CIRP Encyclopedia of Production Engineering[M].Berlin:Springer,2014:271-275.
[15]PETTERSEN J.Defining Lean Production:Some Conceptual and Practical Issues[J].Tqm Journal,2012,21(2):127-142.
[16]STJEPANDI C′J,WOGNUM N,VERHAGENW J C.Concurrent Engineering in the 21st Century[M].Cham:Springer,2015:21-49.
[17]DUBEY R,GUNASEKARAN A.Agile Manufacturing:Framework and Its Empirical Validation[J].The International Journal of Advanced Manufacturing Technology,2015,76(9/12):2147-2157.
[18]柴国荣,赵雷,宗胜亮.网络化制造的研究框架与未来主题[J].科技管理研究,2014,34(15):193-197.CHAI Guorong,ZHAO Lei,ZONG Shengliang.The Conceptual Frame and Future Topic of Networked Manufacturing[J].Science and Technology Management Research,2014,34(15):193-197.
[19]王中杰,谢璐璐.信息物理融合系统研究综述[J].自动化学报,2011,37(10):1157-1166.WANG Zhongjie,XIE Lulu.Cyber-physical Systems:a Survey[J].Acta Automatica Sinica,2011,37(10):1157-1166.
[20]孙琳,秦铁辉.企业2.0理念及其作用探析[J].情报科学,2010(6):806-811.SUN Lin,QIN Tiehui.A Probe into the Concept and Role of Enterprise 2.0[J].Information Science,2010(6):806-811.
[21]严新平,张月雷.物联网环境下的机械系统状态监测技术展望[J].中国机械工程,2011,22(24):3011-3015.YAN Xinping,ZHANG Yuelei.Thoughts of Mechanical System Condition Monitoring Technology under IOT[J].China Mechanical Engineering,2011,22(24):3011-3015.
[22]李伯虎,张霖,王时龙,等.云制造---面向服务的网络化制造新模式[J].计算机集成制造系统,2010,16(1):1-7.LI Bohu,ZHANG Lin,WANG Shilong,et al.Cloud Manufacturing:a New Service-oriented Networked Manufacturing Model[J].Computer Integrated Manufacturing Systems,2010,16(1):1-7.
[23]姚锡凡,周佳军,张存吉,等.主动制造---大数据驱动的新兴制造范式[J].计算机集成制造系统,2017,23(1):172-185.YAO Xifan,ZHOU Jiajun,ZHANG Cunji,et al.Proactive Manufacturing-a Big-data Driven Emerging Manufacturing Paradigm[J].Computer Integrated Manufacturing Systems,2017,23(1):172-185.
[24]周佳军,姚锡凡.几种新兴智能制造模式研究评述[J].计算机集成制造系统,2017,23(3):624-639.ZHOU Jiajun,YAO Xifan.State-of-Art Review on New Emerging Intelligent Manufacturing Paradigms[J].Computer Integrated Manufacturing Systems,2017,23(3):624-639.
[25]RUSSELL S J,NORVIG P.Artificial Intelligence:a Modern Approach[M].New York:Pearson Education Limited,2016:1-33.
[26]HAYKIN S.神经网络与机器学习[M].北京:机械工业出版社,2011:1-10.HAYKIN S.Neural Networks and Learning Machines[M].Beijing:China Machine Press,2011:1-10.
[27]米爱中,姜国权,霍占.人工智能及其应用[M].长春:吉林大学出版社,2014:4-5.MI Aizhong,JIANG Guoquan,HUO Zhan.Artificial Intelligence and Its Application[M].Changchun:Jilin University Press,2014:4-5.
[28]王广赞,易显飞.人工智能研究的三大流派:比较与启示[J].长沙理工大学学报(社会科学版),2018,33(4):6-11.WANG Guangzan,YI Xianfei.Three Major Schools of Artificial Intelligence Research[J].Journal of Changsha University of Science and Technology(Social Science Edition),2018,33(4):6-11.
[29]尹宝才,王文通,王立春.深度学习研究综述[J].北京工业大学学报,2015(1):48-59.YIN Baocai,WANG Wentong,WANG Lichun.Review of Deep Learning[J].Journal of Beijing U-niversity of Technology,2015(1):48-59.
[30]姚锡凡,刘敏,张剑铭,等.人工智能视角下的智能制造前世今生与未来[J/OL].计算机集成制造系统:1-28[2019-01-03].http://kns.cnki.net/kcms/detail/11.5946.tp.20180809.1559.050.html.YAO Xifan,LIU Min,ZHANG Jianmin,et al.The Past,Present and Future of Intelligent Manufacturing from the Perspective of Artificial Intelligence[J/OL].Computer Integrated Manufacturing Systems:1-28[2019-01-03].http://kns.cnki.net/kcms/detail/11.5946.tp.20180809.1559.050.html.
[31]焦李成,杨淑媛,刘芳,等.神经网络七十年:回顾与展望[J].计算机学报,2016,39(8):1697-1716.JIAO Licheng,YANG Shuyuan,LIU Fang,et al.Seventy Years Beyond Neural Networks:Retrospect and Prospect[J].Chinese Journal of Computers,2016,39(8):1697-1716.
[32]IBM商业价值研究院.智慧地球[M].北京:东方出版社,2009:1-50.IBM Institute for Business Value.Smart Earth[M].Beijing:The Oriental Press,2009:1-50.
[33]林汉川,汤临佳.新一轮产业革命的全局战略分析---各国智能制造发展动向概览[J].人民论坛·学术前沿,2015(11):62-75.LIN Hanchuan,TANG Linjia.Global Strategy Analysis of the New Round of Industrial Revolution-Overview of the Development of Intelligent Manufacturing in the World[J].People's Tribune,2015(11):62-75.
[34]WANG L,SHIH A J.Challenges in Smart Manufacturing[J].Journal of Manufacturing Systems,2016,40:1.
[35]LI B H,HOU B C,YU W T,et al.Applications of Artificial Intelligence in Intelligent Manufacturing:a Review[J].Frontiers of Information Technology&Electronic Engineering,2017,18(1):86-96.
[36]LEE J,LAPIRA E,BAGHERI B,et al.Recent Advances and Trends in Predictive Manufacturing Systems in Big Data Environment[J].Manufacturing Letters,2013,1(1):38-41.
[37]YAO X,ZHOU J,ZHANG J,et al.From Intelligent Manufacturing to Smart Manufacturing for Industry 4.0Driven by Next Generation Artificial Intelligence and Further on[C]//2017 5th International Conference on Enterprise Systems(ES).Beijing,IEEE,2017:311-318.
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