[1]  Zhou J, Li P, Zhou Y, Wang B, Zang J, Meng L. Toward new-generation intelligent manufacturing. Engineering 2018;4(1):11–20. 链接1

[2]  Pan Y. Heading toward artificial intelligence 2.0. Engineering 2016;2 (4):409–13. 链接1

[3]  Zhong RY, Xu X, Klotz E, Newman ST. Intelligent manufacturing in the context of Industry 4.0: a review. Engineering 2017;3(5):616–30.

[4]  Chen Y. Integrated and intelligent manufacturing: perspectives and enablers. Engineering 2017;3(5):588–95. 链接1

[5]  潘云鹤等 . 中国人工智能 2.0 发展战略研究 . 杭州 : 浙江大学出版社 ; 2018.

[6]  李杰 , 邱伯华 , 刘宗长 , 魏慕恒 . CPS：新一代工业智能 . 上海 : 上海交通大学出 版社 ; 2017.

[7]  吴军 . 智能时代 : 大数据与智能革命重新定义未来 . 北京 : 中信出版社 ; 2016.

[8]  胡虎 , 赵敏 , 宁振波 . 三体智能革命 . 北京 : 机械工业出版社 ; 2016.

[9]  国家制造强国建设战略咨询委员会 , 中国工程院战略咨询中心 . 智能制造 . 北京 : 电子工业出版社 ; 2016.

[10]  谭建荣 , 刘达新 , 刘振宇 , 程锦 . 从数字制造到智能制造的关键技术途径研究 , 中 国工程科学 2017;19(3):39–44. 链接1

[11]  李伯虎 , 柴旭东 , 张霖 , 李潭 , 卿杜政 , 林廷宇 , 刘阳 . 面向新型人工智能系统的 建模与仿真技术初步研究 . 系统仿真学报 2018;30(2):349–62.

[12]  Kusiak A. Smart manufacturing must embrace big data. Nature 2017;544 (7648):23–5. 链接1

[13]  Brynjolfsson E, McAfee A. The Second Machine Age: work, progress, and prosperity in a time of brilliant technologies. New York: W.W. Norton & Company; 2014.

[14]  Marsh P. The new industrial revolution: consumers, globalization and the end of mass production. New Haven: Yale University Press; 2012.

[15]  Kusiak A. Intelligent manufacturing systems. Old Tappan: Prentice Hall Press; 1990.

[16]  杨叔子 , 丁洪 . 智能制造技术与智能制造系统的发展与研究 . 中国机械工程 1992;(2): 15–8.

[17]  严隽琪 . 数字化与网络化制造 . 工业工程与管理 2000;(1):11.

[18]  熊有伦 , 吴 波 , 丁 汉 . 新一代制造系统理论及建模 . 中国机械工程 2000;11(1):49–52.

[19]  路甬祥 . 走 向 绿 色 和 智 能 制 造 —— 中 国 制 造 发 展 之 路 . 中国机械工程 2010;21(4):379–386,399.

[20]  Bonvillian WB. Technology. Advanced manufacturing policies and paradigms for innovation. Science 2013;342(6163):1173–5. 链接1

[21]  姚锡凡 , 刘敏 , 张剑铭 , 陶韬 , 蓝宏宇 , 葛动元 . 人工智能视角下的智能制造前世 今生与未来 . 计算机集成制造系统 2019;25(1):19–34.

[22]  Tao F, Zhang M, Nee AYC. Digital twin driven smart manufacturing. Pittsburgh: Academic Press; 2019.

[23]  荣烈润 . 面向 21 世纪的智能制造 . 机电一体化 2006;12(4):6-10.

[24]  Koren Y. The global manufacturing revolution: product–process–business integration and reconfigurable systems. Hoboken: John Wiley & Sons; 2010.

[25]  Nunes D, Silva JS, Boavida F. A practical introduction to human-in-the-loop cyber–physical systems. Hoboken: John Wiley & Sons; 2018.

[26]  Krugh M, Mears L. A complementary cyber–human systems framework for Industry 4.0 cyber–physical systems. Manuf Lett 2018;15(Pt B):89–92. 链接1

[27]  Schirner G, Erdogmus D, Chowdhury K, Padir T. The future of human-in-theloop cyber–physical systems. Computer 2013;46:36–45. 链接1

[28]  Sowe SK, Zettsu K, Simmon E, de Vaulx F, Bojanova I. Cyber–physical human systems: putting people in the loop. IT Prof 2016;18(1):10–3. 链接1

[29]  Harari YN. Sapiens: a brief history of humankind. Toronto: McClilland & Stewart; 2014.

[30]  Brown RG. Driving digital manufacturing to reality. In: Proceedings of 2000 Winter Simulation Conference; 2000 Dec 10–13; Orlando, FL, USA. Washington, DC: IEEE; 2000. p. 224–8. 链接1

[31]  Chryssolouris G, Mavrikios D, Papakostas N, Mourtzis D, Michalos G, Georgoulias K. Digital manufacturing: history, perspectives, and outlook. Proc Inst Mech Eng Part B 2009;223(5):451–62. 链接1

[32]  Chen D, Heyer S, Ibbotson S, Salonitis K, Steingrímsson JG, Thiede S. Direct digital manufacturing: definition, evolution, and sustainability implications. J Clean Prod 2015;107:615–25. 链接1

[33]  Yoshikawa H. Manufacturing and the 21st century—intelligent manufacturing systems and the renaissance of the manufacturing industry. Technol Forecast Soc Change 1995;49(2):195–213. 链接1

[34]  Wiener N. Cybernetics, or control and communication in the animal and the machine. 2nd ed. Cambridge: MIT Press; 1961.

[35]  臧冀原 , 王柏村 , 孟柳 , 周源 . 智能制造的三个基本范式 : 从数字化制造、“ 互联 网 +” 制造到新一代智能制造 . 中国工程科学 2018;20(4):13–8. 链接1

[36]  Freeman C, Louca F. As time goes by: from the industrial revolutions to the information revolution. Oxford: Oxford University Press; 2002.

[37]  Xu XW, Newman ST. Making CNC machine tools more open, interoperable and intelligent—a review of the technologies. Comput Ind 2006;57(2):141–52. 链接1

[38]  Fonseca F, Marcinkowski M, Davis C. Cyber–human systems of thought and understanding. J Assoc Inf Sci Technol 2019;70(4):402–11. 链接1

[39]  中国信息物理系统发展论坛 . 信息物理系统白皮书 (2017). 北京: 中国电子技术 标准化研究院; 2017.

[40]  Lee EA. Cyber physical systems: design challenges. In: Proceedings of the 11th IEEE International Symposium on Object and Component-Oriented Real-Time Distributed Computing; 2008 May 5–7; Orlando, FL, USA. Washington, DC: IEEE; 2008. p. 363–9. 链接1

[41]  Lee EA. Cyber–physical systems—are computing foundations adequate? [position paper]. In: NSF Workshop on Cyber–Physical Systems: Research Motivation, Techniques and Roadmap; 2006 Oct 16–17; Austin, TX, USA; 2006. p. 1–9. 链接1

[42]  Monostori L, Kádár B, Bauernhansl T, Kondoh S, Kumara S, Reinhart G, et al. Cyber–physical systems in manufacturing. CIRP Ann 2016;65(2):621–41. 链接1

[43]  Lee J, Bagheri B, Kao HA. A cyber–physical systems architecture for Industry 4.0-based manufacturing systems. Manuf Lett 2015;3:18–23. 链接1

[44]  张伯鹏 , 汪劲松 . 制造系统中知识信息与人的作用 . 机械工程学报 1994;30(5):61-5.

[45]  杨叔子 , 吴波 , 胡春华 , 程涛 . 网络化制造与企业集成 . 中国机械工程 2000;(Z1):45- 8.

[46]  Mittal S, Khan MA, Romero D, Wuest T. Smart manufacturing: characteristics, technologies and enabling factors. Proc Inst Mech Eng Part B 2019;233 (5):1342–61. 链接1

[47]  Wang B. The future of manufacturing: a new perspective. Engineering 2018;4 (5):722–8. 链接1

[48]  Xu X. Machine tool 4.0 for the new era of manufacturing. Int J Adv Manuf Technol 2017;92(5–8):1893–900. 链接1

[49]  Chen J, Yang J, Zhou H, Xiang H, Zhu Z, Li Y, et al. CPS modeling of CNC machine tool work processes using an instruction-domain based approach. Engineering 2015;1(2):247–60. 链接1

[50]  Evans PC, Annunziata M. Industrial Internet: pushing the boundaries of minds and machines. Boston: General Electric; 2012.

[51]  John Walker S. Big data: a revolution that will transform how we live, work, and think. Int J Advert 2014;33(1):181–3.

[52]  Li BH, Zhang L, Wang SL, Tao F, Cao JW, Jiang XD, et al. Cloud manufacturing: a new service-oriented networked manufacturing model. Comput Integr Manuf Syst 2010;16(1):1–7,16. Chinese. 链接1

[53]  Zhuang Y, Wu F, Chen C, Pan Y. Challenges and opportunities: from big data to knowledge in AI 2.0. Front Inf Technol Electron Eng 2017;18(1):3–14. 链接1

[54]  Li W, Wu W, Wang H, Cheng X, Chen H, Zhou Z, et al. Crowd intelligence in AI 2.0 era. Front Inf Technol Electron Eng 2017;18(1):15–43. 链接1

[55]  Zhu J, Huang T, Chen W, Gao W. The future of artificial intelligence in China. Commun ACM 2018;61(11):44–5.

[56]  Chen J, Zhang K, Zhou Y, Liu Y, Li L, Chen Z, et al. Exploring the development of research, technology and business of machine tool domain in new-generation information technology environment based on machine learning. Sustainability 2019;11(12):3316. 链接1

[57]  Nunes DS, Zhang P, Silva JS. A survey on human-in-the-loop applications towards an Internet of all. IEEE Comm Surv and Tutor 2015;17(2):944–65. 链接1

[58]  Trentesaux D, Millot P. A human-centered design to break the myth of the ‘‘magic human” in intelligent manufacturing systems. In: Borangiu T, Trentesaux D, Thomas A, McFarlane D, editors. Service orientation in holonic and multi-agent manufacturing. Heidelberg: Springer; 2016. p. 103–13. 链接1

[59]  Romero D, Stahre J, Wuest T, Noran O, Bernus P, Fast-Berglund Å, et al. Towards an operator 4.0 typology: a human-centric perspective on the fourth industrial revolution technologies. In: Proceedings of International Conference on Computers & Industrial Engineering; 2016 Oct 29–31; Tianjin, China; 2016. 链接1

[60]  Romero D, Bernus P, Noran O, Stahre J, Fast-Berglund Å. The operator 4.0: human–cyber–physical systems & adaptive automation towards human– automation symbiosis work systems. In: Proceedings of IFIP International Conference on Advances in Production Management Systems; 2016 Sep 3–7; Iguassu Falls, Brazil. elberg: Springer; 2016. p. 677–86. 链接1

[61]   Romero D, Noran O, Stahre J, Bernus P, Fast-Berglund Å. Towards a humancentred reference architecture for next generation balanced automation systems: human–automation symbiosis. In: Proceedings of IFIP International Conference on Advances in Production Management Systems; 2015 Sep 7–9; Tokyo, Japan. elberg: Springer; 2015. p. 556–66. 链接1

[62]  张平 , 刘会永 , 李文璟 , 周凡钦 . 工业智能网——工业互联网的深化与升级 . 通信 学报 2018;39(12):134-140.

[63]  Tao F, Cheng Y, Xu LD, Zhang L, Li BH. CCIoT-CMfg: cloud computing and Internet of Things-based cloud manufacturing service system. IEEE Trans Industr Inform 2014;10(2):1435–42. 链接1

[64]  Taki H. Towards technological innovation of society 5.0. J Inst Electr Eng Jpn 2017;137(5):275.

[65]  Xiong G, Zhu F, Liu X, Dong X, Huang W, Chen S, et al. Cyber–physical–social system in intelligent transportation. IEEE/CAA J Autom Sin 2015;2(3):320–33. 链接1

[66]  Cassandras CG. Smart cities as cyber–physical social systems. Engineering 2016;2(2):156–8. 链接1

[67]  Wang J, Ma Y, Zhang L, Gao RX, Wu D. Deep learning for smart manufacturing: methods and applications. J Manuf Syst 2018;48(Pt C):144–56. 链接1

[68]  Li B, Hou B, Yu W, Lu X, Yang C. Applications of artificial intelligence in intelligent manufacturing: a review. Front Inf Technol Electron Eng 2017;18 (1):86–96. 链接1

[69]  Peng Y, Zhu W, Zhao Y, Xu C, Huang Q, Lu H, et al. Cross-media analysis and reasoning: advances and directions. Front Inf Technol Electron Eng 2017;18 (1):44–57. 链接1

[70]  Zheng N, Liu Z, Ren P, Ma Y, Chen S, Yu S, et al. Hybrid-augmented intelligence: collaboration and cognition. Front Inf Technol Electron Eng 2017;18(2):153–79. 链接1

[71]  Tegmark M. Life 3.0: being human in the age of artificial intelligence. New York: Alfred A. Knopf; 2017.

[72]  王春喜 , 王成城 , 汪烁 . 智能制造参考模型对比研究 . 仪器仪表标准化与计量 2017;(4):1-7,42.

[73]  Ma M, Lin W, Pan D, Lin Y, Wang P, Zhou Y, et al. Data and decision intelligence for human-in-the-loop cyber–physical systems: reference model, recent progresses and challenges. J Signal Process Syst 2018;90(8– 9):1167–78. 链接1

[74]  Tao F, Cheng J, Qi Q, Zhang M, Zhang H, Sui F. Digital twin-driven product design, manufacturing and service with big data. Int J Adv Manuf Technol 2018;94(9–12):3563–76. 链接1

[75]  Vogel-Heuser B, Wildermann S, Teich J. Towards the co-evolution of industrial products and its production systems by combining models from development and hardware/software deployment in cyber–physical systems. Prod Eng 2017;11(6):687–94. 链接1

[76]  Liu SX, Liu H, Zhang Y. The new role of design in innovation: a policy perspective from China. Des J 2018;21(1):37–58. 链接1

[77]  Uhlemann THJ, Lehmann C, Steinhilper R. The digital twin: realizing the cyber–physical production system for Industry 4.0. Procedia. CIRP 2017;61:335–40. 链接1

[78]  Hu SJ. Evolving paradigms of manufacturing: from mass production to mass customization and personalization. Procedia CIRP 2013;7:3–8. 链接1

[79]  Lee J, Ardakani HD, Yang S, Bagheri B. Industrial big data analytics and cyber– physical systems for future maintenance & service innovation. Procedia CIRP 2015;38:3–7. 链接1

[80]  中国电子技术标准化研究院 . 工业互联网平台标准化白皮书 (2018). 北京 : 中国 电子技术标准化研究院; 2018.

[81]  中国电子技术标准化研究院 . 工业物联网白皮书 . 北京 : 中国电子技术标准化研 究院; 2017.

[82]  Csikor FF, Motz C, Weygand D, Zaiser M, Zapperi S. Dislocation avalanches, strain bursts, and the problem of plastic forming at the micrometer scale. Science 2007;318(5848):251–4. 链接1

[83]  Byrne G, Dornfeld D, Denkena B. Advancing cutting technology. CIRP Ann 2003;52(2):483–507. 链接1

[84]  Pattnaik S, Karunakar DB, Jha P. Developments in investment casting process—a review. J Mater Process Technol 2012;212(11):2332–48. 链接1

[85]  Günther J, Pilarski PM, Helfrich G, Shen H, Diepold K. Intelligent laser welding through representation, prediction, and control learning: an architecture with deep neural networks and reinforcement learning. Mechatronics 2016;34:1–11. 链接1

[86]  Frazier WE. Metal additive manufacturing: a review. J Mater Eng Perform 2014;23(6):1917–28. 链接1

[87]  Paulovich FV, De Oliveira MCF, Oliveira ON Jr. A future with ubiquitous sensing and intelligent systems. ACS Sens 2018;3(8):1433–8. 链接1

[88]  Fujishima M, Mori M, Nishimura K, Takayama M, Kato Y. Development of sensing interface for preventive maintenance of machine tools. Procedia CIRP 2017;61:796–9.

[89]  Li H, Si H. Control for intelligent manufacturing: a multiscale challenge. Engineering 2017;3(5):608–15. 链接1

[90]  Zhang L, Luo Y, Tao F, Li B, Ren L, Zhang X, et al. Cloud manufacturing: a new manufacturing paradigm. Enterp Inf Syst 2014;8(2):167–87. 链接1

[91]  曹仰锋 . 海尔 COSMOPlat 平台 : 赋能生态 . 清华管理评论 2018;11:28–34.

[92]  Chen B, Wan J, Shu L, Li P, Mukherjee M, Yin B. Smart factory of Industry 4.0: key technologies, application case, and challenges. IEEE Access 2017;6:6505–19. 链接1

[93]  Li JQ, Yu FR, Deng G, Luo C, Ming Z, Yan Q. Industrial Internet: a survey on the enabling technologies, applications, and challenges. IEEE Comm Surv Tutor 2017;19(3):1504–26. 链接1

[94]  Bonvillian WB. Advanced manufacturing: a new policy challenge. Ann Sci Technol Policy 2017;1(1):1–131. 链接1

[95]  Shi W, Cao J, Zhang Q, Li Y, Xu L. Edge computing: vision and challenges. IEEE Internet Things J 2016;3(5):637–46. 链接1

[96]  Sadeghi AR, Wachsmann C, Waidner M. Security and privacy challenges in industrial Internet of Things. In: Proceedings of the 52nd ACM/EDAC/IEEE Design Automation Conference; 2015 Jun 8–12; San Francisco, CA, USA. Washington, DC: IEEE; 2015. 链接1

[97]  Lee I, Lee K. The Internet of Things (IoT): applications, investments, and challenges for enterprises. Bus Horiz 2015;58(4):431–40. 链接1

[98]  Fitzgerald J, Larsen PG, Verhoef M. From embedded to cyber–physical systems: challenges and future directions. In: Fitzgerald J, Larsen PG, Verhoef M, editors. Collaborative design for embedded systems. New York: Springer; 2014. p. 293–303. 链接1

[99]  Weber RH. Internet of Things—new security and privacy challenges. Comput Law Secur Rev 2010;26(1):23–30. 链接1

[100]  Rosen R, von Wichert G, Lo G, Bettenhausen KD. About the importance of autonomy and digital twins for the future of manufacturing. IFACPapersOnLine 2015;48(3):567–72. 链接1

[101]  陶飞 , 刘蔚然 , 张萌 , 等 . 数字孪生五维模型及十大领域应用 . 计算机集成制造系 统 2019;25(1):1-18.

[102]  Tao F, Qi Q, Wang L, Nee AYC. Digital twins and cyber–physical systems toward smart manufacturing and Industry 4.0: correlation and comparison. Engineering. Forthcoming 2019.

[103]  Fowler JW, Rose O. Grand challenges in modeling and simulation of complex manufacturing systems. Simulation 2004;80(9):469–76. 链接1

[104]  Sterman JD. System dynamics modeling: tools for learning in a complex world. California Manage Rev 2001;43(4):8–25. 链接1

[105]  Li S, Xu LD, Zhao S. 5G Internet of Things: a survey. J Ind Inf Integr 2018;10:1–9.

[106]  Mourtzis D, Vlachou E, Milas N. Industrial big data as a result of IoT adoption in manufacturing. Procedia CIRP 2016;55:290–5. 链接1

[107]  O’Donovan P, Leahy K, Bruton K, O’Sullivan DTJ. Big data in manufacturing: a systematic mapping study. J Big Data 2015;2(1):20. 链接1

[108]  Negahban A, Smith JS. Simulation for manufacturing system design and operation: literature review and analysis. J Manuf Syst 2014;33(2): 241–61. 链接1

[109]  Hedberg TD Jr. Hartman NW Rosche P, Fischer K. Identified research directions for using manufacturing knowledge earlier in the product lifecycle. Int J Prod Res 2017;55(3):819–27. 链接1

[110]  Esmaeilian B, Behdad S, Wang B. The evolution and future of manufacturing: a review. J Manuf Syst 2016;39:79–100. 链接1

[111]  Busnaina AA, Mead J, Isaacs J, Somu S. Nanomanufacturing and sustainability: opportunities and challenges. In: Diallo MS, Fromer NA, Jhon MS, editors. Nanotechnology for sustainable development. New York: Springer; 2013. p. 331–6. 链接1

[112]  Liang S, Rajora M, Liu X, Yue C, Zou P, Wang L. Intelligent manufacturing systems: a review. Int J Mech Eng Rob Res 2018;7(2):324–30.

[113]  Tao F, Qi Q, Liu A, Kusiak A. Data-driven smart manufacturing. J Manuf Syst 2018;48(Pt C):157–69. 链接1

[114]  Jeschke S, Brecher C, Meisen T, Özdemir D, Eschert T. Industrial Internet of Things and cyber manufacturing systems. In: Jeschke S, Brecher C, Song H, Rawat DB, editors. Industrial Internet of Things. New York: Springer; 2017. p. 3–19. 链接1

[115]  Pacaux-Lemoine MP, Berdal Q, Enjalbert S, Trentesaux D. Towards humanbased industrial cyber–physical systems. In: Proceedings of 2018 IEEE Industrial Cyber–Physical Systems; 2018 May 15–18; St. Petersburg, Russia; 2018 p. 615–20. 链接1

[116]  Pacaux-Lemoine MP, Trentesaux D, Rey GZ, Millot P. Designing intelligent manufacturing systems through human–machine cooperation principles: a human-centered approach. Comput Ind Eng 2017;111:581–95. 链接1