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Published in: The International Journal of Advanced Manufacturing Technology 1-2/2021

29-07-2021 | ORIGINAL ARTICLE

The ontology-based modeling and evolution of digital twin for assembly workshop

Authors: Qiangwei Bao, Gang Zhao, Yong Yu, Sheng Dai, Wei Wang

Published in: The International Journal of Advanced Manufacturing Technology | Issue 1-2/2021

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Abstract

Digital twin (DT) technology has been entrusted with the tasks of modeling and monitoring of the product, process, and production system. Moreover, the development of semantic modeling and digital perception provides the feasibility for the application of DT in the manufacturing industry. However, the application of DT technology in assembly workshop modeling and management is immature for the discreteness of assembly process, diversity of assembly resource, and complexity of dataflow in the assembly task execution. A method of ontology-based modeling and evolution of DT for the assembly workshop is proposed to deal with this situation. Firstly, the ontology-based modeling method is given for the assembly resource and process. By instantiating in the ontology, resources and processes can be involved in the modeling and evolution of the DT workshop. Secondly, the DT assembly workshop framework is introduced with the detailed discussions of dataflow mapping, DT evolution, storage, and tracing of historical data generated during the operation of the workshop. In addition, a case study is illustrated to show the entire process of construction and evolution of the DT modeled on an experimental field, indicating the feasibility and validity of the method proposed.

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Literature
1.
go back to reference Napoleone A, Macchi M, Pozzetti A (2020) A review on the characteristics of cyber-physical systems for the future smart factories. J Manuf Syst 54:305–335CrossRef Napoleone A, Macchi M, Pozzetti A (2020) A review on the characteristics of cyber-physical systems for the future smart factories. J Manuf Syst 54:305–335CrossRef
2.
go back to reference Lu Y, Xu X, Wang L (2020) Smart manufacturing process and system automation – a critical review of the standards and envisioned scenarios. J Manuf Syst 56:312–325CrossRef Lu Y, Xu X, Wang L (2020) Smart manufacturing process and system automation – a critical review of the standards and envisioned scenarios. J Manuf Syst 56:312–325CrossRef
3.
go back to reference Yi Y, Yan Y, Liu X, Ni Z, Liu J (2020) Digital twin-based smart assembly process design and application framework for complex products and its case study. J Manuf Syst Yi Y, Yan Y, Liu X, Ni Z, Liu J (2020) Digital twin-based smart assembly process design and application framework for complex products and its case study. J Manuf Syst
4.
go back to reference Grieves M (2005) Product lifecycle management: The new paradigm for enterprises. Int J Prod Dev 2(1-2):71–84CrossRef Grieves M (2005) Product lifecycle management: The new paradigm for enterprises. Int J Prod Dev 2(1-2):71–84CrossRef
5.
go back to reference Grieves M (2005) Product lifecycle management - driving the next generation of lean thinking. McGraw-Hill Education Grieves M (2005) Product lifecycle management - driving the next generation of lean thinking. McGraw-Hill Education
6.
go back to reference Tao F, Zhang M (2017) Digital twin shop-floor: a new shop-floor paradigm towards smart manufacturing. IEEE Access 5:20418–20427CrossRef Tao F, Zhang M (2017) Digital twin shop-floor: a new shop-floor paradigm towards smart manufacturing. IEEE Access 5:20418–20427CrossRef
7.
go back to reference Cohen Y, Naseraldin H, Chaudhuri A, Pilati F (2019) Assembly systems in industry 4.0 era: a road map to understand assembly 4.0. Int J Adv Manuf Technol 105:4037–4054CrossRef Cohen Y, Naseraldin H, Chaudhuri A, Pilati F (2019) Assembly systems in industry 4.0 era: a road map to understand assembly 4.0. Int J Adv Manuf Technol 105:4037–4054CrossRef
8.
go back to reference Bao J, Guo D, Li J, Zhang J (2019) The modelling and operations for the digital twin in the context of manufacturing. Enterp Inf Syst 13(4):534–556CrossRef Bao J, Guo D, Li J, Zhang J (2019) The modelling and operations for the digital twin in the context of manufacturing. Enterp Inf Syst 13(4):534–556CrossRef
9.
go back to reference Schroeder GN, Steinmetz C, Pereira CE, Espindola DB (2016) Digital twin data modeling with automationml and a communication methodology for data exchange. IFAC-PapersOnLine 49(30):12–17CrossRef Schroeder GN, Steinmetz C, Pereira CE, Espindola DB (2016) Digital twin data modeling with automationml and a communication methodology for data exchange. IFAC-PapersOnLine 49(30):12–17CrossRef
10.
go back to reference Sierla S, Kyrki V, Aarnio P, Vyatkin V (2018) Automatic assembly planning based on digital product descriptions. Comput Ind 97:34–46CrossRef Sierla S, Kyrki V, Aarnio P, Vyatkin V (2018) Automatic assembly planning based on digital product descriptions. Comput Ind 97:34–46CrossRef
11.
go back to reference Schleich B, Anwer N, Mathieu L, Wartzack S (2017) Shaping the digital twin for design and production engineering. CIRP Ann Manuf Technol 66:141–144CrossRef Schleich B, Anwer N, Mathieu L, Wartzack S (2017) Shaping the digital twin for design and production engineering. CIRP Ann Manuf Technol 66:141–144CrossRef
12.
go back to reference Miller MD, Alvarez R, Hartman N (2018) Towards an extended model-based definition for the digital twin. Comput Aided Des Appl 15(6):880–891CrossRef Miller MD, Alvarez R, Hartman N (2018) Towards an extended model-based definition for the digital twin. Comput Aided Des Appl 15(6):880–891CrossRef
13.
go back to reference Li C, Mahadevan S, Ling Y, Choze S, Wang L (2017) Dynamic bayesian network for aircraft wing health monitoring digital twin. AIAA J 55(3):1–12CrossRef Li C, Mahadevan S, Ling Y, Choze S, Wang L (2017) Dynamic bayesian network for aircraft wing health monitoring digital twin. AIAA J 55(3):1–12CrossRef
14.
go back to reference Zakrajsek AJ, Mall S (2017) The development and use of a digital twin model for tire touchdown health monitoring. In: 58th AIAA/ASCE/AHS/ASC structures, structural dynamics, and materials conference Zakrajsek AJ, Mall S (2017) The development and use of a digital twin model for tire touchdown health monitoring. In: 58th AIAA/ASCE/AHS/ASC structures, structural dynamics, and materials conference
15.
go back to reference Seshadri BR, Krishnamurthy T (2017) Structural health management of damaged aircraft structures using digital twin concept. In: 25th AIAA/AHS adaptive structures conference Seshadri BR, Krishnamurthy T (2017) Structural health management of damaged aircraft structures using digital twin concept. In: 25th AIAA/AHS adaptive structures conference
16.
go back to reference Luo W, Hu T, Zhang C, Wei Y (2019) Digital twin for cnc machine tool: modeling and using strategy. J Ambient Intell Humaniz Comput 10(3):1129–1140CrossRef Luo W, Hu T, Zhang C, Wei Y (2019) Digital twin for cnc machine tool: modeling and using strategy. J Ambient Intell Humaniz Comput 10(3):1129–1140CrossRef
17.
go back to reference Kuliaev V, Atmojo UD, Sierla S, Blech JO, Vyatkin V (2019) Towards product centric manufacturing: from digital twins to product assembly. In: 2019 IEEE 17th International conference on industrial informatics (INDIN), pp 164–171 Kuliaev V, Atmojo UD, Sierla S, Blech JO, Vyatkin V (2019) Towards product centric manufacturing: from digital twins to product assembly. In: 2019 IEEE 17th International conference on industrial informatics (INDIN), pp 164–171
18.
go back to reference Zhuang C, Gong J, Liu J (2020) Digital twin-based assembly data management and process traceability for complex products. J Manuf Syst Zhuang C, Gong J, Liu J (2020) Digital twin-based assembly data management and process traceability for complex products. J Manuf Syst
19.
go back to reference Roy RB, Mishra D, Pal SK, Chakravarty T, Misra S (2020) Digital twin: Current scenario and a case study on a manufacturing process. Int J Adv Manuf Technol 107:3691–3714CrossRef Roy RB, Mishra D, Pal SK, Chakravarty T, Misra S (2020) Digital twin: Current scenario and a case study on a manufacturing process. Int J Adv Manuf Technol 107:3691–3714CrossRef
20.
go back to reference Um J, Weyer S, Quint F (2017) Plug-and-simulate within modular assembly line enabled by digital twins and the use of automationml. IFAC Papersonline 50(1):15904–15909CrossRef Um J, Weyer S, Quint F (2017) Plug-and-simulate within modular assembly line enabled by digital twins and the use of automationml. IFAC Papersonline 50(1):15904–15909CrossRef
21.
go back to reference Zidek K, Pitel J, Adamek M, Lazorik P, Hosovsky A (2020) Digital twin of experimental smart manufacturing assembly system for industry 4.0 concept. Sustainability 12(9):3658CrossRef Zidek K, Pitel J, Adamek M, Lazorik P, Hosovsky A (2020) Digital twin of experimental smart manufacturing assembly system for industry 4.0 concept. Sustainability 12(9):3658CrossRef
22.
go back to reference Leng J, Zhang H, Yan D, Liu Q, Chen X, Zhang D (2019) Digital twin-driven manufacturing cyber-physical system for parallel controlling of smart workshop. J Ambient Intell Humaniz Comput 10:1155–1166CrossRef Leng J, Zhang H, Yan D, Liu Q, Chen X, Zhang D (2019) Digital twin-driven manufacturing cyber-physical system for parallel controlling of smart workshop. J Ambient Intell Humaniz Comput 10:1155–1166CrossRef
23.
go back to reference Guo D, Zhong RY, Lin P, Lyu Z, Huang GQ (2020) Digital twin-enabled graduation intelligent manufacturing system for fixed-position assembly islands. Robot Comput Integr Manuf 63:101917CrossRef Guo D, Zhong RY, Lin P, Lyu Z, Huang GQ (2020) Digital twin-enabled graduation intelligent manufacturing system for fixed-position assembly islands. Robot Comput Integr Manuf 63:101917CrossRef
24.
go back to reference Park KT, Lee J, Kim HJ, Noh SD (2020) Digital twin-based cyber physical production system architectural framework for personalized production. Int J Adv Manuf Technol 106(5-6): 1–24CrossRef Park KT, Lee J, Kim HJ, Noh SD (2020) Digital twin-based cyber physical production system architectural framework for personalized production. Int J Adv Manuf Technol 106(5-6): 1–24CrossRef
25.
go back to reference Zhang H, Yan Q, Wen Z (2020) Information modeling for cyber-physical production system based on digital twin and automationml. Int J Adv Manuf Technol 107(3–4):1927–1945CrossRef Zhang H, Yan Q, Wen Z (2020) Information modeling for cyber-physical production system based on digital twin and automationml. Int J Adv Manuf Technol 107(3–4):1927–1945CrossRef
26.
go back to reference Bilberg A, Malik AA (2019) Digital twin driven human-robot collaborative assembly. CIRP Annals - Manuf Technol 68(1):499–502CrossRef Bilberg A, Malik AA (2019) Digital twin driven human-robot collaborative assembly. CIRP Annals - Manuf Technol 68(1):499–502CrossRef
27.
go back to reference Tan Q, Tong Y, Wu S, Li D (2019) Modeling, planning, and scheduling of shop-floor assembly process with dynamic cyber-physical interactions: a case study for cps-based smart industrial robot production. Int J Adv Manuf Technol 105(9):3979–3989CrossRef Tan Q, Tong Y, Wu S, Li D (2019) Modeling, planning, and scheduling of shop-floor assembly process with dynamic cyber-physical interactions: a case study for cps-based smart industrial robot production. Int J Adv Manuf Technol 105(9):3979–3989CrossRef
28.
go back to reference Negri E, Berardi S, Fumagalli L, Macchi M (2020) Mes-integrated digital twin frameworks. J Manuf Syst 56:58–71CrossRef Negri E, Berardi S, Fumagalli L, Macchi M (2020) Mes-integrated digital twin frameworks. J Manuf Syst 56:58–71CrossRef
29.
go back to reference Hao B, Wang MY, Fu SL, Xu DP, Wang JX (2020) Quality control mode of intelligent assembly workshop based on digital twin. J Phys Conf Ser 1605(1):012036CrossRef Hao B, Wang MY, Fu SL, Xu DP, Wang JX (2020) Quality control mode of intelligent assembly workshop based on digital twin. J Phys Conf Ser 1605(1):012036CrossRef
30.
go back to reference Sun X, Bao J, Li J, Zhang Y, Zhou B (2020) A digital twin-driven approach for the assembly-commissioning of high precision products. Robotics and Computer-Integrated Manufacturing 61:101839CrossRef Sun X, Bao J, Li J, Zhang Y, Zhou B (2020) A digital twin-driven approach for the assembly-commissioning of high precision products. Robotics and Computer-Integrated Manufacturing 61:101839CrossRef
31.
go back to reference Fang P, Yang J, Zheng L, Zhong RY, Jiang Y (2020) Data analytics-enable production visibility for cyber-physical production systems. J Manuf Syst 57:242–253CrossRef Fang P, Yang J, Zheng L, Zhong RY, Jiang Y (2020) Data analytics-enable production visibility for cyber-physical production systems. J Manuf Syst 57:242–253CrossRef
32.
go back to reference Ma J, Chen H, Zhang Y, Guo H, Liu L (2020) A digital twin-driven production management system for production workshop. Int J Adv Manuf Technol 110(5-6):1385–1397CrossRef Ma J, Chen H, Zhang Y, Guo H, Liu L (2020) A digital twin-driven production management system for production workshop. Int J Adv Manuf Technol 110(5-6):1385–1397CrossRef
33.
go back to reference Guo J, Zhao N, Sun L, Zhang S (2019) Modular based flexible digital twin for factory design. J Ambient Intell Humaniz Comput 10(3):1189–1200CrossRef Guo J, Zhao N, Sun L, Zhang S (2019) Modular based flexible digital twin for factory design. J Ambient Intell Humaniz Comput 10(3):1189–1200CrossRef
34.
go back to reference Cheng J, Zhang H, Tao F, Juang C (2020) Dt-ii: Digital twin enhanced industrial internet reference framework towards smart manufacturing. Robot Comput Integr Manuf 62:101881CrossRef Cheng J, Zhang H, Tao F, Juang C (2020) Dt-ii: Digital twin enhanced industrial internet reference framework towards smart manufacturing. Robot Comput Integr Manuf 62:101881CrossRef
35.
go back to reference Lim KYH, Zheng P, Chen CH (2020) A state-of-the-art survey of digital twin: techniques, engineering product lifecycle management and business innovation perspectives. J Intell Manuf 31(6):1313–1337CrossRef Lim KYH, Zheng P, Chen CH (2020) A state-of-the-art survey of digital twin: techniques, engineering product lifecycle management and business innovation perspectives. J Intell Manuf 31(6):1313–1337CrossRef
36.
go back to reference Gao J, Bernard A (2018) An overview of knowledge sharing in new product development. Int J Adv Manuf Technol 94(5-8):1545–1550CrossRef Gao J, Bernard A (2018) An overview of knowledge sharing in new product development. Int J Adv Manuf Technol 94(5-8):1545–1550CrossRef
37.
go back to reference Lu Y, Xu X (2018) Resource virtualization: a core technology for developing cyber-physical production systems. J Manuf Syst 47:128–140CrossRef Lu Y, Xu X (2018) Resource virtualization: a core technology for developing cyber-physical production systems. J Manuf Syst 47:128–140CrossRef
38.
go back to reference Perzylo A, Profanter S, Rickert M, Knoll A (2019) Opc ua nodeset ontologies as a pillar of representing semantic digital twins of manufacturing resources. In: Proceedings of the IEEE international conference on emerging technologies and factory automation (ETFA), pp 1085–1092 Perzylo A, Profanter S, Rickert M, Knoll A (2019) Opc ua nodeset ontologies as a pillar of representing semantic digital twins of manufacturing resources. In: Proceedings of the IEEE international conference on emerging technologies and factory automation (ETFA), pp 1085–1092
39.
go back to reference Ferrer BR, Ahmad B, Lobov A, Vera DA, Lastra JLM, Harrison R (2015) An approach for knowledge-driven product, process and resource mappings for assembly automation. In: 2015 IEEE International conference on automation science and engineering (CASE), pp 1104–1109 Ferrer BR, Ahmad B, Lobov A, Vera DA, Lastra JLM, Harrison R (2015) An approach for knowledge-driven product, process and resource mappings for assembly automation. In: 2015 IEEE International conference on automation science and engineering (CASE), pp 1104–1109
40.
go back to reference Ferrer BR, Ahmad B, Vera D, Lobov A, Harrison R, Lastra JLM (2016) Product, process and resource model coupling for knowledge-driven assembly automation. Automatisierungstechnik 64 (3):231–243CrossRef Ferrer BR, Ahmad B, Vera D, Lobov A, Harrison R, Lastra JLM (2016) Product, process and resource model coupling for knowledge-driven assembly automation. Automatisierungstechnik 64 (3):231–243CrossRef
41.
go back to reference Delamer IM, Lastra JLM (2006) Ontology modeling of assembly processes and systems using semantic web services. In: 2006 4th IEEE International conference on industrial informatics, pp 611–617 Delamer IM, Lastra JLM (2006) Ontology modeling of assembly processes and systems using semantic web services. In: 2006 4th IEEE International conference on industrial informatics, pp 611–617
42.
go back to reference Ribeiro L, Barata J, Onori M, Amado A (2008) Owl ontology to support evolvable assembly systems. IFAC Proceedings 41(3):290–295 Ribeiro L, Barata J, Onori M, Amado A (2008) Owl ontology to support evolvable assembly systems. IFAC Proceedings 41(3):290–295
43.
go back to reference Zhan P, Jayaram U, Kim O, Zhu L (2010) Knowledge representation and ontology mapping methods for product data in engineering applications, vol 10, p 021004 Zhan P, Jayaram U, Kim O, Zhu L (2010) Knowledge representation and ontology mapping methods for product data in engineering applications, vol 10, p 021004
44.
go back to reference Sugato C, Rahul C, M. LR (2009) Ontology-guided knowledge retrieval in an automobile assembly environment. Int J Adv Manuf Technol 44:1237–1249CrossRef Sugato C, Rahul C, M. LR (2009) Ontology-guided knowledge retrieval in an automobile assembly environment. Int J Adv Manuf Technol 44:1237–1249CrossRef
45.
go back to reference Zhu L, Jayaram U, Kim O (2012) Semantic applications enabling reasoning in product assembly ontologies—moving past modeling. J Comput Inf Sci Eng 12(1):011009CrossRef Zhu L, Jayaram U, Kim O (2012) Semantic applications enabling reasoning in product assembly ontologies—moving past modeling. J Comput Inf Sci Eng 12(1):011009CrossRef
46.
go back to reference Li X, Wang L, Zhu C, Liu Z (2021) Framework for manufacturing-tasks semantic modelling and manufacturing-resource recommendation for digital twin shop-floor. J Manuf Syst 58:281–292CrossRef Li X, Wang L, Zhu C, Liu Z (2021) Framework for manufacturing-tasks semantic modelling and manufacturing-resource recommendation for digital twin shop-floor. J Manuf Syst 58:281–292CrossRef
47.
go back to reference Noy NF, McGuinness DL (2001) Ontology development 101: a guide to creating your first ontology. Tech rep Noy NF, McGuinness DL (2001) Ontology development 101: a guide to creating your first ontology. Tech rep
48.
go back to reference Lu Y, Liu C, Wang IK, Huang H, Xu X (2020) Digital twin-driven smart manufacturing: connotation, reference model, applications and research issues. Robot Comput Integr Manuf 61:101837CrossRef Lu Y, Liu C, Wang IK, Huang H, Xu X (2020) Digital twin-driven smart manufacturing: connotation, reference model, applications and research issues. Robot Comput Integr Manuf 61:101837CrossRef
49.
go back to reference Bao Q, Zhao G, Yu Y, Dai S, Wang W (2020) Ontology-based modeling of part digital twin oriented to assembly. In: Proceedings of the institution of mechanical engineers part b, journal of engineering manufacture Bao Q, Zhao G, Yu Y, Dai S, Wang W (2020) Ontology-based modeling of part digital twin oriented to assembly. In: Proceedings of the institution of mechanical engineers part b, journal of engineering manufacture
50.
go back to reference Liu W, Xu W, Fu J, Liu Z, Zhong Z (2010) An extended description logic for event ontology. Lecture Notes Comput Sci 6104:471–481CrossRef Liu W, Xu W, Fu J, Liu Z, Zhong Z (2010) An extended description logic for event ontology. Lecture Notes Comput Sci 6104:471–481CrossRef
51.
go back to reference Tao F, Zhang M, Nee A (2019) Digital twin driven smart manufacturing. Academic Press Tao F, Zhang M, Nee A (2019) Digital twin driven smart manufacturing. Academic Press
52.
go back to reference Stojanovic L, Maedche A, Motik B, Stojanovic N (2002) User-driven ontology evolution management. In: Knowledge Engineering and Knowledge Management: Ontologies and the Semantic Web. Springer Berlin Heidelberg, Berlin, pp 285–300 Stojanovic L, Maedche A, Motik B, Stojanovic N (2002) User-driven ontology evolution management. In: Knowledge Engineering and Knowledge Management: Ontologies and the Semantic Web. Springer Berlin Heidelberg, Berlin, pp 285–300
53.
go back to reference Sellami Z, Camps V, Aussenac-Gilles N (2013) Dynamo-mas: a multi-agent system for ontology evolution from text. J Data Semant 2(2-3):145–161CrossRef Sellami Z, Camps V, Aussenac-Gilles N (2013) Dynamo-mas: a multi-agent system for ontology evolution from text. J Data Semant 2(2-3):145–161CrossRef
54.
go back to reference Sari AK, Rahayu W, Bhatt M (2013) An approach for sub-ontology evolution in a distributed health care enterprise. Inf Syst 38(5):727–744CrossRef Sari AK, Rahayu W, Bhatt M (2013) An approach for sub-ontology evolution in a distributed health care enterprise. Inf Syst 38(5):727–744CrossRef
55.
go back to reference Sirin E, Parsia B, Grau BC, Kalyanpur A, Katz Y (2007) Pellet: a practical owl-dl reasoner. J Web Semant 5(2):51–53CrossRef Sirin E, Parsia B, Grau BC, Kalyanpur A, Katz Y (2007) Pellet: a practical owl-dl reasoner. J Web Semant 5(2):51–53CrossRef
56.
go back to reference Glimm B, Horrocks I, Motik B, Stoilos G, Wang Z (2014) Hermit: an owl 2 reasoner. J Autom Reason 53(3):245–269MATHCrossRef Glimm B, Horrocks I, Motik B, Stoilos G, Wang Z (2014) Hermit: an owl 2 reasoner. J Autom Reason 53(3):245–269MATHCrossRef
57.
go back to reference Tao F, Cheng J, Qi Q, Zhang M, Zhang H, Sui F (2018) Digital twin-driven product design, manufacturing and service with big data. Int J Adv Manuf Technol 94(9-12):3563–3576CrossRef Tao F, Cheng J, Qi Q, Zhang M, Zhang H, Sui F (2018) Digital twin-driven product design, manufacturing and service with big data. Int J Adv Manuf Technol 94(9-12):3563–3576CrossRef
58.
go back to reference Qi Q, Tao F (2018) Digital twin and big data towards smart manufacturing and industry 4.0: 360 degree comparison. IEEE Access 6:3585–3593CrossRef Qi Q, Tao F (2018) Digital twin and big data towards smart manufacturing and industry 4.0: 360 degree comparison. IEEE Access 6:3585–3593CrossRef
Metadata
Title
The ontology-based modeling and evolution of digital twin for assembly workshop
Authors
Qiangwei Bao
Gang Zhao
Yong Yu
Sheng Dai
Wei Wang
Publication date
29-07-2021
Publisher
Springer London
Published in
The International Journal of Advanced Manufacturing Technology / Issue 1-2/2021
Print ISSN: 0268-3768
Electronic ISSN: 1433-3015
DOI
https://doi.org/10.1007/s00170-021-07773-1

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