{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,10]],"date-time":"2024-09-10T13:50:37Z","timestamp":1725976237312},"reference-count":55,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2024,4,1]],"date-time":"2024-04-01T00:00:00Z","timestamp":1711929600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2024,4,1]],"date-time":"2024-04-01T00:00:00Z","timestamp":1711929600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-017"},{"start":{"date-parts":[[2024,4,1]],"date-time":"2024-04-01T00:00:00Z","timestamp":1711929600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"},{"start":{"date-parts":[[2024,4,1]],"date-time":"2024-04-01T00:00:00Z","timestamp":1711929600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-012"},{"start":{"date-parts":[[2024,4,1]],"date-time":"2024-04-01T00:00:00Z","timestamp":1711929600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2024,4,1]],"date-time":"2024-04-01T00:00:00Z","timestamp":1711929600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-004"}],"funder":[{"DOI":"10.13039\/501100004608","name":"Natural Science Foundation of Jiangsu Province","doi-asserted-by":"publisher","award":["BK20202007"],"id":[{"id":"10.13039\/501100004608","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100010023","name":"Natural Science Research of Jiangsu Higher Education Institutions of China","doi-asserted-by":"publisher","award":["20KJA460009"],"id":[{"id":"10.13039\/501100010023","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100012166","name":"National Key Research and Development Program of China","doi-asserted-by":"publisher","award":["2020YFB1708400"],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["52075229"],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Robotics and Computer-Integrated Manufacturing"],"published-print":{"date-parts":[[2024,4]]},"DOI":"10.1016\/j.rcim.2023.102667","type":"journal-article","created":{"date-parts":[[2023,10,9]],"date-time":"2023-10-09T21:17:41Z","timestamp":1696886261000},"page":"102667","update-policy":"http:\/\/dx.doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":4,"special_numbering":"C","title":["A multi-dimensional evolution modeling method for digital twin process model"],"prefix":"10.1016","volume":"86","author":[{"ORCID":"http:\/\/orcid.org\/0000-0003-1900-571X","authenticated-orcid":false,"given":"Jinfeng","family":"Liu","sequence":"first","affiliation":[]},{"given":"Qiukai","family":"Ji","sequence":"additional","affiliation":[]},{"given":"Honggen","family":"Zhou","sequence":"additional","affiliation":[]},{"given":"Chenxiao","family":"Du","sequence":"additional","affiliation":[]},{"given":"Xiaojun","family":"Liu","sequence":"additional","affiliation":[]},{"given":"Mingxuan","family":"Li","sequence":"additional","affiliation":[]}],"member":"78","reference":[{"issue":"7","key":"10.1016\/j.rcim.2023.102667_bib0001","doi-asserted-by":"crossref","first-page":"2312","DOI":"10.1080\/00207543.2021.1887531","article-title":"Dynamic design method of digital twin process model driven by knowledge-evolution machining features","volume":"60","author":"Liu","year":"2022","journal-title":"Int. J. Prod. Res."},{"key":"10.1016\/j.rcim.2023.102667_bib0002","series-title":"Digital twin: Mitigating unpredictable, Undesirable Emergent Behavior in Complex System\/\/Trans-Disciplinary Perspectives on Complex Systems","author":"Grieves","year":"2017"},{"key":"10.1016\/j.rcim.2023.102667_bib0003","doi-asserted-by":"crossref","first-page":"20418","DOI":"10.1109\/ACCESS.2017.2756069","article-title":"Digital Twin Shop-Floor: a New Shop-Floor Paradigm Towards Smart Manufacturing","volume":"5","author":"Tao","year":"2017","journal-title":"IEEE Access"},{"issue":"04","key":"10.1016\/j.rcim.2023.102667_bib0004","first-page":"753","article-title":"Connection, architecture and trends of product digital twin","volume":"23","author":"Zhuang","year":"2017","journal-title":"Comput. Integr. Manuf. Syst."},{"key":"10.1016\/j.rcim.2023.102667_bib0005","doi-asserted-by":"crossref","first-page":"2050","DOI":"10.1109\/ACCESS.2017.2657006","article-title":"C2PS: a digital twin architecture reference model for the cloud-based cyber-physical systems","volume":"5","author":"Alam","year":"2017","journal-title":"IEEE Access"},{"key":"10.1016\/j.rcim.2023.102667_bib0006","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.aei.2022.101706","article-title":"From simple digital twin to complex digital twin Part I: a novel modeling method for multi-scale and multi-scenario digital twin","volume":"53","author":"Jia","year":"2022","journal-title":"Adv. Eng. Inf."},{"key":"10.1016\/j.rcim.2023.102667_bib0007","doi-asserted-by":"crossref","first-page":"1189","DOI":"10.1007\/s12652-018-0953-6","article-title":"Modular based flexible digital twin for factory design","volume":"10","author":"Guo","year":"2019","journal-title":"J. Amb. Intel. Hum. Comp."},{"key":"10.1016\/j.rcim.2023.102667_bib0008","doi-asserted-by":"crossref","first-page":"94","DOI":"10.1016\/j.jmsy.2020.04.013","article-title":"Digital twin-based smart assembly process design and application framework for complex products and its case study","volume":"58","author":"Yang","year":"2021","journal-title":"J. Manuf. Syst."},{"key":"10.1016\/j.rcim.2023.102667_bib0009","doi-asserted-by":"crossref","first-page":"26901","DOI":"10.1109\/ACCESS.2017.2766453","article-title":"A digital twin-based approach for designing and multi-objective optimization of hollow glass production line","volume":"5","author":"Zhang","year":"2017","journal-title":"IEEE Access"},{"key":"10.1016\/j.rcim.2023.102667_bib0010","doi-asserted-by":"crossref","first-page":"1619","DOI":"10.1007\/s00170-018-2748-5","article-title":"Digital twin-based process reuse and evaluation approach for smart process planning","volume":"100","author":"Liu","year":"2019","journal-title":"Int. J. Adv. Manuf. Technol."},{"key":"10.1016\/j.rcim.2023.102667_bib0011","doi-asserted-by":"crossref","first-page":"19312","DOI":"10.1109\/ACCESS.2019.2893309","article-title":"Dynamic evaluation method of machining process planning based on digital twin","volume":"7","author":"Liu","year":"2019","journal-title":"IEEE Access"},{"key":"10.1016\/j.rcim.2023.102667_bib0012","doi-asserted-by":"crossref","DOI":"10.1016\/j.rcim.2019.101881","article-title":"DT-II: digital twin enhanced Industrial Internet reference framework towards smart manufacturing","volume":"62","author":"Cheng","year":"2020","journal-title":"Robot Comput. Integr. Manuf."},{"key":"10.1016\/j.rcim.2023.102667_bib0013","doi-asserted-by":"crossref","first-page":"3563","DOI":"10.1007\/s00170-017-0233-1","article-title":"Digital twin-driven product design, manufacturing, and service with big data","volume":"94","author":"Tao","year":"2018","journal-title":"Int. J. Adv. Manuf. Technol."},{"issue":"12","key":"10.1016\/j.rcim.2023.102667_bib0014","doi-asserted-by":"crossref","first-page":"3935","DOI":"10.1080\/00207543.2018.1443229","article-title":"Digital twin-driven product design framework","volume":"57","author":"Tao","year":"2019","journal-title":"Int. J. Prod. Res."},{"issue":"1","key":"10.1016\/j.rcim.2023.102667_bib0015","doi-asserted-by":"crossref","first-page":"141","DOI":"10.1016\/j.cirp.2017.04.040","article-title":"Shaping the digital twin for design and production engineering","volume":"66","author":"Schleich","year":"2017","journal-title":"CIRP Ann."},{"issue":"31","key":"10.1016\/j.rcim.2023.102667_bib0016","doi-asserted-by":"crossref","first-page":"97","DOI":"10.1016\/j.ifacol.2016.12.168","article-title":"Future modeling and simulation of CPS-based factories: an example from the automotive industry","volume":"49","author":"Weyer","year":"2016","journal-title":"Ifac-Papersonline"},{"key":"10.1016\/j.rcim.2023.102667_bib0017","doi-asserted-by":"crossref","first-page":"1149","DOI":"10.1007\/s00170-018-1617-6","article-title":"Digital twin-based smart production management and control framework for the complex product assembly shop-floor","volume":"96","author":"Zhuang","year":"2018","journal-title":"Int. J. Adv. Manuf. Tech."},{"key":"10.1016\/j.rcim.2023.102667_bib0018","series-title":"Proceedings of the 2018 IEEE 15th International Conference on Networking, Sensing, and Control (ICNSC)","first-page":"1","article-title":"Equipment energy consumption management in digital twin shop-floor: a framework and potential applications","author":"Zhang","year":"2018"},{"key":"10.1016\/j.rcim.2023.102667_bib0019","doi-asserted-by":"crossref","first-page":"41229","DOI":"10.1109\/ACCESS.2020.2974241","article-title":"The modeling and using strategy for the digital twin in process planning","volume":"8","author":"Zhao","year":"2020","journal-title":"IEEE Access"},{"key":"10.1016\/j.rcim.2023.102667_bib0020","series-title":"Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science","first-page":"1931","article-title":"Digital twin-based production scheduling system for heavy truck frame shop","volume":"236","author":"Wang","year":"2022"},{"key":"10.1016\/j.rcim.2023.102667_bib0021","doi-asserted-by":"crossref","DOI":"10.1016\/j.rcim.2020.101974","article-title":"A hybrid predictive maintenance approach for CNC machine tool driven by Digital Twin","volume":"65","author":"Luo","year":"2020","journal-title":"Robot Cim-Int Manuf."},{"issue":"11","key":"10.1016\/j.rcim.2023.102667_bib0022","doi-asserted-by":"crossref","first-page":"1067","DOI":"10.1080\/0951192X.2019.1686173","article-title":"The use of Digital Twin for predictive maintenance in manufacturing","volume":"32","author":"Aivaliotis","year":"2019","journal-title":"Int. J. Comput. Integ. M"},{"key":"10.1016\/j.rcim.2023.102667_bib0023","doi-asserted-by":"crossref","first-page":"1743","DOI":"10.1016\/j.promfg.2020.01.265","article-title":"Approach for a holistic predictive maintenance strategy by incorporating a digital twin","volume":"39","author":"Werner","year":"2019","journal-title":"Procedia Manuf."},{"key":"10.1016\/j.rcim.2023.102667_bib0024","doi-asserted-by":"crossref","unstructured":"Lynn R., Chen A., Locks S., et\u00a0al. Intelligent and accessible data flow architectures for manufacturing system optimization\/\/Proceedings of the Advances in Production Management Systems: Innovative Production Management Towards Sustainable Growth: IFIP WG 5.7 International Conference, APMS 2015, Tokyo, Japan, September 7-9, 2015, Proceedings, Part I 0. Springer International Publishing, 2015: 27\u201335.","DOI":"10.1007\/978-3-319-22756-6_4"},{"key":"10.1016\/j.rcim.2023.102667_bib0025","doi-asserted-by":"crossref","first-page":"1129","DOI":"10.1007\/s12652-018-0946-5","article-title":"Digital twin for CNC machine tool: modeling and using strategy","volume":"10","author":"Luo","year":"2019","journal-title":"J. Ambient Intell. Humaniz Comput."},{"issue":"11","key":"10.1016\/j.rcim.2023.102667_bib0026","doi-asserted-by":"crossref","first-page":"1067","DOI":"10.1080\/0951192X.2019.1686173","article-title":"The use of Digital Twin for predictive maintenance in manufacturing","volume":"32","author":"Aivaliotis","year":"2019","journal-title":"Int. J. Computer Integr. Manuf."},{"key":"10.1016\/j.rcim.2023.102667_bib0027","series-title":"Proceedings of the 2020 Global Smart Industry Conference (GloSIC)","first-page":"276","article-title":"Modeling as the foundation of digital twins","author":"Brylina","year":"2020"},{"key":"10.1016\/j.rcim.2023.102667_bib0028","doi-asserted-by":"crossref","first-page":"36","DOI":"10.1016\/j.cirpj.2020.02.002","article-title":"Characterising the Digital Twin: a systematic literature review","volume":"29","author":"Jones","year":"2020","journal-title":"CIRP J. Manuf. Sci. Technol."},{"key":"10.1016\/j.rcim.2023.102667_bib0029","doi-asserted-by":"crossref","DOI":"10.1016\/j.dss.2021.113524","article-title":"Digital Twin: generalization, characterization and implementation","volume":"145","author":"VanDerHorn","year":"2021","journal-title":"Decis. Support Syst."},{"key":"10.1016\/j.rcim.2023.102667_bib0030","doi-asserted-by":"crossref","first-page":"79","DOI":"10.1016\/j.jmsy.2020.07.006","article-title":"Conceptual digital twin modeling based on an integrated five-dimensional framework and TRIZ function model","volume":"58","author":"Wu","year":"2021","journal-title":"J. Manuf. Syst."},{"key":"10.1016\/j.rcim.2023.102667_bib0031","doi-asserted-by":"crossref","first-page":"133","DOI":"10.1007\/10_2020_152","article-title":"Mechanistic mathematical models as a basis for digital twins","author":"Moser","year":"2020","journal-title":"Digital Twins"},{"key":"10.1016\/j.rcim.2023.102667_bib0032","doi-asserted-by":"crossref","first-page":"180","DOI":"10.1016\/j.jmsy.2020.04.014","article-title":"Digital twin modeling method based on biomimicry for machining aerospace components","volume":"58","author":"Liu","year":"2021","journal-title":"J. Manuf. Syst."},{"issue":"4","key":"10.1016\/j.rcim.2023.102667_bib0033","doi-asserted-by":"crossref","first-page":"534","DOI":"10.1080\/17517575.2018.1526324","article-title":"The modelling and operations for the digital twin in the context of manufacturing","volume":"13","author":"Bao","year":"2019","journal-title":"Enterprise Info. Syst."},{"key":"10.1016\/j.rcim.2023.102667_bib0034","doi-asserted-by":"crossref","DOI":"10.1016\/j.rcim.2019.101839","article-title":"A digital twin-driven approach for the assembly-commissioning of high precision products","volume":"61","author":"Sun","year":"2020","journal-title":"Robot Comput. Integr. Manuf."},{"key":"10.1016\/j.rcim.2023.102667_bib0035","doi-asserted-by":"crossref","first-page":"305","DOI":"10.1016\/j.jmsy.2020.08.007","article-title":"Digital twin for cutting tool: modeling, application and service strategy","volume":"58","author":"Xie","year":"2021","journal-title":"J. Manuf. Syst."},{"issue":"5","key":"10.1016\/j.rcim.2023.102667_bib0036","doi-asserted-by":"crossref","first-page":"1113","DOI":"10.1007\/s10845-019-01500-0","article-title":"Real-time machining data application and service based on IMT digital twin","volume":"31","author":"Tong","year":"2020","journal-title":"J. Intell. Manuf."},{"key":"10.1016\/j.rcim.2023.102667_bib0037","doi-asserted-by":"crossref","first-page":"34","DOI":"10.1016\/j.compind.2018.01.013","article-title":"Automatic assembly planning based on digital product descriptions","volume":"97","author":"Sierla","year":"2018","journal-title":"Comput. Ind."},{"issue":"1","key":"10.1016\/j.rcim.2023.102667_bib0038","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/s00170-010-2699-y","article-title":"Model-based definition design in the product lifecycle management scenario","volume":"52","author":"Alemanni","year":"2011","journal-title":"Int. J. Adv. Manuf. Technol."},{"issue":"2","key":"10.1016\/j.rcim.2023.102667_bib0039","doi-asserted-by":"crossref","first-page":"77","DOI":"10.1080\/25726668.2019.1569367","article-title":"Virtual monitoring method for hydraulic supports based on digital twin theory","volume":"128","author":"Xie","year":"2019","journal-title":"Mining Technol."},{"key":"10.1016\/j.rcim.2023.102667_bib0040","series-title":"Proceedings of the 2015 4th International Conference on Sensors, Measurement and Intelligent Materials","first-page":"140","article-title":"A 3D process design method based on MBD machining element","author":"Lin","year":"2016"},{"issue":"5","key":"10.1016\/j.rcim.2023.102667_bib0041","doi-asserted-by":"crossref","first-page":"549","DOI":"10.1007\/s00170-010-3115-3","article-title":"Manufacturing process modelling using process specification language","volume":"55","author":"Qiao","year":"2011","journal-title":"Int. J. Adv. Manuf. Technol."},{"key":"10.1016\/j.rcim.2023.102667_bib0042","doi-asserted-by":"crossref","first-page":"460","DOI":"10.1016\/j.promfg.2018.10.070","article-title":"Towards improving the future of manufacturing through digital twin and augmented reality technologies","volume":"17","author":"Rabah","year":"2018","journal-title":"Procedia Manuf."},{"key":"10.1016\/j.rcim.2023.102667_bib0043","doi-asserted-by":"crossref","first-page":"335","DOI":"10.1016\/j.procir.2016.11.152","article-title":"The digital twin: realizing the cyber-physical production system for industry 4.0","volume":"61","author":"Uhlemann","year":"2017","journal-title":"Procedia Cirp"},{"issue":"6","key":"10.1016\/j.rcim.2023.102667_bib0044","doi-asserted-by":"crossref","first-page":"880","DOI":"10.1080\/16864360.2018.1462569","article-title":"Towards an extended model-based definition for the digital twin","volume":"15","author":"Miller","year":"2018","journal-title":"Comput. Aided Des. Appl."},{"key":"10.1016\/j.rcim.2023.102667_bib0045","series-title":"Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture","first-page":"16","article-title":"Ontology-based modeling of part digital twin oriented to assembly","volume":"236","author":"Bao","year":"2022"},{"key":"10.1016\/j.rcim.2023.102667_bib0046","doi-asserted-by":"crossref","DOI":"10.1016\/j.aei.2021.101395","article-title":"A digital twin-driven approach towards traceability and dynamic control for processing quality","volume":"50","author":"Liu","year":"2021","journal-title":"Adv. Eng. Inf."},{"key":"10.1016\/j.rcim.2023.102667_bib0047","first-page":"2020","article-title":"Quality prediction and control of assembly and welding process for ship group product based on digital twin","author":"Li","year":"2020","journal-title":"Scanning"},{"issue":"7","key":"10.1016\/j.rcim.2023.102667_bib0048","doi-asserted-by":"crossref","first-page":"914","DOI":"10.3390\/met10070914","article-title":"Torque-based temperature control in friction stir welding by using a digital twin","volume":"10","author":"Sigl","year":"2020","journal-title":"Metals (Basel)"},{"key":"10.1016\/j.rcim.2023.102667_bib0049","first-page":"2011","article-title":"Reengineering aircraft structural life prediction using a digital twin","author":"Tuegel","year":"2011","journal-title":"Int. J. Aerospace Eng."},{"key":"10.1016\/j.rcim.2023.102667_bib0050","doi-asserted-by":"crossref","first-page":"417","DOI":"10.1016\/j.procir.2019.03.072","article-title":"Methodology for enabling digital twin using advanced physics-based modelling in predictive maintenance","volume":"81","author":"Aivaliotis","year":"2019","journal-title":"Procedia Cirp"},{"key":"10.1016\/j.rcim.2023.102667_bib0051","doi-asserted-by":"crossref","DOI":"10.1016\/j.rser.2020.110077","article-title":"Hybrid modelling and digital twin development of a steam turbine control stage for online performance monitoring","volume":"133","author":"Yu","year":"2020","journal-title":"Renewable Sustainable Energy Rev."},{"key":"10.1016\/j.rcim.2023.102667_bib0052","doi-asserted-by":"crossref","first-page":"246","DOI":"10.1016\/j.jmsy.2020.10.015","article-title":"Digital twin based real-time production logistics synchronization system in a multi-level computing architecture","volume":"58","author":"Pan","year":"2021","journal-title":"J. Manuf. Syst."},{"key":"10.1016\/j.rcim.2023.102667_bib0053","doi-asserted-by":"crossref","DOI":"10.1016\/j.rcim.2021.102123","article-title":"Multi-scale evolution mechanism and knowledge construction of a digital twin mimic model","volume":"71","author":"Liu","year":"2021","journal-title":"Robot. Comput. Integr. Manuf."},{"key":"10.1016\/j.rcim.2023.102667_bib0054","doi-asserted-by":"crossref","first-page":"329","DOI":"10.1016\/j.jmsy.2020.08.001","article-title":"Prediction maintenance integrated decision-making approach supported by digital twin-driven cooperative awareness and interconnection framework","volume":"58","author":"Mi","year":"2021","journal-title":"J. Manuf. Syst."},{"issue":"01","key":"10.1016\/j.rcim.2023.102667_bib0055","first-page":"1","article-title":"Five-dimension digital twin model and its ten applications","volume":"25","author":"Fei","year":"2019","journal-title":"Comput. Integr. Manuf. Syst."}],"container-title":["Robotics and Computer-Integrated Manufacturing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0736584523001424?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0736584523001424?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2023,12,5]],"date-time":"2023-12-05T04:29:47Z","timestamp":1701750587000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0736584523001424"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,4]]},"references-count":55,"alternative-id":["S0736584523001424"],"URL":"https:\/\/doi.org\/10.1016\/j.rcim.2023.102667","relation":{},"ISSN":["0736-5845"],"issn-type":[{"value":"0736-5845","type":"print"}],"subject":[],"published":{"date-parts":[[2024,4]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"A multi-dimensional evolution modeling method for digital twin process model","name":"articletitle","label":"Article Title"},{"value":"Robotics and Computer-Integrated Manufacturing","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.rcim.2023.102667","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2023 Elsevier Ltd. All rights reserved.","name":"copyright","label":"Copyright"}],"article-number":"102667"}}