{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,8]],"date-time":"2026-04-08T15:59:02Z","timestamp":1775663942949,"version":"3.50.1"},"reference-count":60,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2022,10,25]],"date-time":"2022-10-25T00:00:00Z","timestamp":1666656000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2022,10,25]],"date-time":"2022-10-25T00:00:00Z","timestamp":1666656000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"DOI":"10.13039\/100010667","name":"H2020 Industrial Leadership","doi-asserted-by":"publisher","award":["869951"],"award-info":[{"award-number":["869951"]}],"id":[{"id":"10.13039\/100010667","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100010661","name":"Horizon 2020 Framework Programme","doi-asserted-by":"publisher","award":["825030"],"award-info":[{"award-number":["825030"]}],"id":[{"id":"10.13039\/100010661","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Intell Manuf"],"published-print":{"date-parts":[[2024,1]]},"DOI":"10.1007\/s10845-022-02043-7","type":"journal-article","created":{"date-parts":[[2022,10,25]],"date-time":"2022-10-25T06:02:46Z","timestamp":1666677766000},"page":"175-198","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":29,"title":["A semantic-driven tradespace framework to accelerate aircraft manufacturing system design"],"prefix":"10.1007","volume":"35","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1506-3314","authenticated-orcid":false,"given":"Xiaochen","family":"Zheng","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1816-7293","authenticated-orcid":false,"given":"Xiaodu","family":"Hu","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9382-1593","authenticated-orcid":false,"given":"Rebeca","family":"Arista","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5044-2921","authenticated-orcid":false,"given":"Jinzhi","family":"Lu","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3654-8863","authenticated-orcid":false,"given":"Jyri","family":"Sorvari","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1018-7668","authenticated-orcid":false,"given":"Joachim","family":"Lentes","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0746-6220","authenticated-orcid":false,"given":"Fernando","family":"Ubis","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3660-9187","authenticated-orcid":false,"given":"Dimitris","family":"Kiritsis","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2022,10,25]]},"reference":[{"key":"2043_CR1","doi-asserted-by":"publisher","first-page":"179","DOI":"10.1016\/j.jmsy.2016.11.006","volume":"42","author":"AL Andersen","year":"2017","unstructured":"Andersen, A. L., Brunoe, T. D., Nielsen, K., et al. (2017). Towards a generic design method for reconfigurable manufacturing systems: Analysis and synthesis of current design methods and evaluation of supportive tools. Journal of Manufacturing Systems, 42, 179\u2013195. https:\/\/doi.org\/10.1016\/j.jmsy.2016.11.006","journal-title":"Journal of Manufacturing Systems"},{"key":"2043_CR2","unstructured":"Arista, R., Mas, F., Oliva, M., & Morales-Palma, D. (2019). Applied ontologies for assembly system design and management within the aerospace industry. In Joint ontology workshops (JOWO) 2019 in Graz, CEUR workshop proceedings. http:\/\/ceur-ws.org\/Vol-2518\/paper-FOMI1.pdf"},{"key":"2043_CR3","doi-asserted-by":"publisher","unstructured":"Arista, R., Mas, F., & Vallellano, C. (2020). Initial approach to an industrial resources ontology in aerospace assembly lines. In IFIP international conference on product lifecycle management (pp. 285\u2013294). Springer. https:\/\/doi.org\/10.1007\/978-3-030-62807-9_23","DOI":"10.1007\/978-3-030-62807-9_23"},{"key":"2043_CR4","doi-asserted-by":"publisher","DOI":"10.1038\/npre.2008.1941.1","author":"R Arp","year":"2008","unstructured":"Arp, R., & Smith, B. (2008). Function, role, and disposition in basic formal ontology. Nature Preceedings. https:\/\/doi.org\/10.1038\/npre.2008.1941.1","journal-title":"Nature Preceedings"},{"issue":"2","key":"2043_CR5","doi-asserted-by":"publisher","first-page":"1568","DOI":"10.1109\/JSYST.2019.2925627","volume":"14","author":"G Bachelor","year":"2020","unstructured":"Bachelor, G., Brusa, E., Ferretto, D., et al. (2020). Model-based design of complex aeronautical systems through digital twin and thread concepts. IEEE Systems Journal, 14(2), 1568\u20131579. https:\/\/doi.org\/10.1109\/JSYST.2019.2925627","journal-title":"IEEE Systems Journal"},{"key":"2043_CR6","unstructured":"Blanchard, B. S., Fabrycky, W. J., & Fabrycky, W. J. (2019). Systems engineering and system definitions. In International council on systems engineering (INCOSE). https:\/\/www.incose.org\/docs\/default-source\/default-document-library\/final_-se-definition.pdf"},{"key":"2043_CR7","doi-asserted-by":"publisher","DOI":"10.3233\/AO-210259","author":"S Borgo","year":"2022","unstructured":"Borgo, S., Ferrario, R., Gangemi, A., et al. (2022). Dolce: A descriptive ontology for linguistic and cognitive engineering. Applied Ontology. https:\/\/doi.org\/10.3233\/AO-210259","journal-title":"Applied Ontology"},{"issue":"1","key":"2043_CR8","doi-asserted-by":"publisher","first-page":"5700","DOI":"10.1016\/j.ifacol.2017.08.1121","volume":"50","author":"M Bortolini","year":"2017","unstructured":"Bortolini, M., Ferrari, E., Gamberi, M., et al. (2017). Assembly system design in the industry 4.0 era: A general framework. IFAC-Papers (Online), 50(1), 5700\u20135705. https:\/\/doi.org\/10.1016\/j.ifacol.2017.08.1121","journal-title":"IFAC-Papers (Online)"},{"key":"2043_CR9","doi-asserted-by":"publisher","DOI":"10.1007\/3-540-34518-3","volume-title":"Ontologies for software engineering and software technology","author":"C Calero","year":"2006","unstructured":"Calero, C., Ruiz, F., & Piattini, M. (2006). Ontologies for software engineering and software technology. London: Springer Science & Business Media."},{"key":"2043_CR10","unstructured":"Callot, M., Kneebone, S., & Oldham, K. (1998). Moka: A user-driven project to develop methodology and tools oriented to knowledge based engineering applications. In Proceedings of the European conference product data technology days (pp. 19\u201324)."},{"key":"2043_CR11","doi-asserted-by":"publisher","unstructured":"Ca\u00f1as, A. J., Carff, R., Hill, G., Carvalho, M., Arguedas, M., Eskridge, T. C., Lott, J., & Carvajal, R. (2005). Concept maps: Integrating knowledge and information visualization. In Knowledge and information visualization (pp. 205\u2013219). Springer. https:\/\/doi.org\/10.1007\/11510154_11","DOI":"10.1007\/11510154_11"},{"key":"2043_CR12","doi-asserted-by":"publisher","unstructured":"Challita, S., Zalila, F., Gourdin, C., & Merle, P. (2018). A precise model for google cloud platform. In 2018 IEEE international conference on cloud engineering (IC2E) (pp. 177\u2013183). IEEE. https:\/\/doi.org\/10.1109\/IC2E.2018.00041","DOI":"10.1109\/IC2E.2018.00041"},{"issue":"2","key":"2043_CR13","doi-asserted-by":"publisher","first-page":"905","DOI":"10.1007\/s10845-016-1290-2","volume":"30","author":"P Chhim","year":"2019","unstructured":"Chhim, P., Chinnam, R. B., & Sadawi, N. (2019). Product design and manufacturing process based ontology for manufacturing knowledge reuse. Journal of Intelligent Manufacturing, 30(2), 905\u2013916. https:\/\/doi.org\/10.1007\/s10845-016-1290-2","journal-title":"Journal of Intelligent Manufacturing"},{"key":"2043_CR14","doi-asserted-by":"publisher","first-page":"103391","DOI":"10.1016\/j.compind.2020.103391","volume":"125","author":"S Cisneros-Cabrera","year":"2021","unstructured":"Cisneros-Cabrera, S., Pishchulov, G., Sampaio, P., Mehandjiev, N., Liu, Z., & Kununka, S. (2021). An approach and decision support tool for forming industry 4.0 supply chain collaborations. Computers in Industry, 125, 103391. https:\/\/doi.org\/10.1016\/j.compind.2020.103391","journal-title":"Computers in Industry"},{"key":"2043_CR15","doi-asserted-by":"publisher","unstructured":"D\u2019Ambrosio, J., & Soremekun, G. (2017). Systems engineering challenges and MBSE opportunities for automotive system design. In 2017 IEEE international conference on systems, man, and cybernetics (SMC) (pp. 2075\u20132080). IEEE. https:\/\/doi.org\/10.1109\/SMC.2017.8122925","DOI":"10.1109\/SMC.2017.8122925"},{"issue":"1","key":"2043_CR16","doi-asserted-by":"publisher","first-page":"74","DOI":"10.1080\/07421222.2018.1550552","volume":"36","author":"GJ De Vreede","year":"2019","unstructured":"De Vreede, G. J., & Briggs, R. O. (2019). A program of collaboration engineering research and practice: Contributions, insights, and future directions. Journal of Management Information Systems, 36(1), 74\u2013119. https:\/\/doi.org\/10.1080\/07421222.2018.1550552","journal-title":"Journal of Management Information Systems"},{"key":"2043_CR17","doi-asserted-by":"publisher","first-page":"41","DOI":"10.1145\/3486603.3486775","volume-title":"Integration of modeling and verification for system model based on KARMA language","author":"J Ding","year":"2021","unstructured":"Ding, J., Reniers, M., Lu, J., Wang, G., Feng, L., & Kiritsis, D. (2021). Integration of modeling and verification for system model based on KARMA language (pp. 41\u201350). New York: Association for Computing Machinery. https:\/\/doi.org\/10.1145\/3486603.3486775"},{"issue":"5","key":"2043_CR18","doi-asserted-by":"publisher","first-page":"82","DOI":"10.1109\/MS.2012.121","volume":"29","author":"C Ebert","year":"2012","unstructured":"Ebert, C., & Jastram, M. (2012). Reqif: Seamless requirements interchange format between business partners. IEEE Software, 29(5), 82\u201387. https:\/\/doi.org\/10.1109\/MS.2012.121","journal-title":"IEEE Software"},{"issue":"18","key":"2043_CR19","doi-asserted-by":"publisher","first-page":"5657","DOI":"10.1080\/00207543.2015.1052155","volume":"53","author":"S El Kadiri","year":"2015","unstructured":"El Kadiri, S., & Kiritsis, D. (2015). Ontologies in the context of product lifecycle management: State of the art literature review. International Journal of Production Research, 53(18), 5657\u20135668. https:\/\/doi.org\/10.1080\/00207543.2015.1052155","journal-title":"International Journal of Production Research"},{"issue":"9","key":"2043_CR20","doi-asserted-by":"publisher","first-page":"863","DOI":"10.3182\/20130619-3-RU-3018.00181","volume":"46","author":"M Foehr","year":"2013","unstructured":"Foehr, M., J\u00e4ger, T., Turrin, C., et al. (2013). Implementation of a methodology for consideration of product quality within discrete manufacturing. IFAC Proceedings Volumes, 46(9), 863\u2013868. https:\/\/doi.org\/10.3182\/20130619-3-RU-3018.00181","journal-title":"IFAC Proceedings Volumes"},{"issue":"9","key":"2043_CR21","doi-asserted-by":"publisher","first-page":"469","DOI":"10.1177\/0037549704044324","volume":"80","author":"JW Fowler","year":"2004","unstructured":"Fowler, J. W., & Rose, O. (2004). Grand challenges in modeling and simulation of complex manufacturing systems. Simulation, 80(9), 469\u2013476. https:\/\/doi.org\/10.1177\/0037549704044324","journal-title":"Simulation"},{"key":"2043_CR22","doi-asserted-by":"publisher","unstructured":"Friedenthal, S., Moore, A., & Steiner, R. (2015). A practical guide to SysML\u2014The systems modeling language. https:\/\/doi.org\/10.1016\/C2013-0-14457-1","DOI":"10.1016\/C2013-0-14457-1"},{"key":"2043_CR23","doi-asserted-by":"crossref","unstructured":"G\u00f3mez-P\u00e9rez, A., & Su\u00e1rez-Figueroa, M. C. (2009). Neon methodology for building ontology networks: A scenario-based methodology. In International conference on SOFTWARE, SERVICES and SEMANTIC technologies, Sofia, Bulgaria, Demetra EOOD (p. 160). http:\/\/hdl.handle.net\/10506\/672","DOI":"10.1145\/1597735.1597773"},{"issue":"1","key":"2043_CR24","doi-asserted-by":"publisher","first-page":"1460","DOI":"10.1002\/j.2334-5837.2020.00797.x","volume":"30","author":"J Guo","year":"2020","unstructured":"Guo, J., Wang, G., Lu, J., et al. (2020). General modeling language supporting model transformations of MBSE (part 2). INCOSE International Symposium, 30(1), 1460\u20131473. https:\/\/doi.org\/10.1002\/j.2334-5837.2020.00797.x","journal-title":"INCOSE International Symposium"},{"key":"2043_CR25","unstructured":"Hart, L. E. (2015). Introduction to model-based system engineering (MBSE) and SYSML. In Delaware valley INCOSE chapter meeting. New Jersey: Ramblewood Country Club Mount Laurel. https:\/\/www.incose.org\/docs\/default-source\/delaware-valley\/mbse-overview-incose-30-july-2015.pdf"},{"key":"2043_CR26","doi-asserted-by":"publisher","unstructured":"Hause, M. (2010). The unified profile for DODAF\/MODAF (UPDM) enabling systems of systems on many levels. In 2010 IEEE international systems conference (pp. 426\u2013431). IEEE. https:\/\/doi.org\/10.1109\/SYSTEMS.2010.5482450","DOI":"10.1109\/SYSTEMS.2010.5482450"},{"key":"2043_CR27","doi-asserted-by":"publisher","first-page":"2285","DOI":"10.1017\/dsd.2020.37","volume":"1","author":"J Heihoff-Schwede","year":"2020","unstructured":"Heihoff-Schwede, J., Kaiser, L., & Dumitrescu, R. (2020). An MBSE-based approach for the definition and evaluation of engineering it architectures. Proceedings of the Design Society: DESIGN Conference, 1, 2285\u20132294. https:\/\/doi.org\/10.1017\/dsd.2020.37","journal-title":"Proceedings of the Design Society: DESIGN Conference"},{"issue":"1","key":"2043_CR28","doi-asserted-by":"publisher","first-page":"144","DOI":"10.1002\/j.2334-5837.2021.00830.x","volume":"31","author":"K Henderson","year":"2021","unstructured":"Henderson, K., & Salado, A. (2021). Is cad a good paradigm for MBSE? INCOSE International Symposium, 31(1), 144\u2013157. https:\/\/doi.org\/10.1002\/j.2334-5837.2021.00830.x","journal-title":"INCOSE International Symposium"},{"key":"2043_CR29","unstructured":"Industry-Ontology-Foundry. (2020). Industry ontology foundry (IOF)\u2014technical principles. Technical report. https:\/\/www.industrialontologies.org\/technical-principles\/"},{"key":"2043_CR30","unstructured":"Industry-Ontology-Foundry. (2021). IOF-core ontology Github repository. Technical report. https:\/\/github.com\/NCOR-US\/IOF-BFO\/tree\/IOF-Core-2020"},{"issue":"2","key":"2043_CR31","doi-asserted-by":"publisher","first-page":"959","DOI":"10.1007\/s10845-018-1427-6","volume":"30","author":"E J\u00e4rvenp\u00e4\u00e4","year":"2019","unstructured":"J\u00e4rvenp\u00e4\u00e4, E., Siltala, N., Hylli, O., et al. (2019). The development of an ontology for describing the capabilities of manufacturing resources. Journal of Intelligent Manufacturing, 30(2), 959\u2013978. https:\/\/doi.org\/10.1007\/s10845-018-1427-6","journal-title":"Journal of Intelligent Manufacturing"},{"issue":"2","key":"2043_CR32","doi-asserted-by":"publisher","first-page":"229","DOI":"10.4271\/2014-01-2249","volume":"7","author":"TG Jefferson","year":"2014","unstructured":"Jefferson, T. G., Ratchev, S., & Crossley, R. (2014). Axiomatic design of a reconfigurable assembly system for primary wing structures. SAE International Journal of Aerospace, 7(2), 229. https:\/\/doi.org\/10.4271\/2014-01-2249","journal-title":"SAE International Journal of Aerospace"},{"issue":"11","key":"2043_CR33","doi-asserted-by":"publisher","first-page":"558","DOI":"10.1145\/368996.369025","volume":"5","author":"AB Kahn","year":"1962","unstructured":"Kahn, A. B. (1962). Topological sorting of large networks. Communications of the ACM, 5(11), 558\u2013562. https:\/\/doi.org\/10.1145\/368996.369025","journal-title":"Communications of the ACM"},{"issue":"1","key":"2043_CR34","doi-asserted-by":"publisher","first-page":"119","DOI":"10.1007\/s10845-014-0897-4","volume":"27","author":"M Khalfallah","year":"2016","unstructured":"Khalfallah, M., Figay, N., Ferreira Da Silva, C., et al. (2016). A cloud-based platform to ensure interoperability in aerospace industry. Journal of Intelligent Manufacturing, 27(1), 119\u2013129. https:\/\/doi.org\/10.1007\/s10845-014-0897-4","journal-title":"Journal of Intelligent Manufacturing"},{"key":"2043_CR35","doi-asserted-by":"publisher","unstructured":"Kulvatunyou, B. S., Wallace, E., Kiritsis, D., Smith, B., & Will, C. (2018). The industrial ontologies foundry proof-of-concept project. In IFIP international conference on advances in production management systems (pp. 402\u2013409). Springer. https:\/\/doi.org\/10.1007\/978-3-319-99707-0_50","DOI":"10.1007\/978-3-319-99707-0_50"},{"key":"2043_CR36","doi-asserted-by":"publisher","unstructured":"Lemaignan, S., Siadat, A., Dantan, J. Y., & Semenenko, A. (2006). Mason: A proposal for an ontology of manufacturing domain. In IEEE workshop on distributed intelligent systems: Collective intelligence and its applications (DIS\u201906) (pp. 195\u2013200). IEEE. https:\/\/doi.org\/10.1109\/DIS.2006.48","DOI":"10.1109\/DIS.2006.48"},{"key":"2043_CR37","doi-asserted-by":"publisher","first-page":"242","DOI":"10.1016\/j.jmsy.2020.01.001","volume":"54","author":"T Li","year":"2020","unstructured":"Li, T., Lockett, H., & Lawson, C. (2020). Using requirement\u2013functional\u2013logical\u2013physical models to support early assembly process planning for complex aircraft systems integration. Journal of Manufacturing Systems, 54, 242\u2013257. https:\/\/doi.org\/10.1016\/j.jmsy.2020.01.001","journal-title":"Journal of Manufacturing Systems"},{"key":"2043_CR38","doi-asserted-by":"publisher","DOI":"10.1109\/JSYST.2021.3106195","author":"J Lu","year":"2021","unstructured":"Lu, J., Ma, J., Zheng, X., Wang, G., Li, H., & Kiritsis, D. (2021). Design ontology supporting model-based systems engineering formalisms. IEEE Systems Journal. https:\/\/doi.org\/10.1109\/JSYST.2021.3106195","journal-title":"IEEE Systems Journal"},{"key":"2043_CR39","doi-asserted-by":"publisher","unstructured":"Lu, J., Wang, G., Ma, J., Kiritsis, D., Zhang, H., & T\u00f6rngren, M. (2020). General modeling language to support model-based systems engineering formalisms (part 1). In INCOSE international symposium (pp. 323\u2013338). Wiley Online Library. https:\/\/doi.org\/10.1002\/j.2334-5837.2020.00725.x","DOI":"10.1002\/j.2334-5837.2020.00725.x"},{"key":"2043_CR40","doi-asserted-by":"publisher","DOI":"10.3390\/systems7010012","author":"AM Madni","year":"2019","unstructured":"Madni, A. M., & Purohit, S. (2019). Economic analysis of model-based systems engineering. Systems. https:\/\/doi.org\/10.3390\/systems7010012","journal-title":"Systems"},{"key":"2043_CR41","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2021.1989514","author":"M Magas","year":"2021","unstructured":"Magas, M., & Kiritsis, D. (2021). Industry commons: An ecosystem approach to horizontal enablers for sustainable cross-domain industrial innovation (a positioning paper). International Journal of Production Research. https:\/\/doi.org\/10.1080\/00207543.2021.1989514","journal-title":"International Journal of Production Research"},{"key":"2043_CR42","doi-asserted-by":"publisher","unstructured":"Mas, F., Men\u00e9ndez, J. L., Oliva, M., G\u00f3mez, A., R\u00edos, J. (2013a). Collaborative engineering paradigm applied to the aerospace industry. In IFIP international conference on product lifecycle management (pp. 675\u2013684). Springer. https:\/\/doi.org\/10.1007\/978-3-642-41501-2_66","DOI":"10.1007\/978-3-642-41501-2_66"},{"key":"2043_CR43","doi-asserted-by":"publisher","unstructured":"Mas, F., Men\u00e9ndez, J. L., Oliva, M., R\u00edos, J., G\u00f3mez, A., & Olmos, V. (2014). iDMU as the collaborative engineering engine: Research experiences in airbus. In 2014 international conference on engineering, technology and innovation (ICE) (pp. 1\u20137). IEEE. https:\/\/doi.org\/10.1109\/ICE.2014.6871594","DOI":"10.1109\/ICE.2014.6871594"},{"key":"2043_CR44","doi-asserted-by":"publisher","unstructured":"Mas, F., Racero, J., Oliva, M., & Morales-Palma, D. (2018). A preliminary methodological approach to models for manufacturing (MFM). In IFIP international conference on product lifecycle management (pp. 273\u2013283). Springer. https:\/\/doi.org\/10.1007\/978-3-030-01614-2_25","DOI":"10.1007\/978-3-030-01614-2_25"},{"key":"2043_CR45","doi-asserted-by":"publisher","unstructured":"Mas, F., Rios, J., Menendez, J. L., et al. (2013b). A process-oriented approach to modeling the conceptual design of aircraft assembly lines. The International Journal of Advanced Manufacturing Technology, 67(1\u20134), 771\u2013784. https:\/\/doi.org\/10.1007\/s00170-012-4521-5","DOI":"10.1007\/s00170-012-4521-5"},{"key":"2043_CR46","doi-asserted-by":"publisher","first-page":"207","DOI":"10.1016\/j.promfg.2018.12.034","volume":"28","author":"F Mas","year":"2019","unstructured":"Mas, F., Racero, J., Oliva, M., et al. (2019). Preliminary ontology definition for aerospace assembly lines in airbus using models for manufacturing methodology. Procedia Manufacturing, 28, 207\u2013213. https:\/\/doi.org\/10.1016\/j.promfg.2018.12.034","journal-title":"Procedia Manufacturing"},{"key":"2043_CR47","doi-asserted-by":"publisher","unstructured":"Mavin, A., Wilkinson, P., Harwood, A., & Novak, M. (2009). Easy approach to requirements syntax (EARS). In 2009 17th IEEE international requirements engineering conference (pp. 317\u2013322). IEEE. https:\/\/doi.org\/10.1109\/RE.2009.9","DOI":"10.1109\/RE.2009.9"},{"key":"2043_CR48","unstructured":"McKinney, W., et\u00a0al. (2011). Pandas: A foundational python library for data analysis and statistics. Python for High Performance and Scientific Computing, 14(9), 1\u20139. https:\/\/www.dlr.de\/sc\/portaldata\/15\/resources\/dokumente\/pyhpc2011\/submissions\/pyhpc2011_submission_9.pdf"},{"key":"2043_CR49","doi-asserted-by":"publisher","DOI":"10.3390\/app11020765","author":"D Medvedev","year":"2021","unstructured":"Medvedev, D., Shani, U., & Dori, D. (2021). Gaining insights into conceptual models: A graph-theoretic querying approach. Applied Sciences. https:\/\/doi.org\/10.3390\/app11020765","journal-title":"Applied Sciences"},{"issue":"4","key":"2043_CR50","doi-asserted-by":"publisher","first-page":"477","DOI":"10.1007\/s00163-016-0247-y","volume":"28","author":"R Mej\u00eda-Guti\u00e9rrez","year":"2017","unstructured":"Mej\u00eda-Guti\u00e9rrez, R., & Carvajal-Arango, R. (2017). Design verification through virtual prototyping techniques based on systems engineering. Research in Engineering Design, 28(4), 477\u2013494. https:\/\/doi.org\/10.1007\/s00163-016-0247-y","journal-title":"Research in Engineering Design"},{"key":"2043_CR51","unstructured":"Merkel, D., et\u00a0al. (2014). Docker: Lightweight Linux containers for consistent development and deployment. Linux Journal, 2014(239), 2. https:\/\/www.seltzer.com\/margo\/teaching\/CS508.19\/papers\/merkel14.pdf"},{"key":"2043_CR52","doi-asserted-by":"publisher","unstructured":"Negri, E., Fumagalli, L., Macchi, M., & Garetti, M. (2015). Ontology for service-based control of production systems. In IFIP international conference on advances in production management systems (pp. 484\u2013492). Springer. https:\/\/doi.org\/10.1007\/978-3-319-22759-7_56","DOI":"10.1007\/978-3-319-22759-7_56"},{"issue":"5","key":"2043_CR53","doi-asserted-by":"publisher","first-page":"2171","DOI":"10.1007\/s10845-017-1376-5","volume":"30","author":"A Talhi","year":"2019","unstructured":"Talhi, A., Fortineau, V., Huet, J. C., et al. (2019). Ontology for cloud manufacturing based product lifecycle management. Journal of Intelligent Manufacturing, 30(5), 2171\u20132192. https:\/\/doi.org\/10.1007\/s10845-017-1376-5","journal-title":"Journal of Intelligent Manufacturing"},{"key":"2043_CR54","doi-asserted-by":"publisher","unstructured":"Van Acker, B., Denil, J., De Cock, A., Vangheluwe, H., & Challenger, M. (2021). Knowledge base development and application processes applied on product-assembly co-design. In 2021 ACM\/IEEE international conference on model driven engineering languages and systems companion (MODELS-C) (pp. 327\u2013335). https:\/\/doi.org\/10.1109\/MODELS-C53483.2021.00055","DOI":"10.1109\/MODELS-C53483.2021.00055"},{"key":"2043_CR55","doi-asserted-by":"publisher","unstructured":"Wang, H., Wang, G., Lu, J., & Ma, C. (2019). Ontology supporting model-based systems engineering based on a GOPPRR approach. In World conference on information systems and technologies (pp. 426\u2013436). Springer. https:\/\/doi.org\/10.1007\/978-3-030-16181-1_40","DOI":"10.1007\/978-3-030-16181-1_40"},{"key":"2043_CR56","doi-asserted-by":"publisher","unstructured":"Yang, P., Lu, J., Feng, L., Wu, S., Wang, G., & Kiritsis, D. (2021). A knowledge management approach supporting model-based systems engineering. In World conference on information systems and technologies (pp. 581\u2013590). Springer. https:\/\/doi.org\/10.1007\/978-3-030-72651-5_55","DOI":"10.1007\/978-3-030-72651-5_55"},{"key":"2043_CR57","unstructured":"Zheng, X., Lu, J., Arista, R., Hu, X., Lentes, J., Ubis, F., Sorvari, J., & Kiritsis, D., (2020). Development of an application ontology for knowledge management to support aircraft assembly system design. In FOMI 2021: 11th international workshop on formal ontologies meet industry, held at JOWO 2021: Episode VII The Bolzano Summer of Knowledge, September 11\u201318, 2021, Bolzano, Italy (p. 0073). http:\/\/ceur-ws.org\/Vol-2969\/paper21-FOMI.pdf"},{"key":"2043_CR58","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2021.2014591","author":"X Zheng","year":"2021","unstructured":"Zheng, X., Lu, J., & Kiritsis, D. (2021). The emergence of cognitive digital twin: Vision, challenges and opportunities. International Journal of Production Research. https:\/\/doi.org\/10.1080\/00207543.2021.2014591","journal-title":"International Journal of Production Research"},{"key":"2043_CR59","doi-asserted-by":"publisher","first-page":"309","DOI":"10.1016\/j.promfg.2020.10.044","volume":"51","author":"X Zheng","year":"2020","unstructured":"Zheng, X., Psarommatis, F., Petrali, P., et al. (2020). A quality-oriented digital twin modelling method for manufacturing processes based on a multi-agent architecture. Procedia Manufacturing, 51, 309\u2013315. https:\/\/doi.org\/10.1016\/j.promfg.2020.10.044","journal-title":"Procedia Manufacturing"},{"key":"2043_CR60","unstructured":"Zinoviev, D. (2018). Discrete event simulation. It\u2019s easy with simpy!. Technical report. https:\/\/www.researchgate.net\/publication\/322949363_Discrete_Event_Simulation_It\u2019s_Easy _with_SimPy"}],"container-title":["Journal of Intelligent Manufacturing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10845-022-02043-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10845-022-02043-7\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10845-022-02043-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,1,14]],"date-time":"2024-01-14T16:27:40Z","timestamp":1705249660000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10845-022-02043-7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,10,25]]},"references-count":60,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2024,1]]}},"alternative-id":["2043"],"URL":"https:\/\/doi.org\/10.1007\/s10845-022-02043-7","relation":{"has-preprint":[{"id-type":"doi","id":"10.21203\/rs.3.rs-2013744\/v1","asserted-by":"object"}]},"ISSN":["0956-5515","1572-8145"],"issn-type":[{"value":"0956-5515","type":"print"},{"value":"1572-8145","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,10,25]]},"assertion":[{"value":"1 April 2022","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"11 October 2022","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"25 October 2022","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}