{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,30]],"date-time":"2025-10-30T07:14:12Z","timestamp":1761808452589,"version":"3.40.3"},"publisher-location":"Singapore","reference-count":41,"publisher":"Springer Singapore","isbn-type":[{"type":"print","value":"9789811629938"},{"type":"electronic","value":"9789811629945"}],"license":[{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2021]]},"DOI":"10.1007\/978-981-16-2994-5_16","type":"book-chapter","created":{"date-parts":[[2021,6,7]],"date-time":"2021-06-07T16:09:57Z","timestamp":1623082197000},"page":"193-203","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":6,"title":["Multi-Agent Systems in Mechanical Engineering: A Review"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-0068-7167","authenticated-orcid":false,"given":"Stefan","family":"Plappert","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2642-3445","authenticated-orcid":false,"given":"Paul Christoph","family":"Gembarski","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3181-6323","authenticated-orcid":false,"given":"Roland","family":"Lachmayer","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2021,6,8]]},"reference":[{"issue":"2","key":"16_CR1","doi-asserted-by":"publisher","first-page":"79","DOI":"10.1016\/j.rcim.2003.08.001","volume":"20","author":"H Jia","year":"2004","unstructured":"Jia, H., Ong, S., Fuh, J., Zhang, Y., Nee, A.: An adaptive and upgradable agent-based system for coordinated product development and manufacture. Robot. Comput. Integr. Manuf. 20(2), 79\u201390 (2004). https:\/\/doi.org\/10.1016\/j.rcim.2003.08.001","journal-title":"Robot. Comput. Integr. Manuf."},{"key":"16_CR2","doi-asserted-by":"publisher","unstructured":"Plappert, S., Gembarski, P.C., Lachmayer, R.: The use of knowledge-based engineering systems and artificial intelligence in product development: a snapshot. In: \u015awiatek, J., Borzemski, L., Wilimowska, Z. (eds.) Advances in Intelligent Systems and Computing, vol. 1051, pp. 62\u201373. Springer International Publishing, Cham (2020). https:\/\/doi.org\/10.1007\/978-3-030-30604-5_6","DOI":"10.1007\/978-3-030-30604-5_6"},{"key":"16_CR3","doi-asserted-by":"publisher","unstructured":"Hoppe, L.V., Plappert, S., Gembarski, P.C., Lachmayer, R.: Development of an intelligent tutoring system for design education. In: Proceedings of the 22nd International Conference on Engineering and Product Design Education. The Design Society (2020). https:\/\/doi.org\/10.35199\/EPDE.2020.46","DOI":"10.35199\/EPDE.2020.46"},{"key":"16_CR4","unstructured":"Weiss, G.: Multiagent Systems: A Modern Approach to Distributed Artificial Intelligence. MIT press (2000)"},{"key":"16_CR5","unstructured":"Stetter, R., Seem\u00fcller, H., Chami, M., Voos, H.: Interdisciplinary system model for agent-supported mechatronic design. In: DS 68-4: Proceedings of the 18th International Conference on Engineering Design (ICED 11), Impacting Society through Engineering Design, Volume 4: Product and Systems Design, Lyngby\/Copenhagen, Denmark (2011)"},{"issue":"2","key":"16_CR6","doi-asserted-by":"publisher","first-page":"334","DOI":"10.1016\/j.rcim.2007.01.005","volume":"25","author":"CH Chu","year":"2009","unstructured":"Chu, C.H., Wu, P.H., Hsu, Y.C.: Multi-agent collaborative 3D design with geometric model at different levels of detail. Robot. Comput. Integr. Manuf. 25(2), 334\u2013347 (2009). https:\/\/doi.org\/10.1016\/j.rcim.2007.01.005","journal-title":"Robot. Comput. Integr. Manuf."},{"issue":"11","key":"16_CR7","doi-asserted-by":"publisher","first-page":"4347","DOI":"10.1007\/s00500-016-2302-z","volume":"20","author":"E Dostatni","year":"2016","unstructured":"Dostatni, E., Diakun, J., Grajewski, D., Wichniarek, R., Karwasz, A.: Multi-agent system to support decision-making process in design for recycling. Soft Comput. 20(11), 4347\u20134361 (2016). https:\/\/doi.org\/10.1007\/s00500-016-2302-z","journal-title":"Soft Comput."},{"key":"16_CR8","doi-asserted-by":"publisher","unstructured":"Diakun, J., Dostatni, E.: End-of-life design aid in PLM environment using agent technology. Bull. Pol. Acad. Sci. Tech. Sci. 207\u2013214 (2020). https:\/\/doi.org\/10.24425\/bpasts.2020.133106","DOI":"10.24425\/bpasts.2020.133106"},{"key":"16_CR9","doi-asserted-by":"publisher","unstructured":"Berriche, F.Z., Zeddini, B., Kadima, H., Riviere, A.: Closed-loop product lifecycle management based on a multi-agent system for decision making in collaborative design. In: Lehner, F., Fteimi, N. (eds.) Knowledge Science, Engineering and Management, pp. 540\u2013551. Springer International Publishing, Cham (2016). https:\/\/doi.org\/10.1007\/978-3-319-47650-6_43","DOI":"10.1007\/978-3-319-47650-6_43"},{"key":"16_CR10","unstructured":"Wooldridge, M.: An Introduction to Multiagent Systems. John Wiley (2009)"},{"issue":"4","key":"16_CR11","doi-asserted-by":"publisher","first-page":"357","DOI":"10.1080\/08839519508945480","volume":"9","author":"NR Jennings","year":"1995","unstructured":"Jennings, N.R., Wooldridge, M.: Applying agent technology. Appl. Artif. Intell. Int. J. 9(4), 357\u2013369 (1995)","journal-title":"Appl. Artif. Intell. Int. J."},{"key":"16_CR12","unstructured":"Huns, M.N., Stephens, L.M.: Multiagent Systems and Societies of Agents in Multiagent Systems: A Modern Approach to Distributed Artificial Intelligence. Weiss, G (2000)"},{"key":"16_CR13","unstructured":"Vom Brocke, J., Simons, A., Niehaves, B., Niehaves, B., Reimer, K., Plattfaut, R., Cleven, A.: Reconstructing the giant: on the importance of rigour in documenting the literature search process (2009)"},{"key":"16_CR14","doi-asserted-by":"publisher","unstructured":"Watson, R.T., Webster, J.: Analysing the past to prepare for the future: writing a literature review a roadmap for release 2.0. J. Decis. Syst. 29(3), 129\u2013147 (2020). https:\/\/doi.org\/10.1080\/12460125.2020.1798591","DOI":"10.1080\/12460125.2020.1798591"},{"key":"16_CR15","doi-asserted-by":"publisher","unstructured":"Milisavljevic-Syed, J., Allen, J.K., Commuri, S., Mistree, F.: Design of networked manufacturing systems for Industry 4.0. Procedia CIRP 81, 1016\u20131021 (2019). https:\/\/doi.org\/10.1016\/j.procir.2019.03.244","DOI":"10.1016\/j.procir.2019.03.244"},{"key":"16_CR16","doi-asserted-by":"publisher","unstructured":"Zhu, X., Zhao, J., Xu, H., Long, R.: A research of collaborative CAD system based on multi-agent. In: 2006 10th International Conference on Computer Supported Cooperative Work in Design, pp. 1\u20134. IEEE (2006). https:\/\/doi.org\/10.1109\/CSCWD.2006.253160","DOI":"10.1109\/CSCWD.2006.253160"},{"issue":"6","key":"16_CR17","doi-asserted-by":"publisher","first-page":"1681","DOI":"10.1080\/00207543.2013.848041","volume":"52","author":"Y Chen","year":"2014","unstructured":"Chen, Y., Liu, Z.L., Xie, Y.B.: A multi-agent-based approach for conceptual design synthesis of multi-disciplinary systems. Int. J. Prod. Res. 52(6), 1681\u20131694 (2014). https:\/\/doi.org\/10.1080\/00207543.2013.848041","journal-title":"Int. J. Prod. Res."},{"key":"16_CR18","doi-asserted-by":"publisher","unstructured":"Mej\u00eda-Guti\u00e9rrez, R., C\u00e1lad-\u00c1lvarez, A., Ruiz-Arenas, S.: A multi-agent approach for engineering design knowledge modelling. In: K\u00f6nig, A., Dengel, A., Hinkelmann, K., Kise, K., Howlett, R.J., Jain, L.C. (eds.) Knowlege-Based and Intelligent Information and Engineering Systems, pp. 601\u2013610. Springer Berlin Heidelberg, Berlin, Heidelberg (2011). https:\/\/doi.org\/10.1007\/978-3-642-23863-5_61","DOI":"10.1007\/978-3-642-23863-5_61"},{"key":"16_CR19","doi-asserted-by":"publisher","unstructured":"Dafflon, B., Essamlali, M.T.E., Sekhari, A., Bouras, A.: A reactive agent-based decision-making system for SBCE. In: 2016 IEEE 28th International Conference on Tools with Artificial Intelligence (ICTAI), pp. 746\u2013753. IEEE (2016). https:\/\/doi.org\/10.1109\/ICTAI.2016.0117","DOI":"10.1109\/ICTAI.2016.0117"},{"key":"16_CR20","doi-asserted-by":"publisher","unstructured":"Ebrahimipour, V., Rezaie, K., Shokravi, S.: Enhanced FMEA by multi-agent engineering FIPA based system to analyze failures. In: 2010 Proceedings\u2014Annual Reliability and Maintainability Symposium (RAMS), pp. 1\u20136. IEEE (2010). https:\/\/doi.org\/10.1109\/RAMS.2010.5448071","DOI":"10.1109\/RAMS.2010.5448071"},{"key":"16_CR21","doi-asserted-by":"publisher","unstructured":"Afshari, H., Peng, Q., Gu, P.: An agent-based method to investigate customers\u2019 preference in product lifecycle. In: Proceedings of the ASME 2013 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, vol.\u00a04, pp. 1\u201311. American Society of Mechanical Engineers, Portland, Oregon, USA (2013). https:\/\/doi.org\/10.1115\/DETC2013-13415","DOI":"10.1115\/DETC2013-13415"},{"issue":"14","key":"16_CR22","doi-asserted-by":"publisher","first-page":"4953","DOI":"10.3390\/app10144953","volume":"10","author":"N Papakostas","year":"2020","unstructured":"Papakostas, N., Newell, A., George, A.: An agent-based decision support platform for additive manufacturing applications. Appl. Sci. 10(14), 4953 (2020). https:\/\/doi.org\/10.3390\/app10144953","journal-title":"Appl. Sci."},{"key":"16_CR23","doi-asserted-by":"publisher","unstructured":"Foug\u00e8res, A.J., Ostrosi, E.: Intelligent agents for feature modelling in computer aided design. J. Comput. Des. Eng. 5(3), 379\u2013379 (2018). https:\/\/doi.org\/10.1016\/j.jcde.2018.05.005","DOI":"10.1016\/j.jcde.2018.05.005"},{"key":"16_CR24","doi-asserted-by":"publisher","unstructured":"Gembarski, P.C.: On the conception of a multi-agent analysis and optimization tool for mechanical engineering parts. In: Jezic, G., Chen-Burger, J., Kusek, M., Sperka, R., Howlett, R.J., Jain, L.C. (eds.) Agents and Multi-Agent Systems: Technologies and Applications 2020, pp. 93\u2013102. Springer Singapore, Singapore (2020). https:\/\/doi.org\/10.1007\/978-981-15-5764-4_9","DOI":"10.1007\/978-981-15-5764-4_9"},{"key":"16_CR25","doi-asserted-by":"publisher","unstructured":"Niu, Q., Hum, L.: Design of case-based hybrid agent structure for machine tools of intelligent design system. In: 2012 IEEE International Conference on Computer Science and Automation Engineering, pp. 59\u201362. IEEE (2012). https:\/\/doi.org\/10.1109\/ICSESS.2012.6269405","DOI":"10.1109\/ICSESS.2012.6269405"},{"key":"16_CR26","unstructured":"Crowder, R., Hughes, G., Hall, W., Others: An agent based approach to finding expertise in the engineering design environment. In: DS 31: Proceedings of ICED 03, the 14th International Conference on Engineering Design, Stockholm, pp. 425\u2013426 (2003)"},{"issue":"5\u20136","key":"16_CR27","doi-asserted-by":"publisher","first-page":"605","DOI":"10.1007\/s00170-007-0988-x","volume":"37","author":"Y Jianjun","year":"2008","unstructured":"Jianjun, Y., Baiyang, J., Bin, Y., Lei, D., Jinxiang, D.: Research on the knowledge management architecture of LCED based ontologies and multi-agent system. Int. J. Adv. Manuf. Technol. 37(5\u20136), 605\u2013612 (2008). https:\/\/doi.org\/10.1007\/s00170-007-0988-x","journal-title":"Int. J. Adv. Manuf. Technol."},{"issue":"3\u20134","key":"16_CR28","doi-asserted-by":"publisher","first-page":"407","DOI":"10.1007\/s00170-008-1482-9","volume":"41","author":"JW Yin","year":"2009","unstructured":"Yin, J.W., Zhang, W.Y., Li, Y., Chen, H.W.: A peer-to-peer-based multi-agent framework for decentralized grid workflow management in collaborative design. Int. J. Adv. Manuf. Technol. 41(3\u20134), 407\u2013420 (2009). https:\/\/doi.org\/10.1007\/s00170-008-1482-9","journal-title":"Int. J. Adv. Manuf. Technol."},{"key":"16_CR29","doi-asserted-by":"publisher","unstructured":"Lee, K.H., Lee, J.J., Han, Y.S., Lee, J.M., Lee, B.H.: Agent-based collaborative system and case-based conflict resolution process in preliminary ship design. In: Wobcke, W., Zhang, M. (eds.) AI 2008: Advances in Artificial Intelligence, pp. 608\u2013614. Springer Berlin Heidelberg, Berlin, Heidelberg (2008). https:\/\/doi.org\/10.1007\/978-3-540-89378-3_62","DOI":"10.1007\/978-3-540-89378-3_62"},{"issue":"1","key":"16_CR30","doi-asserted-by":"publisher","first-page":"39","DOI":"10.1177\/1063293X04041944","volume":"12","author":"CC Huang","year":"2004","unstructured":"Huang, C.C.: A multi-agent approach to collaborative design of modular products. Concurrent Eng. 12(1), 39\u201347 (2004). https:\/\/doi.org\/10.1177\/1063293X04041944","journal-title":"Concurrent Eng."},{"key":"16_CR31","doi-asserted-by":"publisher","unstructured":"Davis, J., Kannapan, S.: AgentX: an environment for coordinating distributed problem solving in product development. In: Proceedings Second Workshop on Enabling Technologies & Infrastructure for Collaborative Enterprises, pp. 99\u2013103. IEEE Comput. Soc. Press (1993). https:\/\/doi.org\/10.1109\/ENABL.1993.263058","DOI":"10.1109\/ENABL.1993.263058"},{"issue":"6","key":"16_CR32","doi-asserted-by":"publisher","first-page":"737","DOI":"10.1007\/s10845-006-0042-0","volume":"17","author":"O Chira","year":"2006","unstructured":"Chira, O., Chira, C., Roche, T., Tormey, D., Brennan, A.: An agent-based approach to knowledge management in distributed design. J. Intell. Manuf. 17(6), 737\u2013750 (2006). https:\/\/doi.org\/10.1007\/s10845-006-0042-0","journal-title":"J. Intell. Manuf."},{"key":"16_CR33","doi-asserted-by":"publisher","unstructured":"Miled, A.B., Monticolo, D., Hilaire, V., Koukam, A.: A multi-agent based approach for knowledge transfer in product design contexts. In: 2009 International Conference on Computers & Industrial Engineering, pp. 1353\u20131358. IEEE (2009). https:\/\/doi.org\/10.1109\/ICCIE.2009.5223897","DOI":"10.1109\/ICCIE.2009.5223897"},{"issue":"9","key":"16_CR34","doi-asserted-by":"publisher","first-page":"905","DOI":"10.1016\/j.compind.2008.07.009","volume":"59","author":"XF Zha","year":"2008","unstructured":"Zha, X.F., Sriram, R.D., Fernandez, M.G., Mistree, F.: Knowledge-intensive collaborative decision support for design processes: a hybrid decision support model and agent. Comput. Ind. 59(9), 905\u2013922 (2008). https:\/\/doi.org\/10.1016\/j.compind.2008.07.009","journal-title":"Comput. Ind."},{"issue":"5","key":"16_CR35","doi-asserted-by":"publisher","first-page":"402","DOI":"10.1016\/j.cad.2009.02.009","volume":"42","author":"M Mahdjoub","year":"2010","unstructured":"Mahdjoub, M., Monticolo, D., Gomes, S., Sagot, J.C.: A collaborative design for usability approach supported by virtual reality and a multi-agent system embedded in a PLM environment. Comp.-Aided Des. 42(5), 402\u2013413 (2010). https:\/\/doi.org\/10.1016\/j.cad.2009.02.009","journal-title":"Comp.-Aided Des."},{"key":"16_CR36","unstructured":"Kehl, S., Stiefel, P., M\u00fcller, J.P., Others: Changes on changes: towards an agent-based approach for managing complexity in decentralized product development. In: DS 80-3 Proceedings of the 20th International Conference on Engineering Design (ICED 15), Volume 3: Organisation and Management, Milan, Italy, pp. 219\u2013228 (2015)"},{"key":"16_CR37","doi-asserted-by":"publisher","unstructured":"Hedfi, R., Ito, T., Fujita, K.: Towards collective collaborative design: an implementation of agent-mediated collaborative 3D products design system. In: 2010 International Symposium on Collaborative Technologies and Systems, pp. 314\u2013321. IEEE (2010). https:\/\/doi.org\/10.1109\/CTS.2010.5478498","DOI":"10.1109\/CTS.2010.5478498"},{"key":"16_CR38","doi-asserted-by":"publisher","unstructured":"Habhouba, D., Desrochers, A., Cherkaoui, S.: Agent-based assistance for engineering change management: an implementation prototype. In: 2009 13th International Conference on Computer Supported Cooperative Work in Design, pp. 288\u2013293. IEEE (2009). https:\/\/doi.org\/10.1109\/CSCWD.2009.4968073","DOI":"10.1109\/CSCWD.2009.4968073"},{"issue":"1","key":"16_CR39","doi-asserted-by":"publisher","first-page":"26","DOI":"10.1016\/j.compind.2005.04.008","volume":"57","author":"Q Hao","year":"2006","unstructured":"Hao, Q., Shen, W., Zhang, Z., Park, S.W., Lee, J.K.: Agent-based collaborative product design engineering: an industrial case study. Comput. Ind. 57(1), 26\u201338 (2006). https:\/\/doi.org\/10.1016\/j.compind.2005.04.008","journal-title":"Comput. Ind."},{"key":"16_CR40","doi-asserted-by":"crossref","unstructured":"Mori, T., Cutkosky, M.R.: Agent-based collaborative design of parts in assembly. In: Proceedings of, pp. 13\u201316 (1998)","DOI":"10.1115\/DETC98\/CIE-5697"},{"key":"16_CR41","doi-asserted-by":"publisher","unstructured":"Sini, J., Violante, M., Dessi, R.: Computer-aided design of multi-agent cyber-physical systems. In: 2018 IEEE 23rd International Conference on Emerging Technologies and Factory Automation (ETFA), vol.\u00a01, pp. 677\u2013684. IEEE (2018). https:\/\/doi.org\/10.1109\/ETFA.2018.8502448","DOI":"10.1109\/ETFA.2018.8502448"}],"container-title":["Smart Innovation, Systems and Technologies","Agents and Multi-Agent Systems: Technologies and Applications 2021"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-16-2994-5_16","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,6,7]],"date-time":"2021-06-07T16:12:59Z","timestamp":1623082379000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-16-2994-5_16"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021]]},"ISBN":["9789811629938","9789811629945"],"references-count":41,"URL":"https:\/\/doi.org\/10.1007\/978-981-16-2994-5_16","relation":{},"ISSN":["2190-3018","2190-3026"],"issn-type":[{"type":"print","value":"2190-3018"},{"type":"electronic","value":"2190-3026"}],"subject":[],"published":{"date-parts":[[2021]]},"assertion":[{"value":"8 June 2021","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}