{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,22]],"date-time":"2026-01-22T21:47:44Z","timestamp":1769118464862,"version":"3.49.0"},"reference-count":24,"publisher":"Springer Science and Business Media LLC","issue":"20","license":[{"start":{"date-parts":[[2018,12,4]],"date-time":"2018-12-04T00:00:00Z","timestamp":1543881600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["51675028"],"award-info":[{"award-number":["51675028"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100012166","name":"National Key Research and Development Program of China","doi-asserted-by":"crossref","award":["2017YFB1104200"],"award-info":[{"award-number":["2017YFB1104200"]}],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"crossref"}]},{"name":"State Key Lab of Digital Manufacturing Equipment & Technology","award":["DMETKF2017020"],"award-info":[{"award-number":["DMETKF2017020"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Soft Comput"],"published-print":{"date-parts":[[2019,10]]},"DOI":"10.1007\/s00500-018-3622-y","type":"journal-article","created":{"date-parts":[[2018,12,4]],"date-time":"2018-12-04T05:10:19Z","timestamp":1543900219000},"page":"10509-10520","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["Product family flexibility design method based on hybrid adaptive ant colony algorithm"],"prefix":"10.1007","volume":"23","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8002-1332","authenticated-orcid":false,"given":"Wei","family":"Wei","sequence":"first","affiliation":[]},{"given":"Zhenyu","family":"Tian","sequence":"additional","affiliation":[]},{"given":"Chong","family":"Peng","sequence":"additional","affiliation":[]},{"given":"Ang","family":"Liu","sequence":"additional","affiliation":[]},{"given":"Zhinan","family":"Zhang","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2018,12,4]]},"reference":[{"key":"3622_CR1","doi-asserted-by":"publisher","first-page":"106","DOI":"10.3901\/CJME.2007.04.106","volume":"20","author":"C Chen","year":"2007","unstructured":"Chen C, Wang L (2007) Modified genetic algorithm applied to solve product family optimization problem. Chin J Mech Eng 20:106\u2013111","journal-title":"Chin J Mech Eng"},{"key":"3622_CR2","doi-asserted-by":"publisher","first-page":"907","DOI":"10.1007\/s00170-012-4376-9","volume":"66","author":"J Cheng","year":"2013","unstructured":"Cheng J, Liu Z, Tan J (2013) Multiobjective optimization of injection molding parameters based on soft computing and variable complexity method. Int J Adv Manuf Technol 66:907\u2013916","journal-title":"Int J Adv Manuf Technol"},{"key":"3622_CR3","doi-asserted-by":"publisher","first-page":"97","DOI":"10.1007\/s10845-007-0011-2","volume":"18","author":"Z Dai","year":"2007","unstructured":"Dai Z, Scott MJ (2007) Product platform design through sensitivity analysis and cluster analysis. J Intell Manuf 18:97\u2013113","journal-title":"J Intell Manuf"},{"issue":"2","key":"3622_CR4","doi-asserted-by":"publisher","first-page":"182","DOI":"10.1109\/4235.996017","volume":"6","author":"K Deb","year":"2002","unstructured":"Deb K et al (2002) A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Trans Evol Comput 6(2):182\u2013197","journal-title":"IEEE Trans Evol Comput"},{"issue":"12","key":"3622_CR5","first-page":"1321","volume":"19","author":"H Duan","year":"2004","unstructured":"Duan H et al (2004) Development on ant colony algorithm theory and its application. Control Decis 19(12):1321\u20131326","journal-title":"Control Decis"},{"key":"3622_CR6","doi-asserted-by":"crossref","unstructured":"Khajavirad A, Michalek J, Simpson T (2007) A decomposed genetic algorithm for solving the joint product family optimization problem. In: 48th AIAA\/ASME\/ASCE\/AHS\/ASC structures, structural dynamics, and materials conference, pp 1876\u20131887","DOI":"10.2514\/6.2007-1876"},{"key":"3622_CR7","doi-asserted-by":"publisher","first-page":"127","DOI":"10.1007\/s10845-007-0009-9","volume":"18","author":"R Kumar","year":"2007","unstructured":"Kumar R, Allada V (2007) Scalable platforms using ant colony optimization. J Intell Manuf 18:127\u2013142","journal-title":"J Intell Manuf"},{"issue":"2008","key":"3622_CR8","first-page":"295","volume":"30","author":"ZK Li","year":"2008","unstructured":"Li ZK, Tan JR, Feng YX et al (2008) A methodology to support product platform optimization using multi-objective evolutionary algorithms. Trans Inst Meas Control 30(2008):295\u2013312","journal-title":"Trans Inst Meas Control"},{"key":"3622_CR9","doi-asserted-by":"publisher","first-page":"25","DOI":"10.1080\/09544828.2012.668614","volume":"24","author":"Z Li","year":"2013","unstructured":"Li Z, Cheng Z, Feng Y, Yang J (2013) An integrated method for flexible platform modular architecture design. J Eng Des 24:25\u201344","journal-title":"J Eng Des"},{"key":"3622_CR10","doi-asserted-by":"publisher","first-page":"93","DOI":"10.1080\/09544828.2015.1112366","volume":"27","author":"Z Li","year":"2016","unstructured":"Li Z, Pehlken A, Qian H, Hong Z (2016) A systematic adaptable platform architecture design methodology for early product development. J Eng Des 27:93\u2013117","journal-title":"J Eng Des"},{"key":"3622_CR11","doi-asserted-by":"publisher","first-page":"584","DOI":"10.1016\/j.jclepro.2018.02.004","volume":"181","author":"J Li","year":"2018","unstructured":"Li J, Sang H, Han Y, Wang C, Gao K (2018a) Efficient multi-objective optimization algorithm for hybrid flow shop scheduling problems with setup energy consumptions. J Clean Prod 181:584\u2013598","journal-title":"J Clean Prod"},{"key":"3622_CR12","doi-asserted-by":"publisher","first-page":"33883","DOI":"10.1109\/ACCESS.2018.2840512","volume":"6","author":"J Li","year":"2018","unstructured":"Li J, Duan P, Sang H, Wang S, Liu Z, Duan P (2018b) An efficient optimization algorithm for resource-constrained steelmaking scheduling problems. IEEE Access 6:33883\u201333894","journal-title":"IEEE Access"},{"key":"3622_CR13","doi-asserted-by":"publisher","first-page":"861","DOI":"10.1109\/TEVC.2011.2182651","volume":"16","author":"M L\u00f3pez-Ib\u00e1nez","year":"2012","unstructured":"L\u00f3pez-Ib\u00e1nez M, Stutzle T (2012) The automatic design of multiobjective ant colony optimization algorithms. IEEE Trans Evol Comput 16:861\u2013875","journal-title":"IEEE Trans Evol Comput"},{"key":"3622_CR14","doi-asserted-by":"publisher","first-page":"1509","DOI":"10.1007\/s00170-015-8290-9","volume":"86","author":"J Ma","year":"2016","unstructured":"Ma J, Kremer GEO (2016) A systematic literature review of modular product design (MPD) from the perspective of sustainability. Int J Adv Manuf Technol 86:1509\u20131539","journal-title":"Int J Adv Manuf Technol"},{"key":"3622_CR15","doi-asserted-by":"publisher","first-page":"526","DOI":"10.1080\/08956308.1997.11671113","volume":"40","author":"MH Meyer","year":"1997","unstructured":"Meyer MH, Lehnerd AP (1997) The power of product platforms: building value and cost leadership. Res Technol Manag 40:526\u2013529","journal-title":"Res Technol Manag"},{"key":"3622_CR16","first-page":"3","volume":"11","author":"SK Moon","year":"2012","unstructured":"Moon SK, McAdams DA (2012) A market-based design strategy for a universal product family. J Mech Des 11:3\u20134","journal-title":"J Mech Des"},{"key":"3622_CR17","doi-asserted-by":"publisher","first-page":"95","DOI":"10.1007\/s00163-013-0166-0","volume":"25","author":"SK Moon","year":"2014","unstructured":"Moon SK, Park KJ, Simpson TW (2014) Platform design variable identification for a product family using multi-objective particle swarm optimization. Res Eng Design 25:95\u2013108","journal-title":"Res Eng Design"},{"key":"3622_CR18","doi-asserted-by":"crossref","unstructured":"Pant M, Thangaraj R, Abraham A (2008) Particle swarm optimization using adaptive mutation. In: 2008 19th international workshop on database and expert systems applications (IEEE), pp 519\u2013523","DOI":"10.1109\/DEXA.2008.70"},{"key":"3622_CR19","doi-asserted-by":"publisher","first-page":"161","DOI":"10.1007\/s00170-015-7986-1","volume":"93","author":"E Shadkam","year":"2017","unstructured":"Shadkam E, Bijari M (2017) Multi-objective simulation optimization for selection and determination of order quantity in supplier selection problem under uncertainty and quality criteria. Int J Adv Manuf Technol 93:161\u2013173","journal-title":"Int J Adv Manuf Technol"},{"issue":"1","key":"3622_CR20","doi-asserted-by":"crossref","first-page":"129","DOI":"10.1016\/j.amc.2006.09.098","volume":"188","author":"PS Shelokar","year":"2007","unstructured":"Shelokar PS et al (2007) Particle swarm and ant colony algorithms hybridized for improved continuous optimization. Appl Math Comput 188(1):129\u2013142","journal-title":"Appl Math Comput"},{"key":"3622_CR21","doi-asserted-by":"publisher","first-page":"119","DOI":"10.1177\/1063293X04044383","volume":"12","author":"TW Simpson","year":"2004","unstructured":"Simpson TW, D\u2019souza BS (2004) Assessing variable levels of platform commonality within a product family using a multiobjective genetic algorithm. Concurr Eng 12:119\u2013129","journal-title":"Concurr Eng"},{"key":"3622_CR22","doi-asserted-by":"publisher","first-page":"264","DOI":"10.1016\/j.asoc.2014.01.036","volume":"19","author":"F Tao","year":"2014","unstructured":"Tao F, Feng Y, Zhang L, Liao TW (2014) CLPS-GA: a case library and Pareto solution-based hybrid genetic algorithm for energy-aware cloud service scheduling. Appl Soft Comput 19:264\u2013279","journal-title":"Appl Soft Comput"},{"key":"3622_CR23","doi-asserted-by":"crossref","unstructured":"Thevenot HJ, Nanda J, Simpson TW (2005) A methodology to support product family redesign using genetic algorithm and commonality indices. In: ASME 2005 international design engineering technical conferences and computers and information in engineering conference (American Society of Mechanical Engineers), pp 1009\u20131018","DOI":"10.1115\/DETC2005-84927"},{"key":"3622_CR24","volume-title":"Optimization of manufacturing systems using the internet of things","author":"Y Zhang","year":"2016","unstructured":"Zhang Y, Tao F (2016) Optimization of manufacturing systems using the internet of things. Academic Press, New York"}],"container-title":["Soft Computing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00500-018-3622-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s00500-018-3622-y\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00500-018-3622-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,9,7]],"date-time":"2022-09-07T13:13:11Z","timestamp":1662556391000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s00500-018-3622-y"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,12,4]]},"references-count":24,"journal-issue":{"issue":"20","published-print":{"date-parts":[[2019,10]]}},"alternative-id":["3622"],"URL":"https:\/\/doi.org\/10.1007\/s00500-018-3622-y","relation":{},"ISSN":["1432-7643","1433-7479"],"issn-type":[{"value":"1432-7643","type":"print"},{"value":"1433-7479","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,12,4]]},"assertion":[{"value":"4 December 2018","order":1,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Compliance with ethical standards"}},{"value":"The authors declare that they have no conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}},{"value":"This article does not contain any studies with animals performed by any of the authors.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethical approval"}}]}}