{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,6]],"date-time":"2026-03-06T00:45:02Z","timestamp":1772757902414,"version":"3.50.1"},"reference-count":38,"publisher":"Springer Science and Business Media LLC","issue":"6","license":[{"start":{"date-parts":[[2022,4,27]],"date-time":"2022-04-27T00:00:00Z","timestamp":1651017600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2022,4,27]],"date-time":"2022-04-27T00:00:00Z","timestamp":1651017600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"name":"Discovery Grants from the Natural Sciences and Engineering Research Council (NSERC) of Canada","award":["Discovery Grants from the Natural Sciences and Engineering Research Council (NSERC) of Canada"],"award-info":[{"award-number":["Discovery Grants from the Natural Sciences and Engineering Research Council (NSERC) of Canada"]}]},{"name":"University of Manitoba Graduate Fellowships","award":["University of Manitoba Graduate Fellowships (UMGF)"],"award-info":[{"award-number":["University of Manitoba Graduate Fellowships (UMGF)"]}]},{"name":"the Graduate Enhancement of Tri-Council Stipends (GETS) program of from the University of Manitoba","award":["the Graduate Enhancement of Tri-Council Stipends (GETS) program of from the University of Manitoba"],"award-info":[{"award-number":["the Graduate Enhancement of Tri-Council Stipends (GETS) program of from the University of Manitoba"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Intell Manuf"],"published-print":{"date-parts":[[2023,8]]},"DOI":"10.1007\/s10845-022-01946-9","type":"journal-article","created":{"date-parts":[[2022,4,27]],"date-time":"2022-04-27T06:02:37Z","timestamp":1651039357000},"page":"2655-2671","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Conceptual design of product structures based on WordNet hierarchy and association relation"],"prefix":"10.1007","volume":"34","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5537-5809","authenticated-orcid":false,"given":"Yanlin","family":"Shi","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9664-5326","authenticated-orcid":false,"given":"Qingjin","family":"Peng","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2022,4,27]]},"reference":[{"issue":"3","key":"1946_CR1","doi-asserted-by":"publisher","first-page":"479","DOI":"10.1007\/s13042-012-0135-3","volume":"5","author":"MG Ahsaee","year":"2014","unstructured":"Ahsaee, M. G., Naghibzadeh, M., & Naeini, S. E. Y. (2014). Semantic similarity assessment of words using weighted WordNet. International Journal of Machine Learning and Cybernetics, 5(3), 479\u2013490","journal-title":"International Journal of Machine Learning and Cybernetics"},{"key":"1946_CR2","doi-asserted-by":"publisher","first-page":"103175","DOI":"10.1016\/j.compind.2019.103175","volume":"116","author":"MM Ali","year":"2020","unstructured":"Ali, M. M., Doumbouya, M. B., Louge, T., Rai, R., & Karray, M. H. (2020). Ontology-based approach to extract product\u2019s design features from online customers\u2019 reviews. Computers in Industry, 116, 103175","journal-title":"Computers in Industry"},{"key":"1946_CR3","doi-asserted-by":"publisher","first-page":"121158","DOI":"10.1016\/j.techfore.2021.121158","volume":"173","author":"JH Dahooie","year":"2021","unstructured":"Dahooie, J. H., Raafat, R., Qorbani, A. R., & Daim, T. (2021). An intuitionistic fuzzy data-driven product ranking model using sentiment analysis and multi-criteria decision-making. Technological Forecasting and Social Change, 173, 121158","journal-title":"Technological Forecasting and Social Change"},{"issue":"1","key":"1946_CR4","doi-asserted-by":"publisher","first-page":"15","DOI":"10.1002\/int.21929","volume":"33","author":"X Deng","year":"2018","unstructured":"Deng, X., & Jiang, W. (2018). An evidential axiomatic design approach for decision making using the evaluation of belief structure satisfaction to uncertain target values. International Journal of Intelligent Systems, 33(1), 15\u201332","journal-title":"International Journal of Intelligent Systems"},{"key":"1946_CR38","doi-asserted-by":"crossref","unstructured":"Dijm\u0103rescu, M. R., Parvu, C., & Gheorghe, M. (2015). Knowledge database for functional design of mechanical products. In Applied Mechanics and Materials. Trans Tech Publications Ltd.","DOI":"10.4028\/www.scientific.net\/AMM.760.15"},{"key":"1946_CR100","unstructured":"Dongsuk, O., Kwon, S., Kim, K., & Ko, Y. (2018). Word sense disambiguation based on word similarity calculation using word vector representation from a knowledge-based graph. In Proceedings of the 27th international conference on computational linguistics, 2704\u20132714"},{"key":"1946_CR5","doi-asserted-by":"publisher","DOI":"10.1007\/s10845-021-01783-2","author":"G Dutta","year":"2021","unstructured":"Dutta, G., Kumar, R., Sindhwani, R., & Singh, R. K. (2021). Digitalization priorities of quality control processes for SMEs: A conceptual study in perspective of Industry 4.0 adoption. Journal of Intelligent Manufacturing. https:\/\/doi.org\/10.1007\/s10845-021-01783-2.","journal-title":"Journal of Intelligent Manufacturing"},{"issue":"16","key":"1946_CR6","doi-asserted-by":"publisher","first-page":"5247","DOI":"10.1007\/s00500-017-2961-4","volume":"22","author":"ZP Fan","year":"2018","unstructured":"Fan, Z. P., Xi, Y., & Liu, Y. (2018). Supporting consumer\u2019s purchase decision: a method for ranking products based on online multi-attribute product ratings. Soft Computing, 22(16), 5247\u20135261","journal-title":"Soft Computing"},{"issue":"1","key":"1946_CR7","doi-asserted-by":"publisher","first-page":"201","DOI":"10.1007\/s10100-020-00723-4","volume":"29","author":"A Fernandez","year":"2021","unstructured":"Fernandez, A., Zarat\u00e9, P., Gardey, J. C., & Bosetti, G. (2021). Supporting multi-criteria decision-making across websites: the Logik\u00f3s approach. Central European Journal of Operations Research, 29(1), 201\u2013225","journal-title":"Central European Journal of Operations Research"},{"issue":"4","key":"1946_CR8","doi-asserted-by":"publisher","first-page":"379","DOI":"10.1017\/S0890060407000340","volume":"21","author":"JS Gero","year":"2007","unstructured":"Gero, J. S., & Kannengiesser, U. (2007). A function-behavior-structure ontology of processes. Artificial Intelligence for Engineering Design, Analysis and Manufacturing: AI EDAM, 21(4), 379","journal-title":"Artificial Intelligence for Engineering Design, Analysis and Manufacturing: AI EDAM"},{"issue":"4","key":"1946_CR9","first-page":"550","volume":"31","author":"AS Gill","year":"2017","unstructured":"Gill, A. S., Summers, J. D., & Turner, C. J. (2017). Comparing function structures and pruned function structures for market price prediction: an approach to benchmarking representation inferencing value. AI EDAM, 31(4), 550\u2013566","journal-title":"AI EDAM"},{"issue":"6","key":"1946_CR10","doi-asserted-by":"publisher","first-page":"2581","DOI":"10.12973\/eurasia.2017.01242a","volume":"13","author":"SW Hsiao","year":"2017","unstructured":"Hsiao, S. W., Lin, H. H., & Ko, Y. C. (2017). Application of grey relational analysis to decision-making during product development. Eurasia Journal of Mathematics, Science and Technology Education, 13(6), 2581\u20132600","journal-title":"Eurasia Journal of Mathematics, Science and Technology Education"},{"issue":"3","key":"1946_CR11","doi-asserted-by":"publisher","first-page":"1221","DOI":"10.1007\/s10845-017-1310-x","volume":"30","author":"A Jeang","year":"2019","unstructured":"Jeang, A. (2019). Robust DEA methodology via computer model for conceptual design under uncertainty. Journal of Intelligent Manufacturing, 30(3), 1221\u20131245","journal-title":"Journal of Intelligent Manufacturing"},{"issue":"6","key":"1946_CR12","doi-asserted-by":"publisher","first-page":"2473","DOI":"10.1007\/s10845-018-1406-y","volume":"30","author":"Y Jiao","year":"2019","unstructured":"Jiao, Y., & Yang, Y. (2019). A product configuration approach based on online data. Journal of Intelligent Manufacturing, 30(6), 2473\u20132487","journal-title":"Journal of Intelligent Manufacturing"},{"issue":"4","key":"1946_CR13","doi-asserted-by":"publisher","first-page":"4343","DOI":"10.3233\/JIFS-190957","volume":"38","author":"X Kang","year":"2020","unstructured":"Kang, X., Porter, C. S., & Bohemia, E. (2020). Using the fuzzy weighted association rule mining approach to develop a customer satisfaction product form. Journal of Intelligent & Fuzzy Systems, 38(4), 4343\u20134357","journal-title":"Journal of Intelligent & Fuzzy Systems"},{"issue":"2","key":"1946_CR14","doi-asserted-by":"publisher","first-page":"439","DOI":"10.1007\/s10845-015-1120-y","volume":"29","author":"M Kowalska","year":"2018","unstructured":"Kowalska, M., Pazdzior, M., & Krzton-Maziopa, A. (2018). Implementation of QFD method in quality analysis of confectionery products. Journal of Intelligent Manufacturing, 29(2), 439\u2013447","journal-title":"Journal of Intelligent Manufacturing"},{"key":"1946_CR15","doi-asserted-by":"publisher","DOI":"10.1007\/s10845-021-01807-x","author":"A Kumar","year":"2021","unstructured":"Kumar, A., & Starly, B. (2021). \u201cFabNER\u201d: Information extraction from manufacturing process science domain literature using named entity recognition. Journal of Intelligent Manufacturing. https:\/\/doi.org\/10.1007\/s10845-021-01807-x.","journal-title":"Journal of Intelligent Manufacturing"},{"issue":"3","key":"1946_CR16","doi-asserted-by":"publisher","first-page":"549","DOI":"10.1007\/s40684-019-00036-1","volume":"6","author":"TC Kuo","year":"2019","unstructured":"Kuo, T. C., & Wang, C. J. (2019). Integrating robust design criteria and axiomatic design principles to support sustainable product development. International Journal of Precision Engineering and Manufacturing-Green Technology, 6(3), 549\u2013557","journal-title":"International Journal of Precision Engineering and Manufacturing-Green Technology"},{"key":"1946_CR17","doi-asserted-by":"publisher","first-page":"553","DOI":"10.1007\/978-1-4020-8728-8_29","volume-title":"Design Computing and Cognition\u201908","author":"T Kurtoglu","year":"2008","unstructured":"Kurtoglu, T., Swantner, A., & Campbell, M. I. (2008). Automating the conceptual design process: from black-box to component selection. Design Computing and Cognition\u201908 (pp. 553\u2013572). Dordrecht: Springer"},{"issue":"10","key":"1946_CR18","doi-asserted-by":"publisher","first-page":"2689","DOI":"10.1016\/j.cor.2004.03.021","volume":"32","author":"HH Lai","year":"2005","unstructured":"Lai, H. H., Lin, Y. C., & Yeh, C. H. (2005). Form design of product image using grey relational analysis and neural network models. Computers & Operations Research, 32(10), 2689\u20132711","journal-title":"Computers & Operations Research"},{"issue":"10","key":"1946_CR19","doi-asserted-by":"publisher","first-page":"9534","DOI":"10.1016\/j.eswa.2012.02.099","volume":"39","author":"C Lee","year":"2012","unstructured":"Lee, C., Song, B., & Park, Y. (2012). Design of convergent product concepts based on functionality: An association relation mining and decision tree approach. Expert Systems with Applications, 39(10), 9534\u20139542","journal-title":"Expert Systems with Applications"},{"issue":"2","key":"1946_CR20","doi-asserted-by":"publisher","first-page":"370","DOI":"10.1016\/j.jss.2011.08.029","volume":"85","author":"H Liu","year":"2012","unstructured":"Liu, H., Bao, H., & Xu, D. (2012). Concept vector for semantic similarity and relatedness based on WordNet structure. Journal of Systems and Software, 85(2), 370\u2013381","journal-title":"Journal of Systems and Software"},{"issue":"4","key":"1946_CR21","doi-asserted-by":"publisher","first-page":"2360","DOI":"10.1016\/j.eswa.2007.03.014","volume":"34","author":"S Lolas","year":"2008","unstructured":"Lolas, S., & Olatunbosun, O. A. (2008). Prediction of vehicle reliability performance using artificial neural networks. Expert Systems with Applications, 34(4), 2360\u20132369","journal-title":"Expert Systems with Applications"},{"issue":"1","key":"1946_CR22","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1186\/1743-0003-11-3","volume":"11","author":"P Maciejasz","year":"2014","unstructured":"Maciejasz, P., Eschweiler, J., Gerlach-Hahn, K., Jansen-Troy, A., & Leonhardt, S. (2014). A survey on robotic devices for upper limb rehabilitation. Journal of Neuroengineering and Rehabilitation, 11(1), 3","journal-title":"Journal of Neuroengineering and Rehabilitation"},{"issue":"14","key":"1946_CR23","doi-asserted-by":"publisher","first-page":"4145","DOI":"10.1080\/00207543.2015.1106612","volume":"54","author":"M Meyer","year":"2016","unstructured":"Meyer, M., H\u00fctt, M. T., & Bendul, J. (2016). The elementary flux modes of a manufacturing system: a novel approach to explore the relationship of network structure and function. International Journal of Production Research, 54(14), 4145\u20134160","journal-title":"International Journal of Production Research"},{"issue":"4","key":"1946_CR24","first-page":"476","volume":"31","author":"H Mokhtarian","year":"2017","unstructured":"Mokhtarian, H., Coatan\u00e9a, E., & Paris, H. (2017). Function modeling combined with physics-based reasoning for assessing design options and supporting innovative ideation. AI EDAM, 31(4), 476\u2013500","journal-title":"AI EDAM"},{"key":"1946_CR26","doi-asserted-by":"publisher","DOI":"10.1115\/1.4006738","author":"S Sangelkar","year":"2012","unstructured":"Sangelkar, S., & McAdams, D. A. (2012). Adapting ada architectural design knowledge for universal product design using association rule mining: A function based approach. Journal of Mechanical Design. https:\/\/doi.org\/10.1115\/1.4006738.","journal-title":"Journal of Mechanical Design"},{"key":"1946_CR27","doi-asserted-by":"publisher","first-page":"101340","DOI":"10.1016\/j.aei.2021.101340","volume":"49","author":"Y Shi","year":"2021","unstructured":"Shi, Y., & Peng, Q. (2021). Enhanced customer requirement classification for product design using big data and improved Kano model. Advanced Engineering Informatics, 49, 101340","journal-title":"Advanced Engineering Informatics"},{"issue":"5","key":"1946_CR28","doi-asserted-by":"publisher","first-page":"966","DOI":"10.14733\/cadaps.2020.966-978","volume":"17","author":"Y Shi","year":"2020","unstructured":"Shi, Y., Peng, Q., & Zhang, J. (2020). An Objective Weighting Method of Function Requirements for Product Design Using Information Entropy. Computer-Aided Design & Applications, 17(5), 966\u2013978","journal-title":"Computer-Aided Design & Applications"},{"key":"1946_CR29","doi-asserted-by":"publisher","DOI":"10.1115\/1.4024225","author":"J Srivastava","year":"2013","unstructured":"Srivastava, J., & Shu, L. H. (2013). Encouraging resource-conscious behavior through product design: The principle of discretization. Journal of Mechanical Design. https:\/\/doi.org\/10.1115\/1.4024225.","journal-title":"Journal of Mechanical Design"},{"key":"1946_CR30","doi-asserted-by":"publisher","first-page":"682","DOI":"10.1016\/j.rser.2017.08.050","volume":"81","author":"G Tian","year":"2018","unstructured":"Tian, G., Zhang, H., Feng, Y., Wang, D., Peng, Y., & Jia, H. (2018). Green decoration materials selection under interior environment characteristics: A grey-correlation based hybrid MCDM method. Renewable and Sustainable Energy Reviews, 81, 682\u2013692","journal-title":"Renewable and Sustainable Energy Reviews"},{"issue":"4","key":"1946_CR31","doi-asserted-by":"publisher","first-page":"1911","DOI":"10.1007\/s10845-017-1362-y","volume":"30","author":"CH Wang","year":"2019","unstructured":"Wang, C. H. (2019). Association rule mining and cognitive pairwise rating based portfolio analysis for product family design. Journal of Intelligent Manufacturing, 30(4), 1911\u20131922","journal-title":"Journal of Intelligent Manufacturing"},{"issue":"9","key":"1946_CR32","doi-asserted-by":"publisher","first-page":"2225","DOI":"10.4304\/jcp.8.9.2225-2231","volume":"8","author":"H Wang","year":"2013","unstructured":"Wang, H., Nie, X., Liu, L., & Lu, J. (2013). A Fuzzy Domain Sentiment Ontology based Opinion Mining Approach for Chinese Online Product Reviews. Journal of Computers, 8(9), 2225\u20132231","journal-title":"Journal of Computers"},{"key":"1946_CR33","doi-asserted-by":"publisher","first-page":"17455","DOI":"10.1109\/ACCESS.2018.2817839","volume":"6","author":"X Wang","year":"2018","unstructured":"Wang, X., Zhang, H., & Liu, Y. (2018). Sentence vector model based on implicit word vector expression. IEEE Access, 6, 17455\u201317463","journal-title":"IEEE Access"},{"issue":"4","key":"1946_CR34","doi-asserted-by":"publisher","first-page":"2264","DOI":"10.1016\/j.eswa.2014.10.023","volume":"42","author":"T Wei","year":"2015","unstructured":"Wei, T., Lu, Y., Chang, H., Zhou, Q., & Bao, X. (2015). A semantic approach for text clustering using WordNet and lexical chains. Expert Systems with Applications, 42(4), 2264\u20132275","journal-title":"Expert Systems with Applications"},{"key":"1946_CR35","doi-asserted-by":"publisher","first-page":"120983","DOI":"10.1016\/j.techfore.2021.120983","volume":"171","author":"H Yakubu","year":"2021","unstructured":"Yakubu, H., & Kwong, C. K. (2021). Forecasting the importance of product attributes using online customer reviews and Google Trends. Technological Forecasting and Social Change, 171, 120983","journal-title":"Technological Forecasting and Social Change"},{"issue":"1","key":"1946_CR36","doi-asserted-by":"publisher","first-page":"459","DOI":"10.1007\/s10845-018-1457-0","volume":"30","author":"P Zheng","year":"2019","unstructured":"Zheng, P., Xu, X., & Xie, S. Q. (2019). Correction to: A weighted interval rough number based method to determine relative importance ratings of customer requirements in QFD product planning. Journal of Intelligent Manufacturing, 30(1), 459\u2013459","journal-title":"Journal of Intelligent Manufacturing"},{"issue":"4","key":"1946_CR37","doi-asserted-by":"publisher","first-page":"1209","DOI":"10.1016\/j.matdes.2008.06.006","volume":"30","author":"CC Zhou","year":"2009","unstructured":"Zhou, C. C., Yin, G. F., & Hu, X. B. (2009). Multi-objective optimization of material selection for sustainable products: artificial neural networks and genetic algorithm approach. Materials & Design, 30(4), 1209\u20131215","journal-title":"Materials & Design"}],"container-title":["Journal of Intelligent Manufacturing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10845-022-01946-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10845-022-01946-9\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10845-022-01946-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,6,9]],"date-time":"2023-06-09T12:05:28Z","timestamp":1686312328000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10845-022-01946-9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,4,27]]},"references-count":38,"journal-issue":{"issue":"6","published-print":{"date-parts":[[2023,8]]}},"alternative-id":["1946"],"URL":"https:\/\/doi.org\/10.1007\/s10845-022-01946-9","relation":{},"ISSN":["0956-5515","1572-8145"],"issn-type":[{"value":"0956-5515","type":"print"},{"value":"1572-8145","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,4,27]]},"assertion":[{"value":"5 November 2021","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"27 March 2022","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"27 April 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 conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}