{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,6]],"date-time":"2025-12-06T05:03:44Z","timestamp":1764997424181,"version":"3.37.3"},"reference-count":46,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2022,3,18]],"date-time":"2022-03-18T00:00:00Z","timestamp":1647561600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"},{"start":{"date-parts":[[2022,3,18]],"date-time":"2022-03-18T00:00:00Z","timestamp":1647561600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"}],"funder":[{"DOI":"10.13039\/501100012154","name":"Graduate Research and Innovation Projects of Jiangsu Province","doi-asserted-by":"publisher","award":["KYCX21_2482"],"award-info":[{"award-number":["KYCX21_2482"]}],"id":[{"id":"10.13039\/501100012154","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Int J Comput Intell Syst"],"published-print":{"date-parts":[[2022,12]]},"abstract":"<jats:title>Abstract<\/jats:title><jats:p>Product customization is a means that effectively caters to personal needs, and as such, has increasingly caught the attention of both consumers and manufacturers. With technological advancements, the customization of products is now being made available through mobile applications. However, mobile apps need to be easy to use and operate, which presents some challenges for mobile app designers. In response, this study proposes an interactive evolutionary design method for mobile apps, based on an interactive genetic algorithm, to help consumers generate high-quality designs and enhance their retail experience by optimizing synthetic fitness and reducing the user\u2019s fatigue from evaluation. Firstly, a human\u2013computer interaction model for mobile interactive evolutionary design was launched to solve the screen space problem and simplify the evaluation process. Secondly, to accelerate the convergence of the algorithm, this paper combines hesitation patterns to obtain accurate individual fitness. Thirdly, an ongoing prediction and replacement mechanism were presented to improve user experience. After addressing these items, the proposed method is applied to a customization system that involves traditional brocade patterns of the Zhuang ethnic group in southwestern China and validated using a conventional interactive evolutionary design system with an interactive genetic algorithm. The experimental results show that the proposed method increases the designs\u2019 efficiency, and can help consumers effectively customize their product purchases on mobile devices.<\/jats:p>","DOI":"10.1007\/s44196-022-00075-8","type":"journal-article","created":{"date-parts":[[2022,3,18]],"date-time":"2022-03-18T17:02:43Z","timestamp":1647622963000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["An Interactive Evolutionary Design Method for Mobile Product Customization and Validation of Its Application"],"prefix":"10.1007","volume":"15","author":[{"given":"Dong","family":"Zeng","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3932-3109","authenticated-orcid":false,"given":"Ming","family":"Guan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Maoen","family":"He","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ziyu","family":"Tian","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2022,3,18]]},"reference":[{"key":"75_CR1","doi-asserted-by":"publisher","first-page":"85","DOI":"10.1007\/0-387-32224-8_5","volume-title":"Mass Customization: Challenges and Solutions","author":"H Ismail","year":"2006","unstructured":"Ismail, H., et al.: Mass customization: balancing customer desires with operational reality. In: Blecker, T., Friedrich, G. (eds.) Mass Customization: Challenges and Solutions, pp. 85\u2013109. Springer, Boston (2006)"},{"issue":"5","key":"75_CR2","doi-asserted-by":"publisher","first-page":"18","DOI":"10.1509\/jm.10.0462","volume":"76","author":"M Schreier","year":"2012","unstructured":"Schreier, M., Fuchs, C., Dahl, D.W.: The innovation effect of user design: exploring consumers\u2019 innovation. J. Market. 76(5), 18\u201332 (2012)","journal-title":"J. Market."},{"issue":"4","key":"75_CR3","doi-asserted-by":"publisher","first-page":"813","DOI":"10.1007\/s12008-015-0275-2","volume":"11","author":"J Gardan","year":"2017","unstructured":"Gardan, J.: Definition of users\u2019 requirements in the customized product design through a user-centered translation method. Int. J. Interact. Des. Manuf. 11(4), 813\u2013821 (2017)","journal-title":"Int. J. Interact. Des. Manuf."},{"key":"75_CR4","doi-asserted-by":"publisher","first-page":"75","DOI":"10.1007\/978-3-319-61985-9_4","volume-title":"Customer Engagement Marketing","author":"A Bleier","year":"2018","unstructured":"Bleier, A., Keyser, A.D., et al.: Customer engagement through personalization and customization. In: Palmatier, R., Kumar, V., Harmeling, C. (eds.) Customer Engagement Marketing, pp. 75\u201394. Springer US, Boston (2018)"},{"issue":"3","key":"75_CR5","doi-asserted-by":"publisher","first-page":"404","DOI":"10.1016\/j.jmsy.2013.04.012","volume":"32","author":"C Berry","year":"2013","unstructured":"Berry, C., Wang, H., Hu, S.J.: Product architecting for personalization. J. Manuf. Syst. 32(3), 404\u2013411 (2013)","journal-title":"J. Manuf. Syst."},{"issue":"7","key":"75_CR6","doi-asserted-by":"publisher","first-page":"2587","DOI":"10.1007\/s10845-016-1280-4","volume":"30","author":"R Dou","year":"2019","unstructured":"Dou, R., Zhang, Y., Nan, G.: Application of combined Kano model and interactive genetic algorithm for product customization. J. Intell. Manuf. 30(7), 2587\u20132602 (2019)","journal-title":"J. Intell. Manuf."},{"issue":"2","key":"75_CR7","doi-asserted-by":"publisher","first-page":"30","DOI":"10.1016\/j.mfglet.2014.01.002","volume":"2","author":"D Mourtzis","year":"2014","unstructured":"Mourtzis, D., Doukas, M., Vandera, C.: Mobile apps for product customisation and design of manufacturing networks. Manuf. Lett. 2(2), 30\u201334 (2014)","journal-title":"Manuf. Lett."},{"issue":"3","key":"75_CR8","doi-asserted-by":"publisher","first-page":"224","DOI":"10.1007\/s42486-019-00019-w","volume":"1","author":"S Cheng","year":"2019","unstructured":"Cheng, S., Dey, A.K.: I see, you design: user interface intelligent design system with eye tracking and interactive genetic algorithm. CCF Trans. Pervas. Comput. Interact. 1(3), 224\u2013236 (2019)","journal-title":"CCF Trans. Pervas. Comput. Interact."},{"key":"75_CR9","doi-asserted-by":"crossref","unstructured":"B, P.P.A., M.A. B, and E.V. B. Concurrent product configuration and process planning: Some optimization experimental results. Comput. Ind., 65(4): 610\u2013621 (2014).","DOI":"10.1016\/j.compind.2014.01.012"},{"issue":"8","key":"75_CR10","doi-asserted-by":"publisher","first-page":"745","DOI":"10.1016\/j.cad.2003.09.012","volume":"36","author":"J Jiao","year":"2004","unstructured":"Jiao, J., Tseng, M.M.: Customizability analysis in design for mass customization. Comput.-Aided Des. 36(8), 745\u2013757 (2004)","journal-title":"Comput.-Aided Des."},{"issue":"1\u20134","key":"75_CR11","doi-asserted-by":"publisher","first-page":"85","DOI":"10.1007\/s00170-015-8074-2","volume":"84","author":"Y Xu","year":"2016","unstructured":"Xu, Y., Chen, G., Zheng, J.: An integrated solution\u2014KAGFM for mass customization in customer-oriented product design under cloud manufacturing environment. Int. J. Adv. Manuf. Technol. 84(1\u20134), 85\u2013101 (2016)","journal-title":"Int. J. Adv. Manuf. Technol."},{"issue":"7","key":"75_CR12","doi-asserted-by":"publisher","first-page":"633","DOI":"10.1108\/01409170910965233","volume":"32","author":"A Haug","year":"2009","unstructured":"Haug, A., Ladeby, K., Edwards, K.: From engineer-to-order to mass customization. Manag. Res. News 32(7), 633\u2013644 (2009)","journal-title":"Manag. Res. News"},{"issue":"1","key":"75_CR13","doi-asserted-by":"publisher","first-page":"17","DOI":"10.1007\/s12008-010-0105-5","volume":"5","author":"JF Petiot","year":"2011","unstructured":"Petiot, J.F., Da Gher, A.: Preference-oriented form design: application to cars\u2019 headlights. Int. J. Interact. Des. Manuf. 5(1), 17\u201327 (2011)","journal-title":"Int. J. Interact. Des. Manuf."},{"issue":"7","key":"75_CR14","doi-asserted-by":"publisher","first-page":"2428","DOI":"10.3390\/s21072428","volume":"21","author":"M Yi","year":"2021","unstructured":"Yi, M., et al.: User experience of the mobile terminal customization system: the influence of interface design and educational background on personalized customization. Sensors 21(7), 2428 (2021)","journal-title":"Sensors"},{"key":"75_CR15","doi-asserted-by":"publisher","first-page":"2","DOI":"10.1016\/j.compind.2020.103325","volume":"124","author":"RF Cai","year":"2021","unstructured":"Cai, R.F., et al.: Wowtao: A personalized pottery-making system. Comput. Ind. 124, 2 (2021)","journal-title":"Comput. Ind."},{"key":"75_CR16","doi-asserted-by":"publisher","first-page":"415","DOI":"10.1016\/j.cie.2013.08.021","volume":"76","author":"J Hinckeldeyn","year":"2014","unstructured":"Hinckeldeyn, J., et al.: Expanding bottleneck management from manufacturing to product design and engineering processes. Comput. Ind. Eng. 76, 415\u2013428 (2014)","journal-title":"Comput. Ind. Eng."},{"key":"75_CR17","first-page":"2","volume":"2","author":"LI Weihong","year":"2010","unstructured":"Weihong, L.I., Bai, Y.: Analysis of production customization and customer satisfaction based on fuzzy cluster method. Sci. Technol. Manag. Res. 2, 2 (2010)","journal-title":"Sci. Technol. Manag. Res."},{"key":"75_CR18","doi-asserted-by":"publisher","first-page":"410","DOI":"10.1016\/j.asoc.2014.04.013","volume":"22","author":"CH Wang","year":"2014","unstructured":"Wang, C.H., Wang, J.: Combining fuzzy AHP and fuzzy Kano to optimize product varieties for smart cameras: A zero-one integer programming perspective. Appl. Soft Comput. 22, 410\u2013416 (2014)","journal-title":"Appl. Soft Comput."},{"issue":"2","key":"75_CR19","doi-asserted-by":"publisher","first-page":"187","DOI":"10.1016\/j.ergon.2013.01.005","volume":"43","author":"J Park","year":"2013","unstructured":"Park, J., et al.: Modeling user experience: a case study on a mobile device. Int. J. Ind. Ergon. 43(2), 187\u2013196 (2013)","journal-title":"Int. J. Ind. Ergon."},{"key":"75_CR20","doi-asserted-by":"publisher","first-page":"11","DOI":"10.1016\/j.cie.2017.09.046","volume":"114","author":"Y Xu","year":"2017","unstructured":"Xu, Y., et al.: A decision support model in mass customization. Comput. Ind. Eng. 114, 11\u201321 (2017)","journal-title":"Comput. Ind. Eng."},{"issue":"1","key":"75_CR21","doi-asserted-by":"publisher","first-page":"159","DOI":"10.2307\/25148832","volume":"32","author":"A Kamis","year":"2008","unstructured":"Kamis, A., Koufaris, M., Stern, T.: Using an attribute-based decision support system for user-customized products online: an experimental investigation. MIS Quart. 32(1), 159\u2013177 (2008)","journal-title":"MIS Quart."},{"issue":"2","key":"75_CR22","doi-asserted-by":"publisher","first-page":"420","DOI":"10.1287\/isre.2013.0503","volume":"25","author":"J Xu","year":"2014","unstructured":"Xu, J., Benbasat, I., Cenfetelli, R.T.: The influences of online service technologies and task complexity on efficiency and personalization. Inform. Syst. Res. 25(2), 420\u2013436 (2014)","journal-title":"Inform. Syst. Res."},{"key":"75_CR23","doi-asserted-by":"publisher","unstructured":"Mandl M., Felfernig A., Tiihonen J., Isak K. \u201cStatus Quo Bias in Configuration Systems\u201d. In: Mehrotra K.G., Mohan C.K., Oh J.C., Varshney P.K., Ali M. (eds) Modern Approaches in Applied Intelligence. IEA\/AIE 2011. Lecture Notes in Computer Science, vol 6703. Springer, Berlin, Heidelberg(2011). DOI: https:\/\/doi.org\/10.1007\/978-3-642-21822-4_12","DOI":"10.1007\/978-3-642-21822-4_12"},{"key":"75_CR24","doi-asserted-by":"crossref","unstructured":"Yang, Y.-p. and X. Tian, \u201cCombining users\u2019 cognition noise with interactive genetic algorithms and trapezoidal fuzzy numbers for product color design\u201d. Computational Intelligence and Neuroscience, 2019(2019).","DOI":"10.1155\/2019\/1019749"},{"key":"75_CR25","first-page":"1","volume":"2","author":"N Zhang","year":"2020","unstructured":"Zhang, N., et al.: Pattern design and optimization of yarn-dyed plaid fabric using modified interactive genetic algorithm. J. Textile Inst. 2, 1\u201310 (2020)","journal-title":"J. Textile Inst."},{"issue":"11","key":"75_CR26","doi-asserted-by":"publisher","first-page":"1442","DOI":"10.1016\/j.cad.2013.06.014","volume":"45","author":"PY Mok","year":"2013","unstructured":"Mok, P.Y., et al.: An IGA-based design support system for realistic and practical fashion designs. Comput.-Aided Des. 45(11), 1442\u20131458 (2013)","journal-title":"Comput.-Aided Des."},{"key":"75_CR27","doi-asserted-by":"crossref","unstructured":"Zeng, D., et al., \u201cSolution to resolve cognitive ambiguity in interactive customization of product shape\u201d. (2020).","DOI":"10.2991\/ijcis.d.200511.001"},{"key":"75_CR28","doi-asserted-by":"publisher","first-page":"102901","DOI":"10.1016\/j.ergon.2019.102901","volume":"76","author":"T Wang","year":"2020","unstructured":"Wang, T., Zhou, M.: A method for product form design of integrating interactive genetic algorithm with the interval hesitation time and user satisfaction. Int. J. Ind. Ergon. 76, 102901 (2020)","journal-title":"Int. J. Ind. Ergon."},{"issue":"12","key":"75_CR29","first-page":"2997","volume":"45","author":"GS Guo","year":"2017","unstructured":"Guo, G.S., Chen, L.J.: An interactive genetic algorithms based on maximum entropy principle with individuals\u2019 fitness not assigned by user. Acta Electron. Sin. 45(12), 2997\u20133004 (2017)","journal-title":"Acta Electron. Sin."},{"issue":"3","key":"75_CR30","doi-asserted-by":"publisher","first-page":"359","DOI":"10.1016\/j.pnsc.2007.11.010","volume":"18","author":"D Gong","year":"2008","unstructured":"Gong, D., et al.: Adaptive interactive genetic algorithms with individual interval fitness. Progr. Nat. Sci. 18(3), 359\u2013365 (2008)","journal-title":"Progr. Nat. Sci."},{"issue":"5","key":"75_CR31","doi-asserted-by":"publisher","first-page":"1482","DOI":"10.1016\/j.chb.2010.10.012","volume":"27","author":"DW Gong","year":"2011","unstructured":"Gong, D.W., Yuan, J., Sun, X.Y.: Interactive genetic algorithms with individual\u2019s fuzzy fitness. Comput. Hum. Behav. 27(5), 1482\u201314922009 (2011)","journal-title":"Comput. Hum. Behav."},{"issue":"2","key":"75_CR32","doi-asserted-by":"publisher","first-page":"36","DOI":"10.3390\/info10020036","volume":"10","author":"J Lv","year":"2019","unstructured":"Lv, J., et al.: Interactive genetic algorithm oriented toward the novel design of traditional patterns. Information 10(2), 36 (2019)","journal-title":"Information"},{"key":"75_CR33","doi-asserted-by":"crossref","unstructured":"Pallez, D., et al. Eye-Tracking Evolutionary Algorithm to minimize user fatigue in IEC applied to Interactive One-Max problem. in Proceedings of the 9th annual conference companion on Genetic and evolutionary computation. 2007.","DOI":"10.1145\/1274000.1274098"},{"key":"75_CR34","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s40064-016-1789-1","volume":"5","author":"H Ishibuchi","year":"2016","unstructured":"Ishibuchi, H., Sudo, T., Nojima, Y.: Interactive evolutionary computation with minimum fitness evaluation requirement and offline algorithm design. Springerplus 5, 1 (2016)","journal-title":"Springerplus"},{"key":"75_CR35","unstructured":"Watanabe, Y., T. Yoshikawa, and T. Furuhashi. A study on application of fitness inference method to PC-IGA. in IEEE Congress on Evolutionary Computation. 2007."},{"key":"75_CR36","doi-asserted-by":"publisher","first-page":"45","DOI":"10.1016\/j.procs.2014.05.396","volume":"32","author":"H Farooq","year":"2014","unstructured":"Farooq, H., Siddique, M.T.: A comparative study on user interfaces of interactive genetic algorithm. Proc. Comput. Sci. 32, 45\u201352 (2014)","journal-title":"Proc. Comput. Sci."},{"key":"75_CR37","unstructured":"Yan, S., W. Wanliang, and L. Xiaojian. An improved evaluation method for interactive genetic algorithms and its application in product design. in 2010 IEEE Fifth International Conference on Bio-Inspired Computing: Theories and Applications (BIC-TA). 2010. IEEE."},{"key":"75_CR38","first-page":"2","volume":"2","author":"H Nishino","year":"2008","unstructured":"Nishino, H., et al.: A ubiquitous 3D graphics modeler for mobile devices. IEEE Comput. Soc. 2, 2 (2008)","journal-title":"IEEE Comput. Soc."},{"issue":"8","key":"75_CR39","doi-asserted-by":"publisher","first-page":"60","DOI":"10.1145\/1012037.1012063","volume":"47","author":"C Jacobs","year":"2004","unstructured":"Jacobs, C., et al.: Adaptive document layout. Commun. ACM 47(8), 60\u201366 (2004)","journal-title":"Commun. ACM"},{"issue":"10","key":"75_CR40","doi-asserted-by":"publisher","first-page":"703","DOI":"10.1016\/j.ijhcs.2012.05.004","volume":"70","author":"DF Keefe","year":"2012","unstructured":"Keefe, D.F., et al.: Scaling up multi-touch selection and querying: Interfaces and applications for combining mobile multi-touch input with large-scale visualization displays. Int. J. Hum. Comput. Stud. 70(10), 703\u2013713 (2012)","journal-title":"Int. J. Hum. Comput. Stud."},{"issue":"2","key":"75_CR41","doi-asserted-by":"publisher","first-page":"151","DOI":"10.1037\/0003-066X.35.2.151","volume":"35","author":"RB Zajonc","year":"1980","unstructured":"Zajonc, R.B.: Feeling and thinking: Preferences need no inferences. Am. Psychol. 35(2), 151\u2013175 (1980)","journal-title":"Am. Psychol."},{"issue":"9","key":"75_CR42","first-page":"97","volume":"22","author":"HE Dayi","year":"2002","unstructured":"Dayi, H.E., Qiu, W.: Solving continuous stochastic decision-making problem under uncertainty by the maximum entropy formulism. Syst. Eng. Theory Pract. 22(9), 97\u2013100 (2002)","journal-title":"Syst. Eng. Theory Pract."},{"key":"75_CR43","doi-asserted-by":"publisher","first-page":"64","DOI":"10.1016\/j.ijar.2020.11.004","volume":"129","author":"B Dutta","year":"2021","unstructured":"Dutta, B., et al.: An evolutionary strategic weight manipulation approach for multi-attribute decision making: TOPSIS method. Int. J. Approx. Reason. 129, 64\u201383 (2021)","journal-title":"Int. J. Approx. Reason."},{"key":"75_CR44","doi-asserted-by":"publisher","first-page":"1860921","DOI":"10.1155\/2019\/1860921","volume":"2019","author":"L Deng","year":"2019","unstructured":"Deng, L., Wang, G.: Application of EEG and interactive evolutionary design method in cultural and creative product design. Comput. Intell. Neurosci. 2019, 1860921 (2019)","journal-title":"Comput. Intell. Neurosci."},{"key":"75_CR45","unstructured":"Lu Q. Study on emblazonry of Zhuang brocade (dissertation for doctoral degree, Shan dong university). https:\/\/kns.cnki.net\/KCMS\/detail\/detail.aspx?dbname=CDFDLAST2020&filename=1018004508.nh"},{"key":"75_CR46","doi-asserted-by":"publisher","first-page":"708","DOI":"10.1016\/j.cie.2018.04.056","volume":"125","author":"R Dou","year":"2018","unstructured":"Dou, R., et al.: A method for product personalized design based on prospect theory improved with interval reference. Comput. Ind. Eng. 125, 708\u2013719 (2018)","journal-title":"Comput. Ind. Eng."}],"container-title":["International Journal of Computational Intelligence Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s44196-022-00075-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s44196-022-00075-8\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s44196-022-00075-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,3,18]],"date-time":"2022-03-18T17:40:38Z","timestamp":1647625238000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s44196-022-00075-8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,3,18]]},"references-count":46,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2022,12]]}},"alternative-id":["75"],"URL":"https:\/\/doi.org\/10.1007\/s44196-022-00075-8","relation":{},"ISSN":["1875-6883"],"issn-type":[{"type":"electronic","value":"1875-6883"}],"subject":[],"published":{"date-parts":[[2022,3,18]]},"assertion":[{"value":"28 October 2021","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"1 March 2022","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"18 March 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 competing interests.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}},{"value":"The submitted work is original, and the manuscript haven\u2019t been submitted to other journal for simultaneous consideration.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethics approval and consent to participate"}},{"value":"The authors declare that they consent to publish the article.","order":4,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent for publication"}}],"article-number":"16"}}