{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,6,26]],"date-time":"2025-06-26T08:49:58Z","timestamp":1750927798831},"reference-count":116,"publisher":"Cambridge University Press (CUP)","issue":"4","license":[{"start":{"date-parts":[[2015,10,7]],"date-time":"2015-10-07T00:00:00Z","timestamp":1444176000000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/www.cambridge.org\/core\/terms"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["AIEDAM"],"published-print":{"date-parts":[[2015,11]]},"abstract":"<jats:title>Abstract<\/jats:title><jats:p>Configuration and parameterization of optimization frameworks for the computational support of design exploration can become an exclusive barrier for the adoption of such systems by engineers. This work addresses the problem of defining the elements that constitute a multiple-objective design optimization problem, that is, design variables, constants, objective functions, and constraint functions. In light of this, contributions are reviewed from the field of evolutionary design optimization with respect to their concrete implementation for design exploration. Machine learning and natural language processing are supposed to facilitate feasible approaches to the support of configuration and parameterization. Hence, the authors further review promising machine learning and natural language processing methods for automatic knowledge elicitation and formalization with respect to their implementation for evolutionary design optimization. These methods come from the fields of product attribute extraction, clustering of design solutions, relationship discovery, computation of objective functions, metamodeling, and design pattern extraction.<\/jats:p>","DOI":"10.1017\/s0890060415000372","type":"journal-article","created":{"date-parts":[[2015,10,7]],"date-time":"2015-10-07T09:27:33Z","timestamp":1444210053000},"page":"333-350","source":"Crossref","is-referenced-by-count":3,"title":["A survey on automating configuration and parameterization in evolutionary design exploration"],"prefix":"10.1017","volume":"29","author":[{"given":"Julian R.","family":"Eichhoff","sequence":"first","affiliation":[]},{"given":"Dieter","family":"Roller","sequence":"additional","affiliation":[]}],"member":"56","published-online":{"date-parts":[[2015,10,7]]},"reference":[{"key":"S0890060415000372_ref55","doi-asserted-by":"publisher","DOI":"10.1007\/s11135-009-9304-1"},{"key":"S0890060415000372_ref30","doi-asserted-by":"publisher","DOI":"10.1023\/A:1013666503249"},{"key":"S0890060415000372_ref47","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)0887-3801(1994)8:3(309)"},{"key":"S0890060415000372_ref21","doi-asserted-by":"publisher","DOI":"10.1017\/S0890060499131032"},{"key":"S0890060415000372_ref53","doi-asserted-by":"publisher","DOI":"10.1016\/j.cad.2011.08.002"},{"key":"S0890060415000372_ref6","doi-asserted-by":"publisher","DOI":"10.1007\/s10898-012-0026-x"},{"key":"S0890060415000372_ref8","first-page":"119","article-title":"Conceptual evolutionary design by a genetic algorithm","volume":"2","author":"Bentley","year":"1996","journal-title":"Engineering Design and Automation"},{"key":"S0890060415000372_ref57","doi-asserted-by":"publisher","DOI":"10.1007\/s00158-003-0368-6"},{"key":"S0890060415000372_ref102","doi-asserted-by":"publisher","DOI":"10.1016\/j.jmsy.2011.03.002"},{"key":"S0890060415000372_ref111","doi-asserted-by":"publisher","DOI":"10.1007\/s00366-005-0003-9"},{"key":"S0890060415000372_ref106","volume-title":"Proc. 31st Annual Int. ACM SIGIR Conf. Research and Development in Information Retrieval, SIGIR'08","author":"Wong","year":"2008"},{"key":"S0890060415000372_ref114","doi-asserted-by":"publisher","DOI":"10.1109\/TEVC.2009.2030438"},{"key":"S0890060415000372_ref110","doi-asserted-by":"publisher","DOI":"10.1007\/s00163-006-0015-5"},{"key":"S0890060415000372_ref104","doi-asserted-by":"publisher","DOI":"10.1016\/j.cma.2004.09.003"},{"key":"S0890060415000372_ref103","volume-title":"Proc. 2011 Int. Conf. Electric Technology and Civil Engineering, ICETCE'11","author":"Wang","year":"2011"},{"key":"S0890060415000372_ref43","doi-asserted-by":"publisher","DOI":"10.1016\/j.compstruc.2005.03.002"},{"key":"S0890060415000372_ref101","doi-asserted-by":"publisher","DOI":"10.1115\/1.2429697"},{"key":"S0890060415000372_ref61","doi-asserted-by":"publisher","DOI":"10.1016\/S0263-8223(01)00098-8"},{"key":"S0890060415000372_ref16","volume-title":"Proc. 2013 World Congr. Engineering, WCE'13","author":"Chen","year":"2013"},{"key":"S0890060415000372_ref74","volume-title":"Proc. 18th European Group for Intelligent Computing in Engineering Workshop, EG-ICE'11","author":"Rafiq","year":"2011"},{"key":"S0890060415000372_ref37","doi-asserted-by":"publisher","DOI":"10.1016\/S0045-7825(99)00390-4"},{"key":"S0890060415000372_ref34","doi-asserted-by":"publisher","DOI":"10.1068\/b3015"},{"key":"S0890060415000372_ref40","doi-asserted-by":"publisher","DOI":"10.1115\/1.2757190"},{"key":"S0890060415000372_ref105","volume-title":"Proc. 4th ACM Int. Conf. Web Search and Data Mining, WSDM'11","author":"Wong","year":"2011"},{"key":"S0890060415000372_ref115","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-69062-7_8"},{"key":"S0890060415000372_ref31","doi-asserted-by":"publisher","DOI":"10.1017\/S0890060407000327"},{"key":"S0890060415000372_ref35","volume-title":"Proc. ASME 2006 Int. Design Engineering Technical Conf. Computers and Information in Engineering Conf., IDETC\/CIE'06","author":"Hutcheson","year":"2006"},{"key":"S0890060415000372_ref98","doi-asserted-by":"publisher","DOI":"10.1016\/j.aei.2011.07.009"},{"key":"S0890060415000372_ref27","doi-asserted-by":"publisher","DOI":"10.1007\/BF01743506"},{"key":"S0890060415000372_ref25","doi-asserted-by":"publisher","DOI":"10.1145\/1147234.1147241"},{"key":"S0890060415000372_ref109","doi-asserted-by":"publisher","DOI":"10.1115\/1.2885180"},{"key":"S0890060415000372_ref2","doi-asserted-by":"publisher","DOI":"10.1016\/S0168-874X(00)00041-X"},{"key":"S0890060415000372_ref24","doi-asserted-by":"publisher","DOI":"10.1017\/S089006040000069X"},{"key":"S0890060415000372_ref1","volume-title":"The Innovation Algorithm: TRIZ, Systematic Innovation and Technical Creativity","author":"Altshuller","year":"1999"},{"key":"S0890060415000372_ref100","volume-title":"Methodik zum Entwickeln und Konstruieren technischer Systeme und Produkte (VDI 2221)","year":"1993"},{"key":"S0890060415000372_ref93","doi-asserted-by":"publisher","DOI":"10.1177\/1071181312561292"},{"key":"S0890060415000372_ref88","doi-asserted-by":"publisher","DOI":"10.1017\/S0890060404040028"},{"key":"S0890060415000372_ref79","doi-asserted-by":"publisher","DOI":"10.1016\/S0954-1810(98)00021-1"},{"key":"S0890060415000372_ref71","volume-title":"Proc. 9th AIAA\/ISSMO Symp. Multidisciplinary Analysis and Optimization","author":"Perez","year":"2002"},{"key":"S0890060415000372_ref20","doi-asserted-by":"publisher","DOI":"10.1007\/s00158-008-0319-3"},{"key":"S0890060415000372_ref29","doi-asserted-by":"publisher","DOI":"10.2514\/3.25195"},{"key":"S0890060415000372_ref73","doi-asserted-by":"publisher","DOI":"10.1007\/s001700200207"},{"key":"S0890060415000372_ref83","volume-title":"Proc. 3rd Int. Conf. Design Computing and Cognition, DCC\u201908","author":"Sarkar","year":"2008"},{"key":"S0890060415000372_ref4","doi-asserted-by":"publisher","DOI":"10.1016\/S0950-5849(01)00194-X"},{"key":"S0890060415000372_ref12","doi-asserted-by":"publisher","DOI":"10.1007\/s001630050013"},{"key":"S0890060415000372_ref36","doi-asserted-by":"publisher","DOI":"10.1017\/S0890060498122059"},{"key":"S0890060415000372_ref15","doi-asserted-by":"publisher","DOI":"10.1115\/1.2919480"},{"key":"S0890060415000372_ref85","volume-title":"Proc. 5th Annual Conf. Evolutionary Programming, Evolutionary Programming","author":"Schoenauer","year":"1996"},{"key":"S0890060415000372_ref45","volume-title":"Proc. 7th Genetic and Evolutionary Computing Conf., GECCO'05","author":"Kicinger","year":"2005"},{"key":"S0890060415000372_ref5","doi-asserted-by":"publisher","DOI":"10.1080\/0020754031000138367"},{"key":"S0890060415000372_ref63","first-page":"279","article-title":"Optimization of frame topology using boundary cycle and genetic algorithm","volume":"39","author":"Nakanishi","year":"1996","journal-title":"JSME International Journal Series A: Solid Mechanics and Material Engineering"},{"key":"S0890060415000372_ref107","doi-asserted-by":"publisher","DOI":"10.1007\/s001580100124"},{"key":"S0890060415000372_ref116","volume-title":"Proc. 9th Genetic and Evolutionary Computing Conf., GECCO'07","author":"Zhang","year":"2007"},{"key":"S0890060415000372_ref17","volume-title":"Proc. 1st NASA\/DoD Workshop on Evolvable Hardware","author":"Crossley","year":"1999"},{"key":"S0890060415000372_ref84","doi-asserted-by":"publisher","DOI":"10.1007\/978-94-009-0279-4_3"},{"key":"S0890060415000372_ref11","volume-title":"Proc. 1995 IEEE Int. Conf. Evolutionary Computation, ICEC'95","author":"Bohnenberger","year":"1995"},{"key":"S0890060415000372_ref41","doi-asserted-by":"publisher","DOI":"10.1002\/nme.483"},{"key":"S0890060415000372_ref7","volume-title":"Proc. 1st Genetic and Evolutionary Computing Conf., GECCO'99","author":"Bentley","year":"1999"},{"key":"S0890060415000372_ref22","doi-asserted-by":"publisher","DOI":"10.1016\/S0010-4485(01)00149-X"},{"key":"S0890060415000372_ref58","doi-asserted-by":"publisher","DOI":"10.1017\/S089006040606001X"},{"key":"S0890060415000372_ref66","volume-title":"OMG System Modeling Language (OMG SysML\u2122)","year":"2012"},{"key":"S0890060415000372_ref59","doi-asserted-by":"publisher","DOI":"10.1108\/02656711011054524"},{"key":"S0890060415000372_ref18","doi-asserted-by":"crossref","first-page":"2013","DOI":"10.2514\/3.10834","article-title":"Optimal design of a welded beam via genetic algorithms","volume":"29","author":"Deb","year":"1991","journal-title":"AIAA Journal"},{"key":"S0890060415000372_ref38","doi-asserted-by":"crossref","first-page":"54","DOI":"10.1007\/s00158-002-0272-5","article-title":"Optimal design of a welded I-section frame using four conceptually different optimization algorithms","volume":"25","author":"J\u00e1rmai","year":"2003","journal-title":"Structural and Multidisciplinary Optimization"},{"key":"S0890060415000372_ref78","doi-asserted-by":"publisher","DOI":"10.1007\/978-94-011-4154-3_29"},{"key":"S0890060415000372_ref51","doi-asserted-by":"publisher","DOI":"10.1115\/1.1485740"},{"key":"S0890060415000372_ref10","doi-asserted-by":"publisher","DOI":"10.2514\/2.2604"},{"key":"S0890060415000372_ref26","doi-asserted-by":"publisher","DOI":"10.1016\/j.infsof.2003.07.002"},{"key":"S0890060415000372_ref23","first-page":"141","volume-title":"Proc. 17th Int. Conf. Computer-Aided Architectural Design Research in Asia, CAADRIA'12","author":"Gerber","year":"2012"},{"key":"S0890060415000372_ref9","doi-asserted-by":"publisher","DOI":"10.1017\/S0890060400000718"},{"key":"S0890060415000372_ref64","doi-asserted-by":"publisher","DOI":"10.2514\/1.C031395"},{"key":"S0890060415000372_ref97","doi-asserted-by":"publisher","DOI":"10.1016\/S0305-0548(01)00041-7"},{"key":"S0890060415000372_ref62","doi-asserted-by":"publisher","DOI":"10.1016\/j.cad.2011.06.004"},{"key":"S0890060415000372_ref13","doi-asserted-by":"publisher","DOI":"10.1016\/S0955-7997(00)00006-0"},{"key":"S0890060415000372_ref28","volume-title":"An Evolutionary Methodology for Conceptual Design","author":"G\u00fcro\u011flu","year":"2005"},{"key":"S0890060415000372_ref46","doi-asserted-by":"publisher","DOI":"10.1007\/BF01195937"},{"key":"S0890060415000372_ref69","doi-asserted-by":"publisher","DOI":"10.1017\/S0890060402163050"},{"key":"S0890060415000372_ref49","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijpe.2011.03.014"},{"key":"S0890060415000372_ref95","first-page":"203","volume-title":"Proc. Workshops at the 14th Int. Joint Conf. Artificial Intelligence, IJCAI'95","author":"Szczepanik","year":"1995"},{"key":"S0890060415000372_ref52","doi-asserted-by":"publisher","DOI":"10.1017\/S0890060407070199"},{"key":"S0890060415000372_ref75","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)0733-9445(1995)121:10(1480)"},{"key":"S0890060415000372_ref54","doi-asserted-by":"publisher","DOI":"10.1016\/S0924-0136(03)00691-5"},{"key":"S0890060415000372_ref3","doi-asserted-by":"publisher","DOI":"10.1007\/s00158-002-0244-9"},{"key":"S0890060415000372_ref56","volume-title":"Proc. 2003 Congr. Evolutionary Computation, CEC'03","author":"Mahdavi","year":"2003"},{"key":"S0890060415000372_ref77","first-page":"1438","volume-title":"Proc. 4th Indian Int. Conf. Artificial Intelligence, IICAI'09","author":"Raju","year":"2009"},{"key":"S0890060415000372_ref90","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)0887-3801(1997)11:1(8)"},{"key":"S0890060415000372_ref108","volume-title":"Proc. 2009 IEEE\/WIC\/ACM Int. Joint Conf. Web Intelligence and Intelligent Agent Technology, WI-IAT'09","author":"Wu","year":"2009"},{"key":"S0890060415000372_ref19","first-page":"21","volume-title":"Artificial Intelligence in Design \u201996","author":"Dong","year":"1997"},{"key":"S0890060415000372_ref65","volume-title":"Proc. 2002 Int. Joint Conf. Neural Networks, IJCNN'02","author":"Neocleous","year":"2002"},{"key":"S0890060415000372_ref113","doi-asserted-by":"publisher","DOI":"10.1016\/S0045-7949(02)00108-6"},{"key":"S0890060415000372_ref68","doi-asserted-by":"publisher","DOI":"10.1017\/S0890060498125039"},{"key":"S0890060415000372_ref76","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)0733-9445(1997)123:3(350)"},{"key":"S0890060415000372_ref67","volume-title":"Pahl\/Beitz Konstruktionslehre: Grundlagen erfolgreicher Produktentwicklung. Methoden und Anwendung","author":"Pahl","year":"2007"},{"key":"S0890060415000372_ref81","doi-asserted-by":"publisher","DOI":"10.1115\/1.4005104"},{"key":"S0890060415000372_ref60","first-page":"77","article-title":"Learning from design experience in an agent-based design system","volume":"15","author":"Moss","year":"2004","journal-title":"Research in Engineering Design"},{"key":"S0890060415000372_ref112","doi-asserted-by":"publisher","DOI":"10.1155\/2014\/548271"},{"key":"S0890060415000372_ref82","volume-title":"Proc. 7th AIAA\/USAF\/NASA\/ISSMO Symp. Multidisciplinary Analysis and Optimization","author":"Roth","year":"1998"},{"key":"S0890060415000372_ref70","volume-title":"Proc. 1999 Congr. Evolutionary Computation, CEC'99","author":"Parmee","year":"1999"},{"key":"S0890060415000372_ref87","doi-asserted-by":"publisher","DOI":"10.1007\/s00170-008-1607-1"},{"key":"S0890060415000372_ref89","doi-asserted-by":"publisher","DOI":"10.1177\/1063293X04044383"},{"key":"S0890060415000372_ref94","volume-title":"Proc. 2002 Congr. Evolutionary Computation, CEC'02","author":"Sutcliffe","year":"2002"},{"key":"S0890060415000372_ref91","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)0887-3801(1996)10:2(143)"},{"key":"S0890060415000372_ref39","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)0733-9445(1992)118:11(3103)"},{"key":"S0890060415000372_ref92","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)0887-3801(2000)14:1(31)"},{"key":"S0890060415000372_ref96","doi-asserted-by":"publisher","DOI":"10.1007\/s00158-004-0504-y"},{"key":"S0890060415000372_ref42","first-page":"107","volume-title":"Proc. 2nd Conf. Adaptive Computing in Engineering Design and Control, ACEDC'96","author":"Keane","year":"1996"},{"key":"S0890060415000372_ref99","volume-title":"Proc. 19th IEEE Int. Requirements Engineering Conf., RE'11","author":"Veerappa","year":"2011"},{"key":"S0890060415000372_ref33","doi-asserted-by":"publisher","DOI":"10.1038\/scientificamerican0792-66"},{"key":"S0890060415000372_ref72","doi-asserted-by":"publisher","DOI":"10.1243\/PIME_PROC_1993_207_170_02"},{"key":"S0890060415000372_ref86","doi-asserted-by":"publisher","DOI":"10.1007\/BF01580516"},{"key":"S0890060415000372_ref14","doi-asserted-by":"publisher","DOI":"10.1017\/S089006040000072X"},{"key":"S0890060415000372_ref50","doi-asserted-by":"publisher","DOI":"10.1007\/s00158-010-0555-1"},{"key":"S0890060415000372_ref80","first-page":"323","volume-title":"Concept Formation Knowledge and Experience in Unsupervised Learning","author":"Reich","year":"1991"},{"key":"S0890060415000372_ref48","volume-title":"Genetic Programming: On the Programming of Computers by Means of Natural Selection","author":"Koza","year":"1992"},{"key":"S0890060415000372_ref32","doi-asserted-by":"publisher","DOI":"10.2514\/2.3942"},{"key":"S0890060415000372_ref44","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)0887-3801(2005)19:3(223)"}],"container-title":["Artificial Intelligence for Engineering Design, Analysis and Manufacturing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.cambridge.org\/core\/services\/aop-cambridge-core\/content\/view\/S0890060415000372","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,4,20]],"date-time":"2019-04-20T03:04:30Z","timestamp":1555729470000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.cambridge.org\/core\/product\/identifier\/S0890060415000372\/type\/journal_article"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,10,7]]},"references-count":116,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2015,11]]}},"alternative-id":["S0890060415000372"],"URL":"https:\/\/doi.org\/10.1017\/s0890060415000372","relation":{},"ISSN":["0890-0604","1469-1760"],"issn-type":[{"value":"0890-0604","type":"print"},{"value":"1469-1760","type":"electronic"}],"subject":[],"published":{"date-parts":[[2015,10,7]]}}}