{"id":"https://openalex.org/W2080775597","doi":"https://doi.org/10.1017/s0890060410000478","title":"Discovering implicit constraints in design","display_name":"Discovering implicit constraints in design","publication_year":2011,"publication_date":"2011-02-01","ids":{"openalex":"https://openalex.org/W2080775597","doi":"https://doi.org/10.1017/s0890060410000478","mag":"2080775597"},"language":"en","primary_location":{"id":"doi:10.1017/s0890060410000478","is_oa":false,"landing_page_url":"https://doi.org/10.1017/s0890060410000478","pdf_url":null,"source":{"id":"https://openalex.org/S4210193102","display_name":"Artificial intelligence for engineering design analysis and manufacturing","issn_l":"0890-0604","issn":["0890-0604","1469-1760"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311721","host_organization_name":"Cambridge University Press","host_organization_lineage":["https://openalex.org/P4310311721","https://openalex.org/P4310311702"],"host_organization_lineage_names":["Cambridge University Press","University of Cambridge"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence for Engineering Design, Analysis and Manufacturing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5081039976","display_name":"Madan Mohan Dabbeeru","orcid":null},"institutions":[{"id":"https://openalex.org/I94234084","display_name":"Indian Institute of Technology Kanpur","ror":"https://ror.org/05pjsgx75","country_code":"IN","type":"education","lineage":["https://openalex.org/I94234084"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Madan Mohan Dabbeeru","raw_affiliation_strings":["Department of Computer Science and Engineering, Indian Institute of Technology Kanpur, Kanpur, India","Department of Computer Science and Engineering, Indian Institute of Technology-Kanpur, Kanpur, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Indian Institute of Technology Kanpur, Kanpur, India","institution_ids":["https://openalex.org/I94234084"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Indian Institute of Technology-Kanpur, Kanpur, India","institution_ids":["https://openalex.org/I94234084"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108619641","display_name":"Amitabha Mukerjee","orcid":null},"institutions":[{"id":"https://openalex.org/I94234084","display_name":"Indian Institute of Technology Kanpur","ror":"https://ror.org/05pjsgx75","country_code":"IN","type":"education","lineage":["https://openalex.org/I94234084"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Amitabha Mukerjee","raw_affiliation_strings":["Department of Computer Science and Engineering, Indian Institute of Technology Kanpur, Kanpur, India","Department of Computer Science and Engineering, Indian Institute of Technology-Kanpur, Kanpur, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Indian Institute of Technology Kanpur, Kanpur, India","institution_ids":["https://openalex.org/I94234084"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Indian Institute of Technology-Kanpur, Kanpur, India","institution_ids":["https://openalex.org/I94234084"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.0327,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.80537544,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"25","issue":"1","first_page":"57","last_page":"75"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10672","display_name":"Design Education and Practice","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10672","display_name":"Design Education and Practice","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11729","display_name":"Product Development and Customization","score":0.9764999747276306,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11159","display_name":"Manufacturing Process and Optimization","score":0.9455000162124634,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7418683171272278},{"id":"https://openalex.org/keywords/chunking","display_name":"Chunking (psychology)","score":0.6377881169319153},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5497480034828186},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.5167331099510193},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.5034720301628113},{"id":"https://openalex.org/keywords/engineering-design-process","display_name":"Engineering design process","score":0.47719821333885193},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.47553300857543945},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4507170617580414},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43056538701057434},{"id":"https://openalex.org/keywords/design-process","display_name":"Design process","score":0.430025577545166},{"id":"https://openalex.org/keywords/encode","display_name":"ENCODE","score":0.41641002893447876},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.32752230763435364},{"id":"https://openalex.org/keywords/work-in-process","display_name":"Work in process","score":0.1080406904220581},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.08362120389938354}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7418683171272278},{"id":"https://openalex.org/C203357204","wikidata":"https://www.wikidata.org/wiki/Q1089605","display_name":"Chunking (psychology)","level":2,"score":0.6377881169319153},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5497480034828186},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.5167331099510193},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.5034720301628113},{"id":"https://openalex.org/C34972735","wikidata":"https://www.wikidata.org/wiki/Q2920267","display_name":"Engineering design process","level":2,"score":0.47719821333885193},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.47553300857543945},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4507170617580414},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43056538701057434},{"id":"https://openalex.org/C48262172","wikidata":"https://www.wikidata.org/wiki/Q16908765","display_name":"Design process","level":3,"score":0.430025577545166},{"id":"https://openalex.org/C66746571","wikidata":"https://www.wikidata.org/wiki/Q1134833","display_name":"ENCODE","level":3,"score":0.41641002893447876},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.32752230763435364},{"id":"https://openalex.org/C174998907","wikidata":"https://www.wikidata.org/wiki/Q357662","display_name":"Work in process","level":2,"score":0.1080406904220581},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.08362120389938354},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1017/s0890060410000478","is_oa":false,"landing_page_url":"https://doi.org/10.1017/s0890060410000478","pdf_url":null,"source":{"id":"https://openalex.org/S4210193102","display_name":"Artificial intelligence for engineering design analysis and manufacturing","issn_l":"0890-0604","issn":["0890-0604","1469-1760"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311721","host_organization_name":"Cambridge University Press","host_organization_lineage":["https://openalex.org/P4310311721","https://openalex.org/P4310311702"],"host_organization_lineage_names":["Cambridge University Press","University of Cambridge"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence for Engineering Design, Analysis and Manufacturing","raw_type":"journal-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.180.2018","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.180.2018","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.cse.iitk.ac.in/%7Eamit/pub/dabbeeru-mukerjee-dcc08_discovering-implicit-constraints-in-design.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":72,"referenced_works":["https://openalex.org/W13368151","https://openalex.org/W21641243","https://openalex.org/W31045409","https://openalex.org/W101508493","https://openalex.org/W108611040","https://openalex.org/W128349907","https://openalex.org/W181122763","https://openalex.org/W431391249","https://openalex.org/W614562418","https://openalex.org/W1492968835","https://openalex.org/W1506806321","https://openalex.org/W1528309558","https://openalex.org/W1528900327","https://openalex.org/W1573997612","https://openalex.org/W1589373625","https://openalex.org/W1663973292","https://openalex.org/W1813811056","https://openalex.org/W1874158100","https://openalex.org/W1963788781","https://openalex.org/W1965060776","https://openalex.org/W1966680991","https://openalex.org/W1979929970","https://openalex.org/W1986499245","https://openalex.org/W1998226193","https://openalex.org/W1998256641","https://openalex.org/W2014954476","https://openalex.org/W2023115061","https://openalex.org/W2025998811","https://openalex.org/W2029684236","https://openalex.org/W2036770010","https://openalex.org/W2044512733","https://openalex.org/W2046504293","https://openalex.org/W2046955126","https://openalex.org/W2049168819","https://openalex.org/W2057909950","https://openalex.org/W2076560035","https://openalex.org/W2079908929","https://openalex.org/W2082126510","https://openalex.org/W2104403300","https://openalex.org/W2105428750","https://openalex.org/W2110320103","https://openalex.org/W2114249383","https://openalex.org/W2118525872","https://openalex.org/W2118719062","https://openalex.org/W2121633746","https://openalex.org/W2124776405","https://openalex.org/W2127200996","https://openalex.org/W2129203575","https://openalex.org/W2132233302","https://openalex.org/W2135939548","https://openalex.org/W2137665890","https://openalex.org/W2140446315","https://openalex.org/W2151957161","https://openalex.org/W2155236943","https://openalex.org/W2155522125","https://openalex.org/W2162365756","https://openalex.org/W2164275282","https://openalex.org/W2171680637","https://openalex.org/W2173807117","https://openalex.org/W2176634257","https://openalex.org/W2315969544","https://openalex.org/W2488935154","https://openalex.org/W2537791335","https://openalex.org/W2911333914","https://openalex.org/W2915374867","https://openalex.org/W4212863985","https://openalex.org/W4246107424","https://openalex.org/W6604409055","https://openalex.org/W6649763435","https://openalex.org/W6669861246","https://openalex.org/W6679118199","https://openalex.org/W6680753811"],"related_works":["https://openalex.org/W2043288014","https://openalex.org/W2383740498","https://openalex.org/W3154275865","https://openalex.org/W359459404","https://openalex.org/W3206529776","https://openalex.org/W2144895336","https://openalex.org/W2414678111","https://openalex.org/W3156872268","https://openalex.org/W2100306269","https://openalex.org/W2080775597"],"abstract_inverted_index":{"Abstract":[0],"Designers":[1],"who":[2],"are":[3,10,43,117,207],"experts":[4],"in":[5,47,77,88,99,155,171,198],"a":[6,48,70,94,102,109],"given":[7,95,110],"design":[8,33,52,65,79,86,92,122,148,173],"domain":[9],"well":[11],"known":[12],"to":[13,16,233],"be":[14,56,132],"able":[15],"Immediately":[17],"focus":[18],"on":[19,36],"\u201cgood":[20],"designs,\u201d":[21],"suggesting":[22],"that":[23,107,124,160,183],"they":[24],"may":[25,55,186,223,231],"have":[26,187],"learned":[27,133,166],"additional":[28],"constraints":[29,76,165],"while":[30],"exploring":[31],"the":[32,51,64,91,121,147,161,164,172,179,196,204,211,216],"space":[34,123],"based":[35],"some":[37],"functional":[38],"aspects.":[39],"These":[40],"constraints,":[41],"which":[42,116],"often":[44],"implicit,":[45],"result":[46],"redefinition":[49],"of":[50,101,104,120,128,149,163],"space,":[53],"and":[54,153,181,200,228],"crucial":[57],"for":[58,73,84],"discovering":[59,74],"chunks":[60],"or":[61,97],"interrelations":[62],"among":[63],"variables.":[66],"Here":[67],"we":[68,158,176,193,213],"propose":[69],"machine-learning":[71],"approach":[72],"such":[75],"supervised":[78],"tasks.":[80],"We":[81,140],"develop":[82],"models":[83],"specifying":[85],"function":[87,138],"situations":[89],"where":[90,203,218],"has":[93],"structure":[96],"embodiment,":[98],"terms":[100],"set":[103],"performance":[105],"metrics":[106],"evaluate":[108],"design.":[111],"The":[112],"functionally":[113,220],"feasible":[114,221],"regions,":[115],"those":[118],"parts":[119],"demonstrate":[125,141],"high":[126],"levels":[127],"performance,":[129],"can":[130],"now":[131],"using":[134,144],"any":[135],"general":[136],"purpose":[137],"approximator.":[139],"this":[142,230],"process":[143],"examples":[145],"from":[146],"simple":[150],"locking":[151],"mechanisms,":[152],"as":[154],"human":[156],"experience,":[157],"show":[159],"quality":[162],"improves":[167],"with":[168],"greater":[169],"exposure":[170],"space.":[174],"Next,":[175],"consider":[177,215],"changing":[178],"embodiment":[180],"suggest":[182],"similar":[184,188],"embodiments":[185],"abstractions.":[189],"To":[190],"explore":[191],"convergence,":[192],"also":[194,214],"investigate":[195],"variability":[197],"time":[199],"error":[201],"rates":[202],"experiential":[205],"patterns":[206],"significantly":[208],"different.":[209],"In":[210],"process,":[212],"situation":[217],"certain":[219],"regions":[222],"encode":[224],"lower":[225],"dimensional":[226],"manifolds":[227],"how":[229],"relate":[232],"cognitive":[234],"chunking.":[235]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":3},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
