{"id":"https://openalex.org/W2144346723","doi":"https://doi.org/10.1017/s0890060400001414","title":"Improving design problem formulations using machine learning","display_name":"Improving design problem formulations using machine learning","publication_year":1996,"publication_date":"1996-04-01","ids":{"openalex":"https://openalex.org/W2144346723","doi":"https://doi.org/10.1017/s0890060400001414","mag":"2144346723"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1017/s0890060400001414","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":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"journal-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/A5074765188","display_name":"John S. Gero","orcid":"https://orcid.org/0000-0001-9026-535X"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"John S. Gero","raw_affiliation_strings":["Key Centre of Design Computing, University of Sydney, Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"Key Centre of Design Computing, University of Sydney, Sydney, Australia","institution_ids":["https://openalex.org/I129604602"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5074765188"],"corresponding_institution_ids":["https://openalex.org/I129604602"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"fulltext_origin":"ngrams","cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":0,"max":54},"biblio":{"volume":"10","issue":"2","first_page":"147","last_page":"148"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10906","display_name":"Artificial Intelligence Planning and Reasoning","score":0.9983,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10906","display_name":"Artificial Intelligence Planning and Reasoning","score":0.9983,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11596","display_name":"Distributed Constraint Optimization Problems and Algorithms","score":0.981,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10260","display_name":"Empirical Studies in Software Engineering","score":0.9797,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/constraint-optimization","display_name":"Constraint Optimization","score":0.496403}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.67979306},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.57472837},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5560533},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.37671763},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.20455533}],"mesh":[],"locations_count":1,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1017/s0890060400001414","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":null,"is_accepted":false,"is_published":false}],"best_oa_location":null,"sustainable_development_goals":[],"grants":[],"datasets":[],"versions":[],"referenced_works_count":9,"referenced_works":["https://openalex.org/W1433892421","https://openalex.org/W1493853302","https://openalex.org/W1577300052","https://openalex.org/W1979610885","https://openalex.org/W2013271430","https://openalex.org/W2089988127","https://openalex.org/W2112255043","https://openalex.org/W3023540311","https://openalex.org/W4234400701"],"related_works":["https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4306674287","https://openalex.org/W4283697347","https://openalex.org/W4210805261","https://openalex.org/W3170094116","https://openalex.org/W3107602296","https://openalex.org/W3046775127","https://openalex.org/W2961085424"],"abstract_inverted_index":{"Most":[0],"of":[1,16,33,57,61],"machine":[2,51],"learning":[3,9,52],"in":[4,80,90],"design":[5,63],"has":[6,36],"focussed":[7],"on":[8],"generalizations":[10],"to":[11,27,42,54,70,74],"predict":[12],"some":[13],"future":[14],"behavior":[15],"the":[17,28,43,55,58,62,71,76,91],"system":[18],"under":[19],"consideration.":[20],"Such":[21],"approaches":[22],"have":[23],"been":[24,37],"applied":[25],"primarily":[26],"analysis":[29],"and":[30,87],"synthesis":[31],"stages":[32],"designing.":[34],"There":[35],"little":[38],"work":[39],"done":[40],"relating":[41],"formulation":[44,86],"stage.":[45],"This":[46,78],"paper":[47],"applies":[48,66],"a":[49,82],"particular":[50],"approach":[53],"improvement":[56,89],"formal":[59],"description":[60],"formulation.":[64,77,96],"It":[65],"an":[67,88],"evolutionary":[68],"technique":[69],"problem":[72,85],"reformulation":[73],"improve":[75],"results":[79],"both":[81],"near":[83],"optimal":[84],"solution":[92],"synthesized":[93],"from":[94],"that":[95]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W2144346723","counts_by_year":[],"updated_date":"2024-09-16T05:12:12.320769","created_date":"2016-06-24"}
