{"id":"https://openalex.org/W1994856687","doi":"https://doi.org/10.1017/s0890060400000731","title":"A neural network-based machine learning approach for supporting synthesis","display_name":"A neural network-based machine learning approach for supporting synthesis","publication_year":1994,"publication_date":"1994-01-01","ids":{"openalex":"https://openalex.org/W1994856687","doi":"https://doi.org/10.1017/s0890060400000731","mag":"1994856687"},"language":"en","primary_location":{"id":"doi:10.1017/s0890060400000731","is_oa":false,"landing_page_url":"https://doi.org/10.1017/s0890060400000731","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/A5002094620","display_name":"Nenad Ivezic","orcid":null},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Nenad Ivezic","raw_affiliation_strings":["Department of Civil Engineering, Carnegie Mellon University, Pittsburgh, PA 15213\u20133890","Carnegie Mellon University"],"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Carnegie Mellon University, Pittsburgh, PA 15213\u20133890","institution_ids":["https://openalex.org/I74973139"]},{"raw_affiliation_string":"Carnegie Mellon University","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010595292","display_name":"James H. Garrett","orcid":"https://orcid.org/0000-0002-8408-2407"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"James H. Garrett","raw_affiliation_strings":["Department of Civil Engineering, Carnegie Mellon University, Pittsburgh, PA 15213\u20133890","Carnegie Mellon University"],"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Carnegie Mellon University, Pittsburgh, PA 15213\u20133890","institution_ids":["https://openalex.org/I74973139"]},{"raw_affiliation_string":"Carnegie Mellon University","institution_ids":["https://openalex.org/I74973139"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5002094620"],"corresponding_institution_ids":["https://openalex.org/I74973139"],"apc_list":null,"apc_paid":null,"fwci":3.6233,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.91393426,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":null,"biblio":{"volume":"8","issue":"2","first_page":"143","last_page":"161"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10672","display_name":"Design Education and Practice","score":0.9983999729156494,"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":0.9983999729156494,"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":0.9976999759674072,"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":0.9948999881744385,"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":0.7583140134811401},{"id":"https://openalex.org/keywords/connectionism","display_name":"Connectionism","score":0.7472726106643677},{"id":"https://openalex.org/keywords/artifact","display_name":"Artifact (error)","score":0.6660266518592834},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6339800357818604},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6030210256576538},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5924388766288757},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.531692385673523},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5311433672904968},{"id":"https://openalex.org/keywords/property","display_name":"Property (philosophy)","score":0.4896605610847473},{"id":"https://openalex.org/keywords/knowledge-acquisition","display_name":"Knowledge acquisition","score":0.4369010031223297}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7583140134811401},{"id":"https://openalex.org/C8521452","wikidata":"https://www.wikidata.org/wiki/Q203790","display_name":"Connectionism","level":3,"score":0.7472726106643677},{"id":"https://openalex.org/C2779010991","wikidata":"https://www.wikidata.org/wiki/Q2720909","display_name":"Artifact (error)","level":2,"score":0.6660266518592834},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6339800357818604},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6030210256576538},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5924388766288757},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.531692385673523},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5311433672904968},{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.4896605610847473},{"id":"https://openalex.org/C2777220311","wikidata":"https://www.wikidata.org/wiki/Q6423340","display_name":"Knowledge acquisition","level":2,"score":0.4369010031223297},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1017/s0890060400000731","is_oa":false,"landing_page_url":"https://doi.org/10.1017/s0890060400000731","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"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W90130652","https://openalex.org/W90586745","https://openalex.org/W1524326598","https://openalex.org/W1543220323","https://openalex.org/W1545006538","https://openalex.org/W1580142630","https://openalex.org/W1980501707","https://openalex.org/W1995583909","https://openalex.org/W2099293367","https://openalex.org/W2111051539","https://openalex.org/W2119423166","https://openalex.org/W2133671888","https://openalex.org/W2137983211","https://openalex.org/W2146006151","https://openalex.org/W2147800946","https://openalex.org/W2157305236","https://openalex.org/W2167224731","https://openalex.org/W2727300753","https://openalex.org/W2911546748","https://openalex.org/W2985382943","https://openalex.org/W3146803896","https://openalex.org/W3189142755","https://openalex.org/W3207342693","https://openalex.org/W4300402905","https://openalex.org/W6635058605","https://openalex.org/W6740512805","https://openalex.org/W6844181015"],"related_works":["https://openalex.org/W4205841273","https://openalex.org/W4205525690","https://openalex.org/W1732468982","https://openalex.org/W1761388607","https://openalex.org/W1997922073","https://openalex.org/W350032239","https://openalex.org/W2604685715","https://openalex.org/W2412160900","https://openalex.org/W2136453575","https://openalex.org/W1596913645"],"abstract_inverted_index":{"Abstract":[0],"The":[1,35],"goal":[2],"of":[3,12,58,62,109,115],"machine":[4],"learning":[5,77],"for":[6,104],"artifact":[7],"synthesis":[8,39],"is":[9],"the":[10,13,56,101],"acquisition":[11,41],"relationships":[14],"among":[15],"form,":[16],"function,":[17],"and":[18,42,81,87,112],"behavior":[19],"properties":[20],"that":[21,31,117],"can":[22],"be":[23,120],"used":[24,67],"to":[25,38,54,79,119],"determine":[26],"more":[27],"directly":[28],"form":[29],"attributes":[30],"satisfy":[32],"design":[33,64,71,96],"requirements.":[34],"proposed":[36],"approach":[37,78,103],"knowledge":[40],"use":[43],"(SKAU)":[44],"described":[45],"in":[46,68,122],"this":[47,83],"paper,":[48],"called":[49],"NETSYN,":[50],"creates":[51],"a":[52,69,75,106,113],"function":[53,86],"estimate":[55],"probability":[57,84],"each":[59,63],"possible":[60],"value":[61],"property":[65],"being":[66],"given":[70],"context.":[72],"NETSYN":[73,102],"uses":[74],"connectionist":[76],"acquire":[80],"represent":[82],"estimation":[85],"exhibits":[88],"good":[89],"performance":[90],"when":[91],"tested":[92],"on":[93],"an":[94],"artificial":[95],"problem.":[97],"This":[98],"paper":[99],"presents":[100],"SKAU,":[105],"preliminary":[107],"test":[108],"its":[110],"capability,":[111],"discussion":[114],"issues":[116],"need":[118],"addressed":[121],"future":[123],"work.":[124]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}