{"id":"https://openalex.org/W4319221663","doi":"https://doi.org/10.54941/ahfe1002915","title":"Towards Knowledge-based Generation of Synthetic Data by Taxonomizing Expert Knowledge in Production","display_name":"Towards Knowledge-based Generation of Synthetic Data by Taxonomizing Expert Knowledge in Production","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4319221663","doi":"https://doi.org/10.54941/ahfe1002915"},"language":"en","primary_location":{"id":"doi:10.54941/ahfe1002915","doi":"https://doi.org/10.54941/ahfe1002915","is_oa":false,"landing_page_url":"http://dx.doi.org/10.54941/ahfe1002915","pdf_url":null,"source":{"id":"https://openalex.org/S4220651959","display_name":"AHFE international","issn_l":"2771-0718","issn":["2771-0718"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AHFE International","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","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/A5018580542","display_name":"Oliver Petrovi\u0107","orcid":"https://orcid.org/0000-0002-4861-1332","observed_orcids":["https://orcid.org/0000-0002-4861-1332"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Oliver Petrovic","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011923483","display_name":"David Leander Dias Duarte","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"David Leander Dias Duarte","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108724527","display_name":"Simon Storms","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Simon Storms","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5025682940","display_name":"Werner Herfs","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Werner Herfs","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.7483,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.83731526,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"69","issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.43070000410079956,"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"}},"topics":[{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.43070000410079956,"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"}},{"id":"https://openalex.org/T10672","display_name":"Design Education and Practice","score":0.044599998742341995,"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/T10763","display_name":"Digital Transformation in Industry","score":0.03350000083446503,"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/synthetic-data-generation","display_name":"synthetic data generation","score":0.996999979019165},{"id":"https://openalex.org/keywords/expert-knowledge","display_name":"expert knowledge","score":0.5770000219345093},{"id":"https://openalex.org/keywords/knowledge-taxonomy","display_name":"knowledge taxonomy","score":0.8799999952316284},{"id":"https://openalex.org/keywords/industrial-computer-vision","display_name":"industrial computer vision","score":0.9559999704360962},{"id":"https://openalex.org/keywords/autonomous-production","display_name":"autonomous production","score":0.7319999933242798},{"id":"https://openalex.org/keywords/user-roles","display_name":"user roles","score":0.6660000085830688},{"id":"https://openalex.org/keywords/user-interface","display_name":"user interface","score":0.656000018119812},{"id":"https://openalex.org/keywords/knowledge-transfer","display_name":"knowledge transfer","score":0.6050000190734863},{"id":"https://openalex.org/keywords/production-data","display_name":"production data","score":0.32199999690055847}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8094029426574707},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.576634407043457},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5662049651145935},{"id":"https://openalex.org/C2778514511","wikidata":"https://www.wikidata.org/wiki/Q1374194","display_name":"Programmer","level":2,"score":0.49518266320228577},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.46063053607940674},{"id":"https://openalex.org/C160920958","wikidata":"https://www.wikidata.org/wiki/Q7662746","display_name":"Synthetic data","level":2,"score":0.4521298110485077},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.4450902044773102},{"id":"https://openalex.org/C120567893","wikidata":"https://www.wikidata.org/wiki/Q1582085","display_name":"Knowledge extraction","level":2,"score":0.43849778175354004},{"id":"https://openalex.org/C58642233","wikidata":"https://www.wikidata.org/wiki/Q8269924","display_name":"Taxonomy (biology)","level":2,"score":0.4194521903991699},{"id":"https://openalex.org/C2776505523","wikidata":"https://www.wikidata.org/wiki/Q4785468","display_name":"Plan (archaeology)","level":2,"score":0.4190249443054199},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3964056074619293},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3104536235332489},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.10191148519515991},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.54941/ahfe1002915","doi":"https://doi.org/10.54941/ahfe1002915","is_oa":false,"landing_page_url":"http://dx.doi.org/10.54941/ahfe1002915","pdf_url":null,"source":{"id":"https://openalex.org/S4220651959","display_name":"AHFE international","issn_l":"2771-0718","issn":["2771-0718"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AHFE International","raw_type":"proceedings-article"},{"id":"pmh:oai:publications.rwth-aachen.de:964298","doi":null,"is_oa":false,"landing_page_url":"https://publications.rwth-aachen.de/record/964298","pdf_url":null,"source":{"id":"https://openalex.org/S4306401362","display_name":"RWTH Publications (RWTH Aachen)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I887968799","host_organization_name":"RWTH Aachen University","host_organization_lineage":["https://openalex.org/I887968799"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[],"sustainable_development_goals_aurora":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.5799999833106995}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2357854711","https://openalex.org/W2054759342","https://openalex.org/W2051700896","https://openalex.org/W1552255772","https://openalex.org/W2111524952","https://openalex.org/W4239551281","https://openalex.org/W4234690372","https://openalex.org/W2103484298","https://openalex.org/W2143521128","https://openalex.org/W2374401898"],"abstract_inverted_index":{"Synthetic":[0],"data":[1,29,52,78,106],"is":[2,21,67],"a":[3,34,46,87,114],"promising":[4],"approach":[5],"for":[6,27,48,104,126,132],"industrial":[7],"computer":[8],"vision":[9],"because":[10],"it":[11],"can":[12,71],"enable":[13],"highly":[14],"autonomous":[15,50],"production":[16,109],"processes.":[17],"However,":[18],"this":[19,121],"potential":[20],"not":[22,139],"fulfilled":[23],"by":[24,79,143,148],"current":[25],"software":[26],"synthetic":[28,51,77,105],"generation,":[30,53],"which":[31],"usually":[32],"requires":[33],"programmer":[35],"to":[36,58,160,164],"create":[37],"new":[38],"datasets.":[39],"To":[40,85],"overcome":[41],"this,":[42],"we":[43,96,128],"are":[44],"proposing":[45],"framework":[47,66,170],"more":[49],"formalizing":[54],"user":[55,83,153],"roles":[56],"relevant":[57],"such":[59,92,135],"systems.":[60],"A":[61],"central":[62],"aspect":[63],"of":[64,76,90,101,151],"our":[65,133,169],"that":[68],"domain":[69,144],"experts":[70,145],"easily":[72],"influence":[73],"the":[74,124,149,152],"generation":[75,107,156],"entering":[80],"knowledge":[81,93,102,137],"via":[82],"interfaces.":[84],"get":[86],"better":[88],"idea":[89],"what":[91],"could":[94],"be,":[95],"have":[97],"systematically":[98],"collected":[99],"examples":[100],"types":[103],"in":[108,171],"and":[110,155,167],"combined":[111],"them":[112],"into":[113],"taxonomy":[115,122],"with":[116],"almost":[117],"300":[118],"nodes.":[119],"Using":[120],"as":[123,136],"basis":[125],"analyses,":[127],"derive":[129],"six":[130],"implications":[131],"framework,":[134],"being":[138],"only":[140],"passed":[141],"on":[142],"but":[146],"also":[147],"designer":[150],"interfaces":[154],"algorithms.":[157],"We":[158],"plan":[159],"incorporate":[161],"these":[162],"findings":[163],"further":[165],"refine":[166],"implement":[168],"future":[172],"research.":[173]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2025-10-10T00:00:00"}
