{"id":"https://openalex.org/W4394834280","doi":"https://doi.org/10.1007/978-3-658-43705-3_11","title":"Identification of Machine Learning Algorithms to Share Tacit Experimental Knowledge in Manual Production","display_name":"Identification of Machine Learning Algorithms to Share Tacit Experimental Knowledge in Manual Production","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4394834280","doi":"https://doi.org/10.1007/978-3-658-43705-3_11"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-658-43705-3_11","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-658-43705-3_11","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-658-43705-3_11.pdf","source":{"id":"https://openalex.org/S4210235615","display_name":"Informatik aktuell","issn_l":"1431-472X","issn":["1431-472X","2628-8958"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatik aktuell","raw_type":"book-chapter"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/978-3-658-43705-3_11.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5051361322","display_name":"Christian Prange","orcid":"https://orcid.org/0000-0002-1196-4361"},"institutions":[{"id":"https://openalex.org/I62318514","display_name":"University of Duisburg-Essen","ror":"https://ror.org/04mz5ra38","country_code":"DE","type":"education","lineage":["https://openalex.org/I62318514"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Christian Prange","raw_affiliation_strings":["Lehrstuhl Fertigungstechnik, Universit\u00e4t Duisburg-Essen, Lotharstra\u00dfe 1, 47057, Duisburg, Germany"],"raw_orcid":"https://orcid.org/0000-0002-1196-4361","affiliations":[{"raw_affiliation_string":"Lehrstuhl Fertigungstechnik, Universit\u00e4t Duisburg-Essen, Lotharstra\u00dfe 1, 47057, Duisburg, Germany","institution_ids":["https://openalex.org/I62318514"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5095698232","display_name":"Amin Beikzadeh","orcid":null},"institutions":[{"id":"https://openalex.org/I62318514","display_name":"University of Duisburg-Essen","ror":"https://ror.org/04mz5ra38","country_code":"DE","type":"education","lineage":["https://openalex.org/I62318514"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Amin Beikzadeh","raw_affiliation_strings":["Lehrstuhl Fertigungstechnik, Universit\u00e4t Duisburg-Essen, Lotharstra\u00dfe 1, 47057, Duisburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lehrstuhl Fertigungstechnik, Universit\u00e4t Duisburg-Essen, Lotharstra\u00dfe 1, 47057, Duisburg, Germany","institution_ids":["https://openalex.org/I62318514"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057870323","display_name":"Holger Dander","orcid":"https://orcid.org/0000-0002-9592-872X"},"institutions":[{"id":"https://openalex.org/I62318514","display_name":"University of Duisburg-Essen","ror":"https://ror.org/04mz5ra38","country_code":"DE","type":"education","lineage":["https://openalex.org/I62318514"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Holger Dander","raw_affiliation_strings":["Lehrstuhl Fertigungstechnik, Universit\u00e4t Duisburg-Essen, Lotharstra\u00dfe 1, 47057, Duisburg, Germany"],"raw_orcid":"https://orcid.org/0000-0002-9592-872X","affiliations":[{"raw_affiliation_string":"Lehrstuhl Fertigungstechnik, Universit\u00e4t Duisburg-Essen, Lotharstra\u00dfe 1, 47057, Duisburg, Germany","institution_ids":["https://openalex.org/I62318514"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040353420","display_name":"Nicole Ottersb\u00f6ck","orcid":null},"institutions":[{"id":"https://openalex.org/I4210106188","display_name":"Institut f\u00fcr angewandte Arbeitswissenschaft","ror":"https://ror.org/02bgfav21","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210106188"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Nicole Ottersb\u00f6ck","raw_affiliation_strings":["ifaa \u2013 Institut f\u00fcr angewandte Arbeitswissenschaft e. V., Uerdinger Str. 56, 40474, D\u00fcsseldorf, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ifaa \u2013 Institut f\u00fcr angewandte Arbeitswissenschaft e. V., Uerdinger Str. 56, 40474, D\u00fcsseldorf, Germany","institution_ids":["https://openalex.org/I4210106188"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5051361322"],"corresponding_institution_ids":["https://openalex.org/I62318514"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.06381318,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"143","last_page":"151"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11741","display_name":"Flexible and Reconfigurable Manufacturing Systems","score":0.9847999811172485,"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/T11741","display_name":"Flexible and Reconfigurable Manufacturing Systems","score":0.9847999811172485,"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/T13359","display_name":"Sports Science and Education","score":0.9280999898910522,"subfield":{"id":"https://openalex.org/subfields/1207","display_name":"History and Philosophy of Science"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.9086999893188477,"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/tacit-knowledge","display_name":"Tacit knowledge","score":0.8821250796318054},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.6635392904281616},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.604948103427887},{"id":"https://openalex.org/keywords/experiential-learning","display_name":"Experiential learning","score":0.5504128932952881},{"id":"https://openalex.org/keywords/experiential-knowledge","display_name":"Experiential knowledge","score":0.5397487878799438},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5267851948738098},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.4807845950126648},{"id":"https://openalex.org/keywords/production","display_name":"Production (economics)","score":0.4773159921169281},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.46088528633117676},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12041831016540527},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.09236085414886475}],"concepts":[{"id":"https://openalex.org/C2779561248","wikidata":"https://www.wikidata.org/wiki/Q743861","display_name":"Tacit knowledge","level":2,"score":0.8821250796318054},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.6635392904281616},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.604948103427887},{"id":"https://openalex.org/C37228920","wikidata":"https://www.wikidata.org/wiki/Q1307600","display_name":"Experiential learning","level":2,"score":0.5504128932952881},{"id":"https://openalex.org/C123353603","wikidata":"https://www.wikidata.org/wiki/Q5421070","display_name":"Experiential knowledge","level":2,"score":0.5397487878799438},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5267851948738098},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.4807845950126648},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.4773159921169281},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.46088528633117676},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12041831016540527},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.09236085414886475},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","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},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-658-43705-3_11","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-658-43705-3_11","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-658-43705-3_11.pdf","source":{"id":"https://openalex.org/S4210235615","display_name":"Informatik aktuell","issn_l":"1431-472X","issn":["1431-472X","2628-8958"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatik aktuell","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.1007/978-3-658-43705-3_11","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-658-43705-3_11","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-658-43705-3_11.pdf","source":{"id":"https://openalex.org/S4210235615","display_name":"Informatik aktuell","issn_l":"1431-472X","issn":["1431-472X","2628-8958"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatik aktuell","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4394834280.pdf"},"referenced_works_count":6,"referenced_works":["https://openalex.org/W2186263394","https://openalex.org/W2765813195","https://openalex.org/W3124792046","https://openalex.org/W3186769346","https://openalex.org/W4247110267","https://openalex.org/W4388147587"],"related_works":["https://openalex.org/W2693365417","https://openalex.org/W1966385878","https://openalex.org/W2966019666","https://openalex.org/W2374229278","https://openalex.org/W2361686311","https://openalex.org/W2945465523","https://openalex.org/W1968863977","https://openalex.org/W2091171686","https://openalex.org/W2084593794","https://openalex.org/W2137313573"],"abstract_inverted_index":{"Abstract":[0],"This":[1],"paper":[2],"presents":[3],"the":[4,49],"research":[5,91],"project":[6],"\u201cKI_eeper":[7],"\u2013":[8],"Know-how":[9],"to":[10,26,35,39,43,84],"keep\u201d":[11],"and":[12,29,53,70,86,98],"a":[13,44,81,108],"first":[14],"technical":[15,110],"research.":[16],"In":[17],"this":[18,90],"project,":[19],"tacit":[20,52],"experiential":[21],"knowledge":[22,55,88],"of":[23],"employees":[24],"is":[25,56,78],"be":[27,65,73,101,105],"recorded":[28],"processed":[30],"by":[31],"using":[32],"artificial":[33,76],"intelligence":[34,77],"make":[36],"it":[37,71],"available":[38],"inexperienced":[40],"workers":[41],"due":[42],"digital":[45],"assistance":[46],"system.":[47],"First,":[48],"difference":[50],"between":[51],"explicit":[54],"briefly":[57],"explained.":[58],"The":[59],"existing":[60],"case":[61],"studies":[62],"will":[63,72,100],"then":[64],"examined":[66],"in":[67,89],"more":[68],"detail":[69],"explained":[74],"why":[75],"necessary":[79],"for":[80,107],"general":[82],"solution":[83],"identify":[85],"storage":[87],"project.":[92],"Subsequently,":[93],"various":[94],"machine":[95],"learning":[96],"models":[97],"algorithms":[99],"considered,":[102],"which":[103],"could":[104],"used":[106],"potential":[109],"solution.":[111]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}