{"id":"https://openalex.org/W4405072007","doi":"https://doi.org/10.3390/make6040134","title":"Digital Assistance Systems to Implement Machine Learning in Manufacturing: A Systematic Review","display_name":"Digital Assistance Systems to Implement Machine Learning in Manufacturing: A Systematic Review","publication_year":2024,"publication_date":"2024-12-04","ids":{"openalex":"https://openalex.org/W4405072007","doi":"https://doi.org/10.3390/make6040134"},"language":"en","primary_location":{"id":"doi:10.3390/make6040134","is_oa":true,"landing_page_url":"https://doi.org/10.3390/make6040134","pdf_url":"https://www.mdpi.com/2504-4990/6/4/134/pdf?version=1733290054","source":{"id":"https://openalex.org/S4210213891","display_name":"Machine Learning and Knowledge Extraction","issn_l":"2504-4990","issn":["2504-4990"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning and Knowledge Extraction","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2504-4990/6/4/134/pdf?version=1733290054","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5051159135","display_name":"Jannik Rosemeyer","orcid":"https://orcid.org/0000-0003-0291-2671"},"institutions":[{"id":"https://openalex.org/I31512782","display_name":"Technical University of Darmstadt","ror":"https://ror.org/05n911h24","country_code":"DE","type":"education","lineage":["https://openalex.org/I31512782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jannik Rosemeyer","raw_affiliation_strings":["Institut for Production Management, Technology and Machine Tools, TU Darmstadt, Otto-Berndt-Stra\u00dfe 2, 64287 Darmstadt, Germany"],"affiliations":[{"raw_affiliation_string":"Institut for Production Management, Technology and Machine Tools, TU Darmstadt, Otto-Berndt-Stra\u00dfe 2, 64287 Darmstadt, Germany","institution_ids":["https://openalex.org/I31512782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025027645","display_name":"Marta Pinzone","orcid":"https://orcid.org/0000-0001-5629-6718"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marta Pinzone","raw_affiliation_strings":["Department of Management Engineering, Politecnico di Milano, Via Lambruschini 4b, 20156 Milan, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Management Engineering, Politecnico di Milano, Via Lambruschini 4b, 20156 Milan, Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080587280","display_name":"Joachim Metternich","orcid":"https://orcid.org/0000-0003-0611-8723"},"institutions":[{"id":"https://openalex.org/I31512782","display_name":"Technical University of Darmstadt","ror":"https://ror.org/05n911h24","country_code":"DE","type":"education","lineage":["https://openalex.org/I31512782"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Joachim Metternich","raw_affiliation_strings":["Institut for Production Management, Technology and Machine Tools, TU Darmstadt, Otto-Berndt-Stra\u00dfe 2, 64287 Darmstadt, Germany"],"affiliations":[{"raw_affiliation_string":"Institut for Production Management, Technology and Machine Tools, TU Darmstadt, Otto-Berndt-Stra\u00dfe 2, 64287 Darmstadt, Germany","institution_ids":["https://openalex.org/I31512782"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5080587280"],"corresponding_institution_ids":["https://openalex.org/I31512782"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":1.4262,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.8453698,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"6","issue":"4","first_page":"2808","last_page":"2828"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.9909999966621399,"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/T10763","display_name":"Digital Transformation in Industry","score":0.9909999966621399,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9384999871253967,"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/T11891","display_name":"Big Data and Business Intelligence","score":0.9380000233650208,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5362733006477356},{"id":"https://openalex.org/keywords/manufacturing-engineering","display_name":"Manufacturing engineering","score":0.5174010992050171},{"id":"https://openalex.org/keywords/machine-tool","display_name":"Machine tool","score":0.4824955463409424},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4195917546749115},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35710740089416504},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3131733536720276},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.1707650125026703}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5362733006477356},{"id":"https://openalex.org/C117671659","wikidata":"https://www.wikidata.org/wiki/Q11049265","display_name":"Manufacturing engineering","level":1,"score":0.5174010992050171},{"id":"https://openalex.org/C5941749","wikidata":"https://www.wikidata.org/wiki/Q19768","display_name":"Machine tool","level":2,"score":0.4824955463409424},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4195917546749115},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35710740089416504},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3131733536720276},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.1707650125026703}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/make6040134","is_oa":true,"landing_page_url":"https://doi.org/10.3390/make6040134","pdf_url":"https://www.mdpi.com/2504-4990/6/4/134/pdf?version=1733290054","source":{"id":"https://openalex.org/S4210213891","display_name":"Machine Learning and Knowledge Extraction","issn_l":"2504-4990","issn":["2504-4990"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning and Knowledge Extraction","raw_type":"journal-article"},{"id":"pmh:oai:tubiblio.ulb.tu-darmstadt.de:151917","is_oa":false,"landing_page_url":"http://tubiblio.ulb.tu-darmstadt.de/view/person/Rosemeyer=3AJannik=3A=3A.html>","pdf_url":null,"source":{"id":"https://openalex.org/S4377196390","display_name":"TUbilio (Technical University of Darmstadt)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I31512782","host_organization_name":"Technische Universit\u00e4t Darmstadt","host_organization_lineage":["https://openalex.org/I31512782"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"NonPeerReviewed"},{"id":"pmh:oai:doaj.org/article:2de5b88f057b43858c49bbf0f0d7135c","is_oa":true,"landing_page_url":"https://doaj.org/article/2de5b88f057b43858c49bbf0f0d7135c","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Machine Learning and Knowledge Extraction, Vol 6, Iss 4, Pp 2808-2828 (2024)","raw_type":"article"},{"id":"pmh:oai:re.public.polimi.it:11311/1278574","is_oa":true,"landing_page_url":"https://hdl.handle.net/11311/1278574","pdf_url":null,"source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.3390/make6040134","is_oa":true,"landing_page_url":"https://doi.org/10.3390/make6040134","pdf_url":"https://www.mdpi.com/2504-4990/6/4/134/pdf?version=1733290054","source":{"id":"https://openalex.org/S4210213891","display_name":"Machine Learning and Knowledge Extraction","issn_l":"2504-4990","issn":["2504-4990"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning and Knowledge Extraction","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.41999998688697815,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4405072007.pdf"},"referenced_works_count":82,"referenced_works":["https://openalex.org/W254323991","https://openalex.org/W1835740130","https://openalex.org/W2039354463","https://openalex.org/W2131850886","https://openalex.org/W2494479980","https://openalex.org/W2593657034","https://openalex.org/W2613083675","https://openalex.org/W2625665266","https://openalex.org/W2736549917","https://openalex.org/W2775105020","https://openalex.org/W2791998773","https://openalex.org/W2796632413","https://openalex.org/W2800764481","https://openalex.org/W2802938410","https://openalex.org/W2810477621","https://openalex.org/W2810772437","https://openalex.org/W2862991050","https://openalex.org/W2884882006","https://openalex.org/W2888741968","https://openalex.org/W2896336646","https://openalex.org/W2914020537","https://openalex.org/W2921555380","https://openalex.org/W2942894343","https://openalex.org/W2945504117","https://openalex.org/W2950694741","https://openalex.org/W2989173527","https://openalex.org/W3007792439","https://openalex.org/W3008349902","https://openalex.org/W3009135156","https://openalex.org/W3025185051","https://openalex.org/W3088561064","https://openalex.org/W3100511078","https://openalex.org/W3101948310","https://openalex.org/W3103814778","https://openalex.org/W3107937461","https://openalex.org/W3117442988","https://openalex.org/W3127835438","https://openalex.org/W3128538878","https://openalex.org/W3131868768","https://openalex.org/W3137786642","https://openalex.org/W3141256924","https://openalex.org/W3143359612","https://openalex.org/W3150715620","https://openalex.org/W3156335941","https://openalex.org/W3158459113","https://openalex.org/W3170325726","https://openalex.org/W3191253450","https://openalex.org/W3194250276","https://openalex.org/W3196038017","https://openalex.org/W3204791550","https://openalex.org/W3211726748","https://openalex.org/W3212611404","https://openalex.org/W3213084200","https://openalex.org/W3214567116","https://openalex.org/W4221151025","https://openalex.org/W4225966510","https://openalex.org/W4245083239","https://openalex.org/W4281257626","https://openalex.org/W4289530938","https://openalex.org/W4293145731","https://openalex.org/W4296064756","https://openalex.org/W4308120839","https://openalex.org/W4308467154","https://openalex.org/W4308712053","https://openalex.org/W4311762957","https://openalex.org/W4313215457","https://openalex.org/W4313894361","https://openalex.org/W4315701371","https://openalex.org/W4378651796","https://openalex.org/W4382811166","https://openalex.org/W4387343958","https://openalex.org/W4388661779","https://openalex.org/W4391431104","https://openalex.org/W4392662701","https://openalex.org/W4396576471","https://openalex.org/W6601651205","https://openalex.org/W6634531628","https://openalex.org/W6684456340","https://openalex.org/W6787815814","https://openalex.org/W6804264591","https://openalex.org/W6804402074","https://openalex.org/W6853305402"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":{"Implementing":[0],"machine":[1,17,23,47,98],"learning":[2,18,24,48,99],"technologies":[3],"in":[4,12,30,95,143,162],"manufacturing":[5,31],"environment":[6],"relies":[7],"heavily":[8],"on":[9,83,130,155],"human":[10],"expertise":[11],"terms":[13],"of":[14,136],"domain":[15,43],"and":[16,41,93,104,158,164],"knowledge.":[19],"Yet,":[20],"the":[21,60,63,84,120,124,134,137,156],"required":[22,102],"knowledge":[25],"is":[26,66],"often":[27],"not":[28],"available":[29],"companies.":[32],"A":[33],"possible":[34],"solution":[35],"to":[36],"overcome":[37],"this":[38,76],"competence":[39],"gap":[40],"let":[42],"experts":[44],"with":[45],"limited":[46],"programming":[49],"skills":[50],"build":[51],"viable":[52],"applications":[53],"are":[54,117],"digital":[55],"assistance":[56,72,126,149],"systems":[57,127,150],"that":[58],"support":[59],"implementation.":[61],"At":[62],"present,":[64],"there":[65],"no":[67],"comprehensive":[68],"overview":[69],"over":[70],"corresponding":[71],"systems.":[73],"Thus,":[74],"within":[75],"study":[77],"a":[78],"systematic":[79],"literature":[80],"review":[81],"based":[82],"PRISMA-P":[85],"process":[86],"was":[87],"conducted.":[88],"Twenty-nine":[89],"papers":[90],"were":[91],"identified":[92],"analyzed":[94],"depth":[96],"regarding":[97],"use":[100],"case,":[101],"resources":[103],"research":[105],"outlook.":[106],"Six":[107],"key":[108],"findings":[109],"as":[110,112,139,141],"well":[111,140],"requirements":[113],"for":[114],"future":[115],"developments":[116],"derived":[118],"from":[119],"investigation.":[121],"As":[122],"such,":[123],"existing":[125],"basically":[128],"focus":[129],"technical":[131],"aspects":[132],"whereas":[133],"integration":[135],"users":[138,157],"validation":[142],"industrial":[144],"environments":[145],"lack":[146],"behind.":[147],"Future":[148],"should":[151],"put":[152],"more":[153],"emphasis":[154],"integrate":[159],"them":[160],"both":[161],"development":[163],"validation.":[165]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
