{"id":"https://openalex.org/W4409581514","doi":"https://doi.org/10.1109/tcyb.2025.3558515","title":"Quality Control in Extrusion-Based Additive Manufacturing: A Review of Machine Learning Approaches","display_name":"Quality Control in Extrusion-Based Additive Manufacturing: A Review of Machine Learning Approaches","publication_year":2025,"publication_date":"2025-04-18","ids":{"openalex":"https://openalex.org/W4409581514","doi":"https://doi.org/10.1109/tcyb.2025.3558515","pmid":"https://pubmed.ncbi.nlm.nih.gov/40249689"},"language":"en","primary_location":{"id":"doi:10.1109/tcyb.2025.3558515","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2025.3558515","pdf_url":null,"source":{"id":"https://openalex.org/S4210191041","display_name":"IEEE Transactions on Cybernetics","issn_l":"2168-2267","issn":["2168-2267","2168-2275"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Cybernetics","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","pubmed"],"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/A5089837782","display_name":"Adailton Gomes Pereira","orcid":"https://orcid.org/0000-0002-1634-1657"},"institutions":[{"id":"https://openalex.org/I177909021","display_name":"Universidade Federal de S\u00e3o Carlos","ror":"https://ror.org/00qdc6m37","country_code":"BR","type":"education","lineage":["https://openalex.org/I177909021"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Adailton Gomes Pereira","raw_affiliation_strings":["Department of Production Engineering, Universidade Federal de S&#x00E3;o Carlos, S&#x00E3;o Carlos, Brazil"],"raw_orcid":"https://orcid.org/0000-0002-1634-1657","affiliations":[{"raw_affiliation_string":"Department of Production Engineering, Universidade Federal de S&#x00E3;o Carlos, S&#x00E3;o Carlos, Brazil","institution_ids":["https://openalex.org/I177909021"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090704998","display_name":"Gustavo Franco Barbosa","orcid":"https://orcid.org/0000-0002-2961-5178"},"institutions":[{"id":"https://openalex.org/I177909021","display_name":"Universidade Federal de S\u00e3o Carlos","ror":"https://ror.org/00qdc6m37","country_code":"BR","type":"education","lineage":["https://openalex.org/I177909021"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Gustavo Franco Barbosa","raw_affiliation_strings":["Department of Mechanical Engineering, Universidade Federal de S&#x00E3;o Carlos, S&#x00E3;o Carlos, Brazil"],"raw_orcid":"https://orcid.org/0000-0002-2961-5178","affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Universidade Federal de S&#x00E3;o Carlos, S&#x00E3;o Carlos, Brazil","institution_ids":["https://openalex.org/I177909021"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071824951","display_name":"Moacir Godinho Filho","orcid":"https://orcid.org/0000-0001-6150-1333"},"institutions":[{"id":"https://openalex.org/I141576021","display_name":"Universit\u00e9 Le Havre Normandie","ror":"https://ror.org/05v509s40","country_code":"FR","type":"education","lineage":["https://openalex.org/I141576021","https://openalex.org/I4210105918"]},{"id":"https://openalex.org/I4387153298","display_name":"EM Normandie Business School","ror":"https://ror.org/052xwpe12","country_code":"FR","type":"education","lineage":["https://openalex.org/I4387153298"]},{"id":"https://openalex.org/I4405260441","display_name":"M\u00e9tis-Lab","ror":"https://ror.org/03rs37749","country_code":"FR","type":"education","lineage":["https://openalex.org/I4405260441"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Moacir Godinho Filho","raw_affiliation_strings":["EM Normandie Business School, Metis Lab, Le Havre, France"],"raw_orcid":"https://orcid.org/0000-0001-6150-1333","affiliations":[{"raw_affiliation_string":"EM Normandie Business School, Metis Lab, Le Havre, France","institution_ids":["https://openalex.org/I4405260441","https://openalex.org/I4387153298","https://openalex.org/I141576021"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103097843","display_name":"Sidney Bruce Shiki","orcid":"https://orcid.org/0000-0001-9373-3630"},"institutions":[{"id":"https://openalex.org/I177909021","display_name":"Universidade Federal de S\u00e3o Carlos","ror":"https://ror.org/00qdc6m37","country_code":"BR","type":"education","lineage":["https://openalex.org/I177909021"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Sidney Bruce Shiki","raw_affiliation_strings":["Department of Mechanical Engineering, Universidade Federal de S&#x00E3;o Carlos, S&#x00E3;o Carlos, Brazil"],"raw_orcid":"https://orcid.org/0000-0001-9373-3630","affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Universidade Federal de S&#x00E3;o Carlos, S&#x00E3;o Carlos, Brazil","institution_ids":["https://openalex.org/I177909021"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020540516","display_name":"Andr\u00e9a Lago da Silva","orcid":"https://orcid.org/0000-0003-3849-9698"},"institutions":[{"id":"https://openalex.org/I177909021","display_name":"Universidade Federal de S\u00e3o Carlos","ror":"https://ror.org/00qdc6m37","country_code":"BR","type":"education","lineage":["https://openalex.org/I177909021"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Andrea Lago da Silva","raw_affiliation_strings":["Department of Production Engineering, Universidade Federal de S&#x00E3;o Carlos, S&#x00E3;o Carlos, Brazil"],"raw_orcid":"https://orcid.org/0000-0003-3849-9698","affiliations":[{"raw_affiliation_string":"Department of Production Engineering, Universidade Federal de S&#x00E3;o Carlos, S&#x00E3;o Carlos, Brazil","institution_ids":["https://openalex.org/I177909021"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5089837782"],"corresponding_institution_ids":["https://openalex.org/I177909021"],"apc_list":null,"apc_paid":null,"fwci":3.0219,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.90666124,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"55","issue":"6","first_page":"2522","last_page":"2534"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10783","display_name":"Additive Manufacturing and 3D Printing Technologies","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T10783","display_name":"Additive Manufacturing and 3D Printing Technologies","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T10705","display_name":"Additive Manufacturing Materials and Processes","score":0.989799976348877,"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/T11159","display_name":"Manufacturing Process and Optimization","score":0.9886000156402588,"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/extrusion","display_name":"Extrusion","score":0.7658212184906006},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.6446560025215149},{"id":"https://openalex.org/keywords/manufacturing-engineering","display_name":"Manufacturing engineering","score":0.6065464615821838},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.4931768774986267},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4587244689464569},{"id":"https://openalex.org/keywords/process-engineering","display_name":"Process engineering","score":0.36427897214889526},{"id":"https://openalex.org/keywords/engineering-drawing","display_name":"Engineering drawing","score":0.3223557770252228},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.32210397720336914},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.291786253452301},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.28519442677497864},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.23313266038894653},{"id":"https://openalex.org/keywords/metallurgy","display_name":"Metallurgy","score":0.09542053937911987}],"concepts":[{"id":"https://openalex.org/C2778958987","wikidata":"https://www.wikidata.org/wiki/Q139143","display_name":"Extrusion","level":2,"score":0.7658212184906006},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.6446560025215149},{"id":"https://openalex.org/C117671659","wikidata":"https://www.wikidata.org/wiki/Q11049265","display_name":"Manufacturing engineering","level":1,"score":0.6065464615821838},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.4931768774986267},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4587244689464569},{"id":"https://openalex.org/C21880701","wikidata":"https://www.wikidata.org/wiki/Q2144042","display_name":"Process engineering","level":1,"score":0.36427897214889526},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.3223557770252228},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.32210397720336914},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.291786253452301},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.28519442677497864},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.23313266038894653},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","level":1,"score":0.09542053937911987},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tcyb.2025.3558515","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2025.3558515","pdf_url":null,"source":{"id":"https://openalex.org/S4210191041","display_name":"IEEE Transactions on Cybernetics","issn_l":"2168-2267","issn":["2168-2267","2168-2275"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Cybernetics","raw_type":"journal-article"},{"id":"pmid:40249689","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40249689","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on cybernetics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8784090069","display_name":null,"funder_award_id":"88887.928003/2023-00\u2014Finance Code 001","funder_id":"https://openalex.org/F4320321091","funder_display_name":"Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior"}],"funders":[{"id":"https://openalex.org/F4320321091","display_name":"Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior","ror":"https://ror.org/00x0ma614"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":97,"referenced_works":["https://openalex.org/W48070622","https://openalex.org/W1653778767","https://openalex.org/W2131684499","https://openalex.org/W2329018767","https://openalex.org/W2336082409","https://openalex.org/W2418453408","https://openalex.org/W2430314494","https://openalex.org/W2468419186","https://openalex.org/W2520249960","https://openalex.org/W2611819392","https://openalex.org/W2769827769","https://openalex.org/W2886996353","https://openalex.org/W2888486594","https://openalex.org/W2889586996","https://openalex.org/W2894302215","https://openalex.org/W2905819506","https://openalex.org/W2906569178","https://openalex.org/W2909096226","https://openalex.org/W2912392993","https://openalex.org/W2920026315","https://openalex.org/W2946421367","https://openalex.org/W2948893705","https://openalex.org/W2952441193","https://openalex.org/W2956112749","https://openalex.org/W2974170186","https://openalex.org/W2980736975","https://openalex.org/W2985564712","https://openalex.org/W3016989108","https://openalex.org/W3027429685","https://openalex.org/W3036196871","https://openalex.org/W3037572623","https://openalex.org/W3038434513","https://openalex.org/W3049618663","https://openalex.org/W3081409278","https://openalex.org/W3088549852","https://openalex.org/W3092420464","https://openalex.org/W3095388982","https://openalex.org/W3097676403","https://openalex.org/W3102456404","https://openalex.org/W3102816564","https://openalex.org/W3107088192","https://openalex.org/W3125505924","https://openalex.org/W3126794061","https://openalex.org/W3128048742","https://openalex.org/W3148400730","https://openalex.org/W3160412362","https://openalex.org/W3163928685","https://openalex.org/W3166337110","https://openalex.org/W3179393873","https://openalex.org/W3201244608","https://openalex.org/W3215917439","https://openalex.org/W4205765253","https://openalex.org/W4206553219","https://openalex.org/W4206634190","https://openalex.org/W4206816039","https://openalex.org/W4210898328","https://openalex.org/W4213262259","https://openalex.org/W4220721507","https://openalex.org/W4221007960","https://openalex.org/W4225130913","https://openalex.org/W4226334913","https://openalex.org/W4286001898","https://openalex.org/W4291894926","https://openalex.org/W4294343983","https://openalex.org/W4306253851","https://openalex.org/W4306751741","https://openalex.org/W4307266433","https://openalex.org/W4308909100","https://openalex.org/W4311089284","https://openalex.org/W4312327065","https://openalex.org/W4312328508","https://openalex.org/W4312844218","https://openalex.org/W4313378983","https://openalex.org/W4313388606","https://openalex.org/W4313392409","https://openalex.org/W4318828670","https://openalex.org/W4321274998","https://openalex.org/W4321609134","https://openalex.org/W4323307048","https://openalex.org/W4376614701","https://openalex.org/W4380740175","https://openalex.org/W4383503605","https://openalex.org/W4386284798","https://openalex.org/W4386446850","https://openalex.org/W4386620842","https://openalex.org/W4386982185","https://openalex.org/W4387150543","https://openalex.org/W4387399491","https://openalex.org/W4387551974","https://openalex.org/W4387639286","https://openalex.org/W4387706673","https://openalex.org/W4388231301","https://openalex.org/W4390405775","https://openalex.org/W4392599801","https://openalex.org/W4403863647","https://openalex.org/W4405152328","https://openalex.org/W6777046823"],"related_works":["https://openalex.org/W2353373575","https://openalex.org/W2362061090","https://openalex.org/W1659936574","https://openalex.org/W3102567326","https://openalex.org/W1603813287","https://openalex.org/W2351799775","https://openalex.org/W2383118468","https://openalex.org/W2373394917","https://openalex.org/W1988129919","https://openalex.org/W2337755673"],"abstract_inverted_index":{"Additive":[0],"manufacturing":[1,90],"(AM)":[2],"revolutionizes":[3],"product":[4],"creation":[5],"with":[6,194],"its":[7,247],"unique":[8],"layer-by-layer":[9],"construction":[10],"method":[11],"but":[12],"faces":[13],"obstacles":[14],"in":[15,70,88,111,170,185,221,241],"widespread":[16],"industrial":[17,249],"use":[18,210],"due":[19],"to":[20,43,64,82,235],"quality":[21,32,238],"assurance":[22],"and":[23,47,92,132,142,150,172,176,198,208],"defect":[24,95,112],"challenges.":[25],"Integrating":[26],"machine":[27],"learning":[28],"(ML)":[29],"into":[30],"AM":[31,76,223],"control":[33,213],"(QC)":[34],"systems":[35,116],"presents":[36],"a":[37,187,195],"viable":[38],"solution,":[39],"utilizing":[40],"ML's":[41,218],"ability":[42],"autonomously":[44],"detect":[45],"patterns":[46],"extract":[48],"important":[49],"data,":[50],"reducing":[51],"the":[52,66,103,145,163,179,209,229,244],"reliance":[53],"on":[54],"manual":[55],"intervention.":[56],"This":[57],"study":[58,146],"conducts":[59],"an":[60,118],"in-depth":[61,119],"literature":[62],"review":[63],"scrutinize":[65],"role":[67,165],"of":[68,105,121,166,211],"ML":[69,84,193,233],"augmenting":[71],"QC":[72,158],"mechanisms":[73],"within":[74],"extrusion-based":[75],"processes.":[77],"Our":[78,100,160],"primary":[79],"objective":[80],"is":[81],"pinpoint":[83],"models":[85,110],"that":[86,152],"excel":[87],"monitoring":[89,189],"activities":[91],"facilitating":[93],"instantaneous":[94],"corrections":[96],"via":[97],"parameter":[98,206],"adjustments.":[99],"analysis":[101],"highlights":[102],"efficacy":[104],"convolutional":[106],"neural":[107],"networks":[108,137],"(CNNs)":[109],"detection,":[113],"leveraging":[114],"camera-based":[115],"for":[117,231,246],"examination":[120],"printed":[122],"parts.":[123],"For":[124],"1-D":[125],"data":[126],"processing,":[127],"support":[128],"vector":[129],"machines":[130],"(SVMs)":[131],"long":[133],"short-term":[134],"memory":[135],"(LSTM)":[136],"have":[138],"shown":[139],"significant":[140],"application":[141],"effectiveness.":[143],"Furthermore,":[144],"classifies":[147],"various":[148],"sensors":[149],"defects":[151],"can":[153],"effectively":[154],"benefit":[155],"from":[156],"ML-driven":[157],"approaches.":[159],"findings":[161],"accentuate":[162],"essential":[164],"ML,":[167],"especially":[168],"CNNs,":[169],"detecting":[171],"rectifying":[173],"production":[174,240],"flaws":[175],"also":[177],"detail":[178],"synergy":[180],"between":[181],"different":[182],"sensor":[183],"technologies":[184,234],"creating":[186],"comprehensive":[188],"framework.":[190],"By":[191],"integrating":[192],"multisensor":[196],"approach":[197],"employing":[199],"real-time":[200],"corrective":[201],"strategies,":[202],"such":[203],"as":[204],"dynamic":[205],"adjustments":[207],"advanced":[212],"systems,":[214],"this":[215],"research":[216],"underscores":[217],"transformative":[219],"potential":[220],"elevating":[222],"QC.":[224],"Thus,":[225],"our":[226],"contribution":[227],"lays":[228],"groundwork":[230],"harnessing":[232],"ensure":[236],"superior":[237],"parts":[239],"AM,":[242],"paving":[243],"way":[245],"broader":[248],"adoption.":[250]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4}],"updated_date":"2026-04-27T08:22:11.395708","created_date":"2025-10-10T00:00:00"}
