{"id":"https://openalex.org/W4393056223","doi":"https://doi.org/10.1007/s10845-024-02332-3","title":"AutoML-driven diagnostics of the feeder motor in fused filament fabrication machines from direct current signals","display_name":"AutoML-driven diagnostics of the feeder motor in fused filament fabrication machines from direct current signals","publication_year":2024,"publication_date":"2024-03-21","ids":{"openalex":"https://openalex.org/W4393056223","doi":"https://doi.org/10.1007/s10845-024-02332-3"},"language":"en","primary_location":{"id":"doi:10.1007/s10845-024-02332-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10845-024-02332-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10845-024-02332-3.pdf","source":{"id":"https://openalex.org/S161464388","display_name":"Journal of Intelligent Manufacturing","issn_l":"0956-5515","issn":["0956-5515","1572-8145"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Manufacturing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10845-024-02332-3.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5037531533","display_name":"Sean Rooney","orcid":"https://orcid.org/0000-0003-2294-6895"},"institutions":[{"id":"https://openalex.org/I108468826","display_name":"Stevens Institute of Technology","ror":"https://ror.org/02z43xh36","country_code":"US","type":"education","lineage":["https://openalex.org/I108468826"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Sean Rooney","raw_affiliation_strings":["Stevens Institute of Technology, Castle Point on Hudson, Hoboken, NJ, 07030, USA"],"affiliations":[{"raw_affiliation_string":"Stevens Institute of Technology, Castle Point on Hudson, Hoboken, NJ, 07030, USA","institution_ids":["https://openalex.org/I108468826"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086954773","display_name":"Emil Pitz","orcid":"https://orcid.org/0000-0001-8860-3014"},"institutions":[{"id":"https://openalex.org/I108468826","display_name":"Stevens Institute of Technology","ror":"https://ror.org/02z43xh36","country_code":"US","type":"education","lineage":["https://openalex.org/I108468826"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Emil Pitz","raw_affiliation_strings":["Stevens Institute of Technology, Castle Point on Hudson, Hoboken, NJ, 07030, USA"],"affiliations":[{"raw_affiliation_string":"Stevens Institute of Technology, Castle Point on Hudson, Hoboken, NJ, 07030, USA","institution_ids":["https://openalex.org/I108468826"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083913136","display_name":"Kishore Pochiraju","orcid":"https://orcid.org/0000-0002-0248-8658"},"institutions":[{"id":"https://openalex.org/I108468826","display_name":"Stevens Institute of Technology","ror":"https://ror.org/02z43xh36","country_code":"US","type":"education","lineage":["https://openalex.org/I108468826"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kishore Pochiraju","raw_affiliation_strings":["Stevens Institute of Technology, Castle Point on Hudson, Hoboken, NJ, 07030, USA"],"affiliations":[{"raw_affiliation_string":"Stevens Institute of Technology, Castle Point on Hudson, Hoboken, NJ, 07030, USA","institution_ids":["https://openalex.org/I108468826"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5037531533"],"corresponding_institution_ids":["https://openalex.org/I108468826"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":1.0331,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.73617888,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"36","issue":"3","first_page":"1999","last_page":"2016"},"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":0.9952999949455261,"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":0.9952999949455261,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9944000244140625,"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/T11451","display_name":"Advanced Machining and Optimization Techniques","score":0.9904999732971191,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/fabrication","display_name":"Fabrication","score":0.6368461847305298},{"id":"https://openalex.org/keywords/protein-filament","display_name":"Protein filament","score":0.5833433866500854},{"id":"https://openalex.org/keywords/current","display_name":"Current (fluid)","score":0.5508997440338135},{"id":"https://openalex.org/keywords/direct-current","display_name":"Direct current","score":0.4886022210121155},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4177752435207367},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.37595078349113464},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.3665538728237152},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.3639766573905945},{"id":"https://openalex.org/keywords/nanotechnology","display_name":"Nanotechnology","score":0.3320952355861664},{"id":"https://openalex.org/keywords/control-engineering","display_name":"Control engineering","score":0.3252923786640167},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.3193344473838806},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.08159461617469788},{"id":"https://openalex.org/keywords/composite-material","display_name":"Composite material","score":0.06223958730697632},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.061096787452697754}],"concepts":[{"id":"https://openalex.org/C136525101","wikidata":"https://www.wikidata.org/wiki/Q5428139","display_name":"Fabrication","level":3,"score":0.6368461847305298},{"id":"https://openalex.org/C14228908","wikidata":"https://www.wikidata.org/wiki/Q2920483","display_name":"Protein filament","level":2,"score":0.5833433866500854},{"id":"https://openalex.org/C148043351","wikidata":"https://www.wikidata.org/wiki/Q4456944","display_name":"Current (fluid)","level":2,"score":0.5508997440338135},{"id":"https://openalex.org/C2776620479","wikidata":"https://www.wikidata.org/wiki/Q159241","display_name":"Direct current","level":3,"score":0.4886022210121155},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4177752435207367},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.37595078349113464},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.3665538728237152},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.3639766573905945},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.3320952355861664},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.3252923786640167},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.3193344473838806},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.08159461617469788},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.06223958730697632},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.061096787452697754},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s10845-024-02332-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10845-024-02332-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10845-024-02332-3.pdf","source":{"id":"https://openalex.org/S161464388","display_name":"Journal of Intelligent Manufacturing","issn_l":"0956-5515","issn":["0956-5515","1572-8145"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Manufacturing","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:spr:joinma:v:36:y:2025:i:3:d:10.1007_s10845-024-02332-3","is_oa":false,"landing_page_url":"http://link.springer.com/10.1007/s10845-024-02332-3","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"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":"article"}],"best_oa_location":{"id":"doi:10.1007/s10845-024-02332-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10845-024-02332-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10845-024-02332-3.pdf","source":{"id":"https://openalex.org/S161464388","display_name":"Journal of Intelligent Manufacturing","issn_l":"0956-5515","issn":["0956-5515","1572-8145"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Manufacturing","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.4399999976158142}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4393056223.pdf"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W1653778767","https://openalex.org/W1964715689","https://openalex.org/W2021883569","https://openalex.org/W2030954117","https://openalex.org/W2036100599","https://openalex.org/W2042766752","https://openalex.org/W2061852572","https://openalex.org/W2250112595","https://openalex.org/W2619515033","https://openalex.org/W2724418474","https://openalex.org/W2769117476","https://openalex.org/W2790003318","https://openalex.org/W2801025892","https://openalex.org/W2808460361","https://openalex.org/W2903381188","https://openalex.org/W2911966883","https://openalex.org/W2948689530","https://openalex.org/W2954715556","https://openalex.org/W2955219525","https://openalex.org/W2985564712","https://openalex.org/W3043257050","https://openalex.org/W3049385802","https://openalex.org/W3163928685","https://openalex.org/W3202033330","https://openalex.org/W4205530313","https://openalex.org/W4210389944","https://openalex.org/W4229374400","https://openalex.org/W4255909237","https://openalex.org/W4296121638","https://openalex.org/W4313590547","https://openalex.org/W4366424689","https://openalex.org/W4387639286"],"related_works":["https://openalex.org/W2804858172","https://openalex.org/W3192258530","https://openalex.org/W2082914599","https://openalex.org/W4237434975","https://openalex.org/W2314427344","https://openalex.org/W2999456758","https://openalex.org/W782603509","https://openalex.org/W2002414469","https://openalex.org/W2807616632","https://openalex.org/W2009613586"],"abstract_inverted_index":{"Abstract":[0],"Part":[1],"defects":[2],"in":[3,41,114],"additive":[4,42],"manufacturing":[5,43],"are":[6,46,60,104],"more":[7],"frequent":[8],"compared":[9],"to":[10,63,86,94,106,152],"machining":[11],"or":[12,155],"molding.":[13],"Failures":[14],"can":[15,122,138],"go":[16],"unnoticed":[17],"for":[18,35],"hours,":[19],"wasting":[20],"resources":[21],"and":[22,56],"extending":[23],"process":[24],"cycle":[25],"times.":[26],"This":[27],"paper":[28],"describes":[29],"a":[30,49,64,90,111,119,147],"Machine":[31],"Learning":[32],"based":[33],"method":[34],"automated":[36,170],"sensing":[37,78],"of":[38,79,99,126],"onset":[39],"failure":[40,128],"machinery.":[44],"Investigations":[45],"conducted":[47],"on":[48,73,89,110],"Fused":[50],"Filament":[51],"Fabrication":[52],"(FFF)":[53],"3D":[54,68],"printer,":[55],"the":[57,87,100,108,157],"same":[58],"methods":[59,103],"then":[61],"applied":[62],"digital":[65],"light":[66],"processing":[67],"printer.":[69],"The":[70,159],"investigation":[71],"focuses":[72],"signal-based":[74],"analysis,":[75],"specifically":[76],"passive":[77],"stepper":[80,113],"motors":[81],"relating":[82],"DC":[83],"current":[84],"measurements":[85],"torque":[88],"stepper,":[91],"as":[92],"opposed":[93],"any":[95],"active":[96],"acoustic":[97],"interrogation":[98],"part.":[101],"Passive":[102],"used":[105],"characterize":[107],"loading":[109],"feeder":[112],"an":[115],"FFF":[116],"machine,":[117],"forming":[118],"model":[120],"that":[121],"identify":[123],"early":[124],"signs":[125],"filament-based":[127],"with":[129],"85.65%":[130],"10-fold":[131],"cross-validation":[132],"accuracy.":[133],"Efforts":[134],"show":[135],"filament":[136],"breakage":[137],"be":[139],"detected":[140],"minutes":[141],"before":[142],"material":[143],"runout":[144],"would":[145],"cause":[146],"defect,":[148],"allowing":[149],"ample":[150],"time":[151],"pause,":[153],"correct,":[154],"control":[156],"print.":[158],"machine":[160,171],"learning":[161],"pipeline":[162],"was":[163],"not":[164],"naively":[165],"conceived":[166],"but":[167],"optimized":[168],"through":[169],"learning.":[172]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4}],"updated_date":"2026-03-24T08:02:53.985720","created_date":"2025-10-10T00:00:00"}
