{"id":"https://openalex.org/W2888985303","doi":"https://doi.org/10.1017/s0890060418000197","title":"A methodology for part classification with supervised machine learning","display_name":"A methodology for part classification with supervised machine learning","publication_year":2018,"publication_date":"2018-08-28","ids":{"openalex":"https://openalex.org/W2888985303","doi":"https://doi.org/10.1017/s0890060418000197","mag":"2888985303"},"language":"en","primary_location":{"id":"doi:10.1017/s0890060418000197","is_oa":true,"landing_page_url":"https://doi.org/10.1017/s0890060418000197","pdf_url":"https://www.cambridge.org/core/services/aop-cambridge-core/content/view/69D95B66344317AE778C1058993BC2B9/S0890060418000197a.pdf/div-class-title-a-methodology-for-part-classification-with-supervised-machine-learning-div.pdf","source":{"id":"https://openalex.org/S4210193102","display_name":"Artificial intelligence for engineering design analysis and manufacturing","issn_l":"0890-0604","issn":["0890-0604","1469-1760"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311721","host_organization_name":"Cambridge University Press","host_organization_lineage":["https://openalex.org/P4310311721","https://openalex.org/P4310311702"],"host_organization_lineage_names":["Cambridge University Press","University of Cambridge"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence for Engineering Design, Analysis and Manufacturing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://www.cambridge.org/core/services/aop-cambridge-core/content/view/69D95B66344317AE778C1058993BC2B9/S0890060418000197a.pdf/div-class-title-a-methodology-for-part-classification-with-supervised-machine-learning-div.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5027596306","display_name":"Matteo Rucco","orcid":"https://orcid.org/0000-0003-2561-3340"},"institutions":[{"id":"https://openalex.org/I4210137033","display_name":"Istituto di Matematica Applicata e Tecnologie Informatiche","ror":"https://ror.org/03m0n3c07","country_code":"IT","type":"education","lineage":["https://openalex.org/I4210137033","https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Matteo Rucco","raw_affiliation_strings":["Istituto di Matematica Applicata e Tecnologie Informatiche - Consiglio Nazionale delle Ricerche, Via dei marini 6, Genova 16149, Italy"],"affiliations":[{"raw_affiliation_string":"Istituto di Matematica Applicata e Tecnologie Informatiche - Consiglio Nazionale delle Ricerche, Via dei marini 6, Genova 16149, Italy","institution_ids":["https://openalex.org/I4210137033"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012557750","display_name":"Franca Giannini","orcid":"https://orcid.org/0000-0002-3608-6737"},"institutions":[{"id":"https://openalex.org/I4210137033","display_name":"Istituto di Matematica Applicata e Tecnologie Informatiche","ror":"https://ror.org/03m0n3c07","country_code":"IT","type":"education","lineage":["https://openalex.org/I4210137033","https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Franca Giannini","raw_affiliation_strings":["Istituto di Matematica Applicata e Tecnologie Informatiche - Consiglio Nazionale delle Ricerche, Via dei marini 6, Genova 16149, Italy"],"affiliations":[{"raw_affiliation_string":"Istituto di Matematica Applicata e Tecnologie Informatiche - Consiglio Nazionale delle Ricerche, Via dei marini 6, Genova 16149, Italy","institution_ids":["https://openalex.org/I4210137033"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033236229","display_name":"Katia Lupinetti","orcid":"https://orcid.org/0000-0002-0202-4909"},"institutions":[{"id":"https://openalex.org/I190861549","display_name":"\u00c9cole nationale sup\u00e9rieure d'arts et m\u00e9tiers","ror":"https://ror.org/018pp1107","country_code":"FR","type":"education","lineage":["https://openalex.org/I190752583","https://openalex.org/I190861549","https://openalex.org/I4210134562"]},{"id":"https://openalex.org/I190752583","display_name":"ParisTech","ror":"https://ror.org/05c2qg481","country_code":"FR","type":"education","lineage":["https://openalex.org/I190752583"]},{"id":"https://openalex.org/I4210137033","display_name":"Istituto di Matematica Applicata e Tecnologie Informatiche","ror":"https://ror.org/03m0n3c07","country_code":"IT","type":"education","lineage":["https://openalex.org/I4210137033","https://openalex.org/I4210155236"]}],"countries":["FR","IT"],"is_corresponding":false,"raw_author_name":"Katia Lupinetti","raw_affiliation_strings":["Arts et M\u00e9tiers ParisTech LSIS Laboratory, Marseille -France","Istituto di Matematica Applicata e Tecnologie Informatiche - Consiglio Nazionale delle Ricerche, Via dei marini 6, Genova 16149, Italy"],"affiliations":[{"raw_affiliation_string":"Arts et M\u00e9tiers ParisTech LSIS Laboratory, Marseille -France","institution_ids":["https://openalex.org/I190861549","https://openalex.org/I190752583"]},{"raw_affiliation_string":"Istituto di Matematica Applicata e Tecnologie Informatiche - Consiglio Nazionale delle Ricerche, Via dei marini 6, Genova 16149, Italy","institution_ids":["https://openalex.org/I4210137033"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000019489","display_name":"Marina Monti","orcid":"https://orcid.org/0000-0002-1627-3551"},"institutions":[{"id":"https://openalex.org/I4210137033","display_name":"Istituto di Matematica Applicata e Tecnologie Informatiche","ror":"https://ror.org/03m0n3c07","country_code":"IT","type":"education","lineage":["https://openalex.org/I4210137033","https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marina Monti","raw_affiliation_strings":["Istituto di Matematica Applicata e Tecnologie Informatiche - Consiglio Nazionale delle Ricerche, Via dei marini 6, Genova 16149, Italy"],"affiliations":[{"raw_affiliation_string":"Istituto di Matematica Applicata e Tecnologie Informatiche - Consiglio Nazionale delle Ricerche, Via dei marini 6, Genova 16149, Italy","institution_ids":["https://openalex.org/I4210137033"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5027596306"],"corresponding_institution_ids":["https://openalex.org/I4210137033"],"apc_list":null,"apc_paid":null,"fwci":1.0624,"has_fulltext":true,"cited_by_count":30,"citation_normalized_percentile":{"value":0.82714661,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"33","issue":"1","first_page":"100","last_page":"113"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14339","display_name":"Image Processing and 3D Reconstruction","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T14339","display_name":"Image Processing and 3D Reconstruction","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11211","display_name":"3D Surveying and Cultural Heritage","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/1907","display_name":"Geology"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12549","display_name":"Image and Object Detection Techniques","score":0.996399998664856,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7549518346786499},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6965970396995544},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.685905933380127},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.586578369140625},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5774518251419067},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5534699559211731},{"id":"https://openalex.org/keywords/schema","display_name":"Schema (genetic algorithms)","score":0.4995880126953125}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7549518346786499},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6965970396995544},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.685905933380127},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.586578369140625},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5774518251419067},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5534699559211731},{"id":"https://openalex.org/C52146309","wikidata":"https://www.wikidata.org/wiki/Q7431116","display_name":"Schema (genetic algorithms)","level":2,"score":0.4995880126953125}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1017/s0890060418000197","is_oa":true,"landing_page_url":"https://doi.org/10.1017/s0890060418000197","pdf_url":"https://www.cambridge.org/core/services/aop-cambridge-core/content/view/69D95B66344317AE778C1058993BC2B9/S0890060418000197a.pdf/div-class-title-a-methodology-for-part-classification-with-supervised-machine-learning-div.pdf","source":{"id":"https://openalex.org/S4210193102","display_name":"Artificial intelligence for engineering design analysis and manufacturing","issn_l":"0890-0604","issn":["0890-0604","1469-1760"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311721","host_organization_name":"Cambridge University Press","host_organization_lineage":["https://openalex.org/P4310311721","https://openalex.org/P4310311702"],"host_organization_lineage_names":["Cambridge University Press","University of Cambridge"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence for Engineering Design, Analysis and Manufacturing","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1017/s0890060418000197","is_oa":true,"landing_page_url":"https://doi.org/10.1017/s0890060418000197","pdf_url":"https://www.cambridge.org/core/services/aop-cambridge-core/content/view/69D95B66344317AE778C1058993BC2B9/S0890060418000197a.pdf/div-class-title-a-methodology-for-part-classification-with-supervised-machine-learning-div.pdf","source":{"id":"https://openalex.org/S4210193102","display_name":"Artificial intelligence for engineering design analysis and manufacturing","issn_l":"0890-0604","issn":["0890-0604","1469-1760"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311721","host_organization_name":"Cambridge University Press","host_organization_lineage":["https://openalex.org/P4310311721","https://openalex.org/P4310311702"],"host_organization_lineage_names":["Cambridge University Press","University of Cambridge"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence for Engineering Design, Analysis and Manufacturing","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.6299999952316284,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2888985303.pdf","grobid_xml":"https://content.openalex.org/works/W2888985303.grobid-xml"},"referenced_works_count":47,"referenced_works":["https://openalex.org/W1561952261","https://openalex.org/W1567056755","https://openalex.org/W1571401318","https://openalex.org/W1661871015","https://openalex.org/W1892078565","https://openalex.org/W1968059064","https://openalex.org/W1968135554","https://openalex.org/W1972893558","https://openalex.org/W1988260477","https://openalex.org/W1988603202","https://openalex.org/W1991175068","https://openalex.org/W1996690242","https://openalex.org/W1996975552","https://openalex.org/W2011764691","https://openalex.org/W2021122545","https://openalex.org/W2023056405","https://openalex.org/W2027148423","https://openalex.org/W2046150577","https://openalex.org/W2051434435","https://openalex.org/W2056345552","https://openalex.org/W2057477284","https://openalex.org/W2059412355","https://openalex.org/W2060487576","https://openalex.org/W2064044578","https://openalex.org/W2078622638","https://openalex.org/W2080067164","https://openalex.org/W2083904492","https://openalex.org/W2091365875","https://openalex.org/W2098263691","https://openalex.org/W2099300414","https://openalex.org/W2103533657","https://openalex.org/W2108818539","https://openalex.org/W2115182825","https://openalex.org/W2116466193","https://openalex.org/W2125545972","https://openalex.org/W2141278204","https://openalex.org/W2158797600","https://openalex.org/W2295332248","https://openalex.org/W2592858475","https://openalex.org/W2767761422","https://openalex.org/W4205190992","https://openalex.org/W4298260343","https://openalex.org/W6636914306","https://openalex.org/W6664628113","https://openalex.org/W6671128276","https://openalex.org/W6676122253","https://openalex.org/W6678542645"],"related_works":["https://openalex.org/W2033101018","https://openalex.org/W2961085424","https://openalex.org/W2391251536","https://openalex.org/W4286629047","https://openalex.org/W2465918047","https://openalex.org/W2362198218","https://openalex.org/W2099278314","https://openalex.org/W2019521278","https://openalex.org/W1984922432","https://openalex.org/W2049864679"],"abstract_inverted_index":{"Abstract":[0],"In":[1,18],"this":[2],"paper,":[3],"we":[4,21,53,141],"report":[5],"on":[6,82,132],"a":[7,26,58,67,83,129],"data":[8],"analysis":[9],"process":[10],"for":[11,30,148],"the":[12,31,48,100,113,133,145,149],"automated":[13,32],"classification":[14,33,76,103,126],"of":[15,34,60,102,106,151,154],"mechanical":[16,49,156],"components.":[17],"particular,":[19],"here,":[20],"describe,":[22],"how":[23,64],"to":[24,37,65,115],"implement":[25],"machine":[27],"learning":[28],"system":[29,127],"parts":[35],"belonging":[36],"several":[38],"sub-categories.":[39,97],"We":[40,62,78,98],"collect":[41],"models":[42],"that":[43],"are":[44],"typically":[45],"used":[46],"in":[47,104],"industry,":[50],"and":[51,93,112],"then":[52],"represent":[54],"each":[55],"object":[56],"by":[57,86,90,121],"collection":[59],"features.":[61],"illustrate":[63],"set-up":[66],"supervised":[68],"multi-layer":[69],"artificial":[70],"neural":[71],"network":[72],"with":[73],"an":[74],"ad-hoc":[75],"schema.":[77],"test":[79],"our":[80],"solution":[81],"dataset":[84],"formed":[85],"2354":[87],"elements":[88],"described":[89],"875":[91],"features":[92],"spanned":[94],"among":[95],"15":[96],"state":[99],"accuracy":[101],"terms":[105],"average":[107],"area":[108],"under":[109],"ROC":[110],"curves":[111],"ability":[114],"classify":[116],"606":[117],"unknown":[118],"3D":[119,155],"objects":[120],"similarity":[122],"coefficients.":[123],"Our":[124],"parts\u2019":[125],"outperforms":[128],"classifier":[130],"based":[131],"Light":[134],"Field":[135],"Descriptor,":[136],"which,":[137],"as":[138,140],"far":[139],"know,":[142],"actually":[143],"represents":[144],"gold":[146],"standard":[147],"identification":[150],"most":[152],"types":[153],"objects.":[157]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":3}],"updated_date":"2026-04-07T14:57:38.498316","created_date":"2025-10-10T00:00:00"}
