{"id":"https://openalex.org/W4285814122","doi":"https://doi.org/10.1109/icps51978.2022.9816942","title":"Diagnosis Electromechanical System by Means CNN and SAE: An Interpretable-Learning Study","display_name":"Diagnosis Electromechanical System by Means CNN and SAE: An Interpretable-Learning Study","publication_year":2022,"publication_date":"2022-05-24","ids":{"openalex":"https://openalex.org/W4285814122","doi":"https://doi.org/10.1109/icps51978.2022.9816942"},"language":"en","primary_location":{"id":"doi:10.1109/icps51978.2022.9816942","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icps51978.2022.9816942","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 5th International Conference on Industrial Cyber-Physical Systems (ICPS)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/2117/371442","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5082531315","display_name":"Francisco Arellano-Espitia","orcid":"https://orcid.org/0000-0001-5841-0561"},"institutions":[{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Francisco Arellano-Espitia","raw_affiliation_strings":["MCIA Research Center Departament of Electronic Engineering Technical University of Catalonia,Terrassa,Spain","MCIA Research Center Departament of Electronic Engineering Technical University of Catalonia, Terrassa, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MCIA Research Center Departament of Electronic Engineering Technical University of Catalonia,Terrassa,Spain","institution_ids":["https://openalex.org/I9617848"]},{"raw_affiliation_string":"MCIA Research Center Departament of Electronic Engineering Technical University of Catalonia, Terrassa, Spain","institution_ids":["https://openalex.org/I9617848"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078539665","display_name":"Miguel Delgado-Prieto","orcid":"https://orcid.org/0000-0001-9282-838X"},"institutions":[{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Miguel Delgado-Prieto","raw_affiliation_strings":["MCIA Research Center Departament of Electronic Engineering Technical University of Catalonia,Terrassa,Spain","MCIA Research Center Departament of Electronic Engineering Technical University of Catalonia, Terrassa, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MCIA Research Center Departament of Electronic Engineering Technical University of Catalonia,Terrassa,Spain","institution_ids":["https://openalex.org/I9617848"]},{"raw_affiliation_string":"MCIA Research Center Departament of Electronic Engineering Technical University of Catalonia, Terrassa, Spain","institution_ids":["https://openalex.org/I9617848"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045539352","display_name":"V\u00edctor Mart\u00ednez-Viol","orcid":"https://orcid.org/0000-0003-2916-8395"},"institutions":[{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"V\u00edctor Mart\u00ednez-Viol","raw_affiliation_strings":["MCIA Research Center Departament of Electronic Engineering Technical University of Catalonia,Terrassa,Spain","MCIA Research Center Departament of Electronic Engineering Technical University of Catalonia, Terrassa, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MCIA Research Center Departament of Electronic Engineering Technical University of Catalonia,Terrassa,Spain","institution_ids":["https://openalex.org/I9617848"]},{"raw_affiliation_string":"MCIA Research Center Departament of Electronic Engineering Technical University of Catalonia, Terrassa, Spain","institution_ids":["https://openalex.org/I9617848"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038708149","display_name":"Juan Jos\u00e9 Saucedo-Dorantes","orcid":"https://orcid.org/0000-0001-9026-6694"},"institutions":[{"id":"https://openalex.org/I157492648","display_name":"Autonomous University of Queretaro","ror":"https://ror.org/00v8fdc16","country_code":"MX","type":"education","lineage":["https://openalex.org/I157492648"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Juan-Jose Saucedo-Dorantes","raw_affiliation_strings":["HSPdigital CA-Mecatronica Engineering Faculty Autonomous University of Queretaro,San Juan del Rio,Mexico","HSPdigital CA-Mecatronica Engineering Faculty Autonomous University of Queretaro, San Juan del Rio, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"HSPdigital CA-Mecatronica Engineering Faculty Autonomous University of Queretaro,San Juan del Rio,Mexico","institution_ids":["https://openalex.org/I157492648"]},{"raw_affiliation_string":"HSPdigital CA-Mecatronica Engineering Faculty Autonomous University of Queretaro, San Juan del Rio, Mexico","institution_ids":["https://openalex.org/I157492648"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046490122","display_name":"Roque A. Osornio\u2010Rios","orcid":"https://orcid.org/0000-0003-0868-2918"},"institutions":[{"id":"https://openalex.org/I157492648","display_name":"Autonomous University of Queretaro","ror":"https://ror.org/00v8fdc16","country_code":"MX","type":"education","lineage":["https://openalex.org/I157492648"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Roque Alfredo Osornio-Rios","raw_affiliation_strings":["HSPdigital CA-Mecatronica Engineering Faculty Autonomous University of Queretaro,San Juan del Rio,Mexico","HSPdigital CA-Mecatronica Engineering Faculty Autonomous University of Queretaro, San Juan del Rio, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"HSPdigital CA-Mecatronica Engineering Faculty Autonomous University of Queretaro,San Juan del Rio,Mexico","institution_ids":["https://openalex.org/I157492648"]},{"raw_affiliation_string":"HSPdigital CA-Mecatronica Engineering Faculty Autonomous University of Queretaro, San Juan del Rio, Mexico","institution_ids":["https://openalex.org/I157492648"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4854,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.6169422,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9962000250816345,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T10876","display_name":"Fault Detection and Control Systems","score":0.9962000250816345,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.992900013923645,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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":0.9653000235557556,"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/interpretability","display_name":"Interpretability","score":0.834986686706543},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7206966280937195},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.660435676574707},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6277992129325867},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6250050067901611},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5886949300765991},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5173149108886719},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.4386579096317291},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.3450218737125397},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1843469738960266}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.834986686706543},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7206966280937195},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.660435676574707},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6277992129325867},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6250050067901611},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5886949300765991},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5173149108886719},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.4386579096317291},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.3450218737125397},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1843469738960266},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/icps51978.2022.9816942","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icps51978.2022.9816942","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 5th International Conference on Industrial Cyber-Physical Systems (ICPS)","raw_type":"proceedings-article"},{"id":"pmh:oai:upcommons.upc.edu:2117/371442","is_oa":true,"landing_page_url":"http://hdl.handle.net/2117/371442","pdf_url":null,"source":{"id":"https://openalex.org/S4377196262","display_name":"UPCommons institutional repository (Universitat Polit\u00e8cnica de Catalunya)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I9617848","host_organization_name":"Universitat Polit\u00e8cnica de Catalunya","host_organization_lineage":["https://openalex.org/I9617848"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference report"}],"best_oa_location":{"id":"pmh:oai:upcommons.upc.edu:2117/371442","is_oa":true,"landing_page_url":"http://hdl.handle.net/2117/371442","pdf_url":null,"source":{"id":"https://openalex.org/S4377196262","display_name":"UPCommons institutional repository (Universitat Polit\u00e8cnica de Catalunya)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I9617848","host_organization_name":"Universitat Polit\u00e8cnica de Catalunya","host_organization_lineage":["https://openalex.org/I9617848"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference report"},"sustainable_development_goals":[{"score":0.6399999856948853,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G1612033961","display_name":null,"funder_award_id":"710065","funder_id":"https://openalex.org/F4320321739","funder_display_name":"Consejo Nacional de Ciencia y Tecnolog\u00eda"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320321739","display_name":"Consejo Nacional de Ciencia y Tecnolog\u00eda","ror":"https://ror.org/059ex5q34"},{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W2136922672","https://openalex.org/W2163605009","https://openalex.org/W2461729787","https://openalex.org/W2589171657","https://openalex.org/W2734669076","https://openalex.org/W2766199893","https://openalex.org/W2767234670","https://openalex.org/W2783074568","https://openalex.org/W2810292802","https://openalex.org/W2901137651","https://openalex.org/W2921168912","https://openalex.org/W2963573361","https://openalex.org/W2963703618","https://openalex.org/W2997417149","https://openalex.org/W3025888249","https://openalex.org/W3048585049","https://openalex.org/W3092440164","https://openalex.org/W3095042947","https://openalex.org/W3111635293","https://openalex.org/W3178618862","https://openalex.org/W3198237872","https://openalex.org/W6684191040","https://openalex.org/W6743446608","https://openalex.org/W6781918407"],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W4390569940","https://openalex.org/W2888392564","https://openalex.org/W4361193272","https://openalex.org/W4310278675","https://openalex.org/W4388422664","https://openalex.org/W2806259446","https://openalex.org/W2963326959","https://openalex.org/W2357124094","https://openalex.org/W2016108640"],"abstract_inverted_index":{"Cyber-physical":[0],"systems":[1,42],"are":[2,69,84,205],"the":[3,6,13,24,38,47,55,99,114,139,178,193,196,203],"response":[4,95],"to":[5,88,112,163,184],"adaptability,":[7],"scalability":[8],"and":[9,29,51,67,77,93,105,143,167,202],"accurate":[10],"demands":[11],"of":[12,16,27,40,49,102,123,147,160,175,177,192,195],"new":[14],"era":[15],"manufacturing":[17,33],"called":[18],"Industry":[19],"4.0.":[20],"They":[21],"will":[22],"become":[23],"core":[25],"technology":[26,76],"control":[28],"monitoring":[30,50,136],"in":[31,60,145,187],"smart":[32],"processes.":[34],"In":[35],"this":[36,107],"regard,":[37],"complexity":[39],"industrial":[41],"implies":[43],"a":[44,117,173],"challenge":[45],"for":[46,141],"implementation":[48],"diagnosis":[52,186],"schemes.":[53],"Moreover,":[54],"challenges":[56],"that":[57],"is":[58,199],"presented":[59],"technological":[61],"aspects":[62],"regarding":[63,98],"connectivity,":[64],"data":[65],"management":[66],"computing":[68,91],"being":[70],"resolved":[71],"through":[72],"different":[73],"IT-OT":[74],"(information":[75],"operational":[78],"technology)":[79],"convergence":[80],"proposals.":[81],"These":[82],"solutions":[83],"making":[85],"it":[86],"possible":[87],"have":[89],"large":[90],"capacities":[92],"low":[94,164],"latency.":[96],"However,":[97,151],"logical":[100],"part":[101],"information":[103],"processing":[104],"analysis,":[106],"still":[108],"requires":[109],"additional":[110],"studies":[111],"identify":[113],"options":[115],"with":[116,138],"better":[118],"complexity-performance":[119],"trade-off.":[120],"The":[121],"emergence":[122],"techniques":[124,182],"based":[125,131],"on":[126,132],"artificial":[127],"intelligence,":[128],"especially":[129],"those":[130],"deep-learning,":[133],"has":[134],"provided":[135],"schemes":[137,155],"capacity":[140],"characterization":[142],"recognition":[144],"front":[146],"complex":[148],"electromechanical":[149,188],"systems.":[150,189],"most":[152],"deep":[153,180],"learning-based":[154,181],"suffer":[156],"from":[157],"critical":[158],"lack":[159],"interpretability":[161,194],"lying":[162],"generalization":[165],"capabilities":[166],"overfitted":[168],"responses.":[169],"This":[170],"paper":[171],"proposes":[172],"study":[174],"two":[176],"main":[179],"applied":[183],"fault":[185],"An":[190],"analysis":[191],"learning":[197],"processes":[198],"carried":[200],"out,":[201],"approaches":[204],"evaluated":[206],"under":[207],"common":[208],"performance":[209],"metrics.":[210]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
