{"id":"https://openalex.org/W4312621574","doi":"https://doi.org/10.1109/ssd54932.2022.9955711","title":"Bearing Fault Detection and Classification Based on Vibration Signal Analysis and ANFIS Classifier","display_name":"Bearing Fault Detection and Classification Based on Vibration Signal Analysis and ANFIS Classifier","publication_year":2022,"publication_date":"2022-05-06","ids":{"openalex":"https://openalex.org/W4312621574","doi":"https://doi.org/10.1109/ssd54932.2022.9955711"},"language":"en","primary_location":{"id":"doi:10.1109/ssd54932.2022.9955711","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ssd54932.2022.9955711","pdf_url":null,"source":{"id":"https://openalex.org/S4363607814","display_name":"2022 19th International Multi-Conference on Systems, Signals & Devices (SSD)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 19th International Multi-Conference on Systems, Signals & Devices (SSD)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"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/A5049492903","display_name":"Issam Attoui","orcid":"https://orcid.org/0000-0001-6017-4502"},"institutions":[{"id":"https://openalex.org/I4210086178","display_name":"Research Center in Industrial Technologies","ror":"https://ror.org/00qhvgf79","country_code":"DZ","type":"facility","lineage":["https://openalex.org/I4210086178"]}],"countries":["DZ"],"is_corresponding":true,"raw_author_name":"Issam Attoui","raw_affiliation_strings":["Research Center in Industrial Technologies CRTI,Cheraga,Algeria","Research Center in Industrial Technologies CRTI, Cheraga, Algeria"],"affiliations":[{"raw_affiliation_string":"Research Center in Industrial Technologies CRTI,Cheraga,Algeria","institution_ids":["https://openalex.org/I4210086178"]},{"raw_affiliation_string":"Research Center in Industrial Technologies CRTI, Cheraga, Algeria","institution_ids":["https://openalex.org/I4210086178"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056845525","display_name":"Nadir Boutasseta","orcid":"https://orcid.org/0000-0002-7490-1317"},"institutions":[{"id":"https://openalex.org/I4210086178","display_name":"Research Center in Industrial Technologies","ror":"https://ror.org/00qhvgf79","country_code":"DZ","type":"facility","lineage":["https://openalex.org/I4210086178"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Nadir Boutasseta","raw_affiliation_strings":["Research Center in Industrial Technologies CRTI,Cheraga,Algeria","Research Center in Industrial Technologies CRTI, Cheraga, Algeria"],"affiliations":[{"raw_affiliation_string":"Research Center in Industrial Technologies CRTI,Cheraga,Algeria","institution_ids":["https://openalex.org/I4210086178"]},{"raw_affiliation_string":"Research Center in Industrial Technologies CRTI, Cheraga, Algeria","institution_ids":["https://openalex.org/I4210086178"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003274166","display_name":"Nadir Fergani","orcid":"https://orcid.org/0000-0002-7176-0555"},"institutions":[{"id":"https://openalex.org/I4210086178","display_name":"Research Center in Industrial Technologies","ror":"https://ror.org/00qhvgf79","country_code":"DZ","type":"facility","lineage":["https://openalex.org/I4210086178"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Nadir Fergani","raw_affiliation_strings":["Research Center in Industrial Technologies CRTI,Cheraga,Algeria","Research Center in Industrial Technologies CRTI, Cheraga, Algeria"],"affiliations":[{"raw_affiliation_string":"Research Center in Industrial Technologies CRTI,Cheraga,Algeria","institution_ids":["https://openalex.org/I4210086178"]},{"raw_affiliation_string":"Research Center in Industrial Technologies CRTI, Cheraga, Algeria","institution_ids":["https://openalex.org/I4210086178"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014443555","display_name":"Brahim Oudjani","orcid":"https://orcid.org/0000-0003-4959-9897"},"institutions":[{"id":"https://openalex.org/I4210086178","display_name":"Research Center in Industrial Technologies","ror":"https://ror.org/00qhvgf79","country_code":"DZ","type":"facility","lineage":["https://openalex.org/I4210086178"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Brahim Oudjani","raw_affiliation_strings":["Research Center in Industrial Technologies CRTI,Cheraga,Algeria","Research Center in Industrial Technologies CRTI, Cheraga, Algeria"],"affiliations":[{"raw_affiliation_string":"Research Center in Industrial Technologies CRTI,Cheraga,Algeria","institution_ids":["https://openalex.org/I4210086178"]},{"raw_affiliation_string":"Research Center in Industrial Technologies CRTI, Cheraga, Algeria","institution_ids":["https://openalex.org/I4210086178"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102725587","display_name":"Mohammed Salah Bouakkaz","orcid":"https://orcid.org/0000-0002-5823-9845"},"institutions":[{"id":"https://openalex.org/I98962006","display_name":"University of Skikda","ror":"https://ror.org/02571vj15","country_code":"DZ","type":"education","lineage":["https://openalex.org/I98962006"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Mohammed-Salah Bouakkaz","raw_affiliation_strings":["LES,Department of Electrical Engineering,Skikda,Algeria","Department of Electrical Engineering, LES, Skikda, Algeria"],"affiliations":[{"raw_affiliation_string":"LES,Department of Electrical Engineering,Skikda,Algeria","institution_ids":["https://openalex.org/I98962006"]},{"raw_affiliation_string":"Department of Electrical Engineering, LES, Skikda, Algeria","institution_ids":["https://openalex.org/I98962006"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077905852","display_name":"Ahmed Bouraiou","orcid":"https://orcid.org/0000-0002-0121-2844"},"institutions":[{"id":"https://openalex.org/I4210116835","display_name":"Renewable Energy Development Center","ror":"https://ror.org/02eeqxc82","country_code":"DZ","type":"facility","lineage":["https://openalex.org/I4210116835"]},{"id":"https://openalex.org/I22223346","display_name":"Ahmed Draia University","ror":"https://ror.org/01k476402","country_code":"DZ","type":"education","lineage":["https://openalex.org/I22223346"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Ahmed Bouraiou","raw_affiliation_strings":["URERMS, Centre de Developpement des Energies Renouvelables CDER,Unite de Recherche en Energie Renouvelables en Milieu Saharien,Adrar,Algeria,01000"],"affiliations":[{"raw_affiliation_string":"URERMS, Centre de Developpement des Energies Renouvelables CDER,Unite de Recherche en Energie Renouvelables en Milieu Saharien,Adrar,Algeria,01000","institution_ids":["https://openalex.org/I22223346","https://openalex.org/I4210116835"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5049492903"],"corresponding_institution_ids":["https://openalex.org/I4210086178"],"apc_list":null,"apc_paid":null,"fwci":2.8356,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.93255814,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"846","last_page":"850"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9995999932289124,"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/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9995999932289124,"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/T11062","display_name":"Gear and Bearing Dynamics Analysis","score":0.9945999979972839,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9925000071525574,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/vibration","display_name":"Vibration","score":0.7177011966705322},{"id":"https://openalex.org/keywords/hilbert\u2013huang-transform","display_name":"Hilbert\u2013Huang transform","score":0.7089598774909973},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.6607205271720886},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6276617050170898},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6235073804855347},{"id":"https://openalex.org/keywords/bearing","display_name":"Bearing (navigation)","score":0.6040855646133423},{"id":"https://openalex.org/keywords/entropy","display_name":"Entropy (arrow of time)","score":0.5719132423400879},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5686282515525818},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5054771900177002},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5045279264450073},{"id":"https://openalex.org/keywords/condition-monitoring","display_name":"Condition monitoring","score":0.5011329650878906},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.4217485785484314},{"id":"https://openalex.org/keywords/approximate-entropy","display_name":"Approximate entropy","score":0.4210382103919983},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.4206972122192383},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.34552377462387085},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.13026130199432373},{"id":"https://openalex.org/keywords/acoustics","display_name":"Acoustics","score":0.11543390154838562}],"concepts":[{"id":"https://openalex.org/C198394728","wikidata":"https://www.wikidata.org/wiki/Q3695508","display_name":"Vibration","level":2,"score":0.7177011966705322},{"id":"https://openalex.org/C25570617","wikidata":"https://www.wikidata.org/wiki/Q1006462","display_name":"Hilbert\u2013Huang transform","level":3,"score":0.7089598774909973},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.6607205271720886},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6276617050170898},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6235073804855347},{"id":"https://openalex.org/C199978012","wikidata":"https://www.wikidata.org/wiki/Q1273815","display_name":"Bearing (navigation)","level":2,"score":0.6040855646133423},{"id":"https://openalex.org/C106301342","wikidata":"https://www.wikidata.org/wiki/Q4117933","display_name":"Entropy (arrow of time)","level":2,"score":0.5719132423400879},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5686282515525818},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5054771900177002},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5045279264450073},{"id":"https://openalex.org/C2775846686","wikidata":"https://www.wikidata.org/wiki/Q643012","display_name":"Condition monitoring","level":2,"score":0.5011329650878906},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.4217485785484314},{"id":"https://openalex.org/C86859247","wikidata":"https://www.wikidata.org/wiki/Q4781760","display_name":"Approximate entropy","level":3,"score":0.4210382103919983},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.4206972122192383},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.34552377462387085},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.13026130199432373},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.11543390154838562},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.0},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ssd54932.2022.9955711","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ssd54932.2022.9955711","pdf_url":null,"source":{"id":"https://openalex.org/S4363607814","display_name":"2022 19th International Multi-Conference on Systems, Signals & Devices (SSD)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 19th International Multi-Conference on Systems, Signals & Devices (SSD)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1591493950","https://openalex.org/W2010194141","https://openalex.org/W2016179185","https://openalex.org/W2019207321","https://openalex.org/W2125849121","https://openalex.org/W2127289271","https://openalex.org/W2140055317","https://openalex.org/W2166681504","https://openalex.org/W2532820014","https://openalex.org/W2592592542","https://openalex.org/W2593788477","https://openalex.org/W3000357022","https://openalex.org/W3045790961","https://openalex.org/W3084518691","https://openalex.org/W4239944110","https://openalex.org/W4254520346","https://openalex.org/W6734585084"],"related_works":["https://openalex.org/W3014107421","https://openalex.org/W2363056446","https://openalex.org/W2081563414","https://openalex.org/W2359718298","https://openalex.org/W2377062149","https://openalex.org/W2335478004","https://openalex.org/W4323520306","https://openalex.org/W4387386938","https://openalex.org/W2142557486","https://openalex.org/W2064011721"],"abstract_inverted_index":{"Automatic":[0],"Bearing":[1],"defects":[2],"are":[3,109,142,220],"able":[4],"to":[5,7,18,144,183,223],"lead":[6],"deterioration":[8],"of":[9,13,24,53,74,79,105,127,139,154],"the":[10,14,20,25,28,33,50,54,65,72,75,80,89,102,106,113,120,135,140,146,151,155,160,170,178,232],"operating":[11],"conditions":[12,206],"rotating":[15,55],"machine,":[16],"how":[17],"extract":[19],"most":[21,76],"informative":[22,77],"characteristics":[23,78],"fault":[26,35,99,185,217,224],"from":[27,176],"vibration":[29,107,201],"signals":[30,202],"and":[31,41,86,88,133,137,211,226],"classify":[32],"bearing":[34,81,184,200],"have":[36],"become":[37],"a":[38,60,124,188,236],"critical":[39],"problem":[40,44],"addressing":[42],"this":[43],"is":[45,116,163,194],"an":[46,93,167],"imperative":[47],"for":[48,71,96,118,169,203],"ensuring":[49],"safe":[51],"operation":[52],"machines.":[56],"This":[57],"paper":[58],"proposes":[59],"hybrid":[61],"method":[62,193],"that":[63,115,219,231],"uses":[64],"Empirical":[66],"Mode":[67],"Decomposition":[68],"(EMD)":[69],"technique":[70,234],"extraction":[73],"faults":[82],"using":[83,198],"calculated":[84],"energy":[85,136],"entropy":[87,138],"ANFIS":[90,171],"algorithm":[91],"as":[92,166],"intelligent":[94],"classifier":[95],"rolling":[97],"bearings":[98],"classification.":[100],"Firstly,":[101],"non-stationary":[103],"features":[104,181],"signal":[108,122],"extracted":[110,180],"by":[111,214],"applying":[112],"EMD":[114],"applied":[117],"decomposing":[119],"measured":[121],"into":[123],"fixed":[125],"amount":[126],"stationary":[128],"intrinsic":[129],"mode":[130],"functions":[131],"(IMFs),":[132],"then":[134],"IMFs":[141],"considered":[143],"form":[145],"parameters":[147,161],"vector":[148,162],"used":[149,165],"in":[150],"classification":[152,238],"stage":[153],"proposed":[156,192,233],"procedure.":[157],"In":[158],"fact,":[159],"first":[164],"input":[168],"classifier,":[172],"but":[173],"after":[174],"choosing":[175],"it":[177],"best":[179],"adapted":[182],"diagnosis":[186],"through":[187],"wrapper":[189],"algorithm.":[190],"The":[191,228],"tested":[195],"on":[196],"experiment":[197],"real":[199],"different":[204],"health":[205],"(bearing":[207],"with":[208],"inner-race,":[209],"out-race":[210],"ball":[212],"faults)":[213],"considering":[215],"12":[216],"classes":[218],"determined":[221],"according":[222],"type":[225],"severity.":[227],"results":[229],"approve":[230],"reached":[235],"good":[237],"accuracy.":[239]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":4}],"updated_date":"2025-11-25T21:42:39.735039","created_date":"2025-10-10T00:00:00"}