{"id":"https://openalex.org/W4220780366","doi":"https://doi.org/10.1115/1.4053760","title":"A Novel Method to Classify Rolling Element Bearing Faults Using K-Nearest Neighbor Machine Learning Algorithm","display_name":"A Novel Method to Classify Rolling Element Bearing Faults Using K-Nearest Neighbor Machine Learning Algorithm","publication_year":2022,"publication_date":"2022-03-18","ids":{"openalex":"https://openalex.org/W4220780366","doi":"https://doi.org/10.1115/1.4053760"},"language":"en","primary_location":{"id":"doi:10.1115/1.4053760","doi":"https://doi.org/10.1115/1.4053760","is_oa":false,"landing_page_url":"https://doi.org/10.1115/1.4053760","pdf_url":null,"source":{"id":"https://openalex.org/S4210221713","display_name":"ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems Part B Mechanical Engineering","issn_l":"2332-9017","issn":["2332-9017","2332-9025"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","jufo-1","norway-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310316053","host_organization_name":"ASM International","host_organization_lineage":["https://openalex.org/P4310316053"],"host_organization_lineage_names":["ASM International"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part B: Mechanical Engineering","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"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/A5082791949","display_name":"More A. Vishwendra","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I141641110","display_name":"Shivaji University","ror":"https://ror.org/01bsn4x02","country_code":"IN","type":"education","lineage":["https://openalex.org/I141641110"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"More A. Vishwendra","raw_affiliation_strings":["Department of Mechanical Engineering, Rajarambapu Institute of Technology , Rajaramnagar, Sakharale Sangli, Maharashtra 415 414, India ; , Kolhapur, Maharashtra 416 004, India","Shivaji University , Rajaramnagar, Sakharale Sangli, Maharashtra 415 414, India ; , Kolhapur, Maharashtra 416 004, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Rajarambapu Institute of Technology , Rajaramnagar, Sakharale Sangli, Maharashtra 415 414, India ; , Kolhapur, Maharashtra 416 004, India","institution_ids":[]},{"raw_affiliation_string":"Shivaji University , Rajaramnagar, Sakharale Sangli, Maharashtra 415 414, India ; , Kolhapur, Maharashtra 416 004, India","institution_ids":["https://openalex.org/I141641110"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014116276","display_name":"Pratiksha S. Salunkhe","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I141641110","display_name":"Shivaji University","ror":"https://ror.org/01bsn4x02","country_code":"IN","type":"education","lineage":["https://openalex.org/I141641110"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Pratiksha S. Salunkhe","raw_affiliation_strings":["Department of Mechanical Engineering, Rajarambapu Institute of Technology , Rajaramnagar, Sakharale Sangli, Maharashtra 415 414, India ; , Kolhapur, Maharashtra 416 004, India","Shivaji University , Rajaramnagar, Sakharale Sangli, Maharashtra 415 414, India ; , Kolhapur, Maharashtra 416 004, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Rajarambapu Institute of Technology , Rajaramnagar, Sakharale Sangli, Maharashtra 415 414, India ; , Kolhapur, Maharashtra 416 004, India","institution_ids":[]},{"raw_affiliation_string":"Shivaji University , Rajaramnagar, Sakharale Sangli, Maharashtra 415 414, India ; , Kolhapur, Maharashtra 416 004, India","institution_ids":["https://openalex.org/I141641110"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033392377","display_name":"Shivanjali V. Patil","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I141641110","display_name":"Shivaji University","ror":"https://ror.org/01bsn4x02","country_code":"IN","type":"education","lineage":["https://openalex.org/I141641110"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Shivanjali V. Patil","raw_affiliation_strings":["Department of Mechanical Engineering, Rajarambapu Institute of Technology , Rajaramnagar, Sakharale Sangli 415 414, Maharashtra 415 414, India ; , Kolhapur, Maharashtra 416 004, India","Shivaji University , Rajaramnagar, Sakharale Sangli 415 414, Maharashtra 415 414, India ; , Kolhapur, Maharashtra 416 004, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Rajarambapu Institute of Technology , Rajaramnagar, Sakharale Sangli 415 414, Maharashtra 415 414, India ; , Kolhapur, Maharashtra 416 004, India","institution_ids":[]},{"raw_affiliation_string":"Shivaji University , Rajaramnagar, Sakharale Sangli 415 414, Maharashtra 415 414, India ; , Kolhapur, Maharashtra 416 004, India","institution_ids":["https://openalex.org/I141641110"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037841596","display_name":"Sumit A. Shinde","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I141641110","display_name":"Shivaji University","ror":"https://ror.org/01bsn4x02","country_code":"IN","type":"education","lineage":["https://openalex.org/I141641110"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sumit A. Shinde","raw_affiliation_strings":["Department of Mechanical Engineering, Rajarambapu Institute of Technology , Rajaramnagar, Sakharale Sangli 415 414, India ; , Kolhapur, Maharashtra 416 004, India","Shivaji University , Rajaramnagar, Sakharale Sangli 415 414, India ; , Kolhapur, Maharashtra 416 004, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Rajarambapu Institute of Technology , Rajaramnagar, Sakharale Sangli 415 414, India ; , Kolhapur, Maharashtra 416 004, India","institution_ids":[]},{"raw_affiliation_string":"Shivaji University , Rajaramnagar, Sakharale Sangli 415 414, India ; , Kolhapur, Maharashtra 416 004, India","institution_ids":["https://openalex.org/I141641110"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002760211","display_name":"Prasad V. Shinde","orcid":"https://orcid.org/0000-0002-2451-1628","observed_orcids":["https://orcid.org/0000-0002-2451-1628"]},"institutions":[{"id":"https://openalex.org/I141641110","display_name":"Shivaji University","ror":"https://ror.org/01bsn4x02","country_code":"IN","type":"education","lineage":["https://openalex.org/I141641110"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"P. V. Shinde","raw_affiliation_strings":["Department of Mechanical Engineering, Rajarambapu Institute of Technology , Rajaramnagar, Sakharale Sangli 415 414, India ; , Kolhapur, Maharashtra 416 004, India","Shivaji University , Rajaramnagar, Sakharale Sangli 415 414, India ; , Kolhapur, Maharashtra 416 004, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Rajarambapu Institute of Technology , Rajaramnagar, Sakharale Sangli 415 414, India ; , Kolhapur, Maharashtra 416 004, India","institution_ids":[]},{"raw_affiliation_string":"Shivaji University , Rajaramnagar, Sakharale Sangli 415 414, India ; , Kolhapur, Maharashtra 416 004, India","institution_ids":["https://openalex.org/I141641110"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111023016","display_name":"R. G. Desavale","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I141641110","display_name":"Shivaji University","ror":"https://ror.org/01bsn4x02","country_code":"IN","type":"education","lineage":["https://openalex.org/I141641110"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"R. G. Desavale","raw_affiliation_strings":["Department of Mechanical Engineering, Rajarambapu Institute of Technology , Rajaramnagar, Sakharale Sangli 415 414, India ; , Kolhapur, Maharashtra 416 004, India","Shivaji University , Rajaramnagar, Sakharale Sangli 415 414, India ; , Kolhapur, Maharashtra 416 004, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Rajarambapu Institute of Technology , Rajaramnagar, Sakharale Sangli 415 414, India ; , Kolhapur, Maharashtra 416 004, India","institution_ids":[]},{"raw_affiliation_string":"Shivaji University , Rajaramnagar, Sakharale Sangli 415 414, India ; , Kolhapur, Maharashtra 416 004, India","institution_ids":["https://openalex.org/I141641110"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102775601","display_name":"P. M. Jadhav","orcid":"https://orcid.org/0009-0003-4146-0062","observed_orcids":["https://orcid.org/0009-0003-4146-0062"]},"institutions":[{"id":"https://openalex.org/I141641110","display_name":"Shivaji University","ror":"https://ror.org/01bsn4x02","country_code":"IN","type":"education","lineage":["https://openalex.org/I141641110"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"P. M. Jadhav","raw_affiliation_strings":["Department of Mechanical Engineering, Rajarambapu Institute of Technology , Rajaramnagar, Sakharale Sangli 415 414, India ; , Kolhapur, Maharashtra 416 004, India","Shivaji University , Rajaramnagar, Sakharale Sangli 415 414, India ; , Kolhapur, Maharashtra 416 004, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Rajarambapu Institute of Technology , Rajaramnagar, Sakharale Sangli 415 414, India ; , Kolhapur, Maharashtra 416 004, India","institution_ids":[]},{"raw_affiliation_string":"Shivaji University , Rajaramnagar, Sakharale Sangli 415 414, India ; , Kolhapur, Maharashtra 416 004, India","institution_ids":["https://openalex.org/I141641110"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073376602","display_name":"Nagaraj V. Dharwadkar","orcid":"https://orcid.org/0000-0003-3017-0011","observed_orcids":["https://orcid.org/0000-0003-3017-0011"]},"institutions":[{"id":"https://openalex.org/I141641110","display_name":"Shivaji University","ror":"https://ror.org/01bsn4x02","country_code":"IN","type":"education","lineage":["https://openalex.org/I141641110"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Nagaraj V. Dharwadkar","raw_affiliation_strings":["Department of Computer Science and Engineering, Rajarambapu Institute of Technology , Rajaramnagar, Sakharale Sangli 415 414, India ; , Kolhapur, Maharashtra 416 004, India","Shivaji University , Rajaramnagar, Sakharale Sangli 415 414, India ; , Kolhapur, Maharashtra 416 004, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Rajarambapu Institute of Technology , Rajaramnagar, Sakharale Sangli 415 414, India ; , Kolhapur, Maharashtra 416 004, India","institution_ids":[]},{"raw_affiliation_string":"Shivaji University , Rajaramnagar, Sakharale Sangli 415 414, India ; , Kolhapur, Maharashtra 416 004, India","institution_ids":["https://openalex.org/I141641110"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5082791949"],"corresponding_institution_ids":["https://openalex.org/I141641110"],"apc_list":null,"apc_paid":null,"fwci":1.4577,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.79376546,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":98},"biblio":{"volume":"8","issue":"3","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":1.0,"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":1.0,"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":0.0,"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":0.0,"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/rolling-bearing-fault-diagnosis","display_name":"rolling bearing fault diagnosis","score":0.8320000171661377},{"id":"https://openalex.org/keywords/deep-groove-ball-bearings","display_name":"deep groove ball bearings","score":0.828000009059906},{"id":"https://openalex.org/keywords/kurtosis","display_name":"kurtosis","score":0.652999997138977},{"id":"https://openalex.org/keywords/envelope-spectrum-analysis","display_name":"envelope spectrum analysis","score":0.8450000286102295},{"id":"https://openalex.org/keywords/bearing-characteristic-frequencies","display_name":"bearing characteristic frequencies","score":0.8759999871253967},{"id":"https://openalex.org/keywords/amplitude-demodulation","display_name":"amplitude demodulation","score":0.8360000252723694},{"id":"https://openalex.org/keywords/vibration-analysis","display_name":"vibration analysis","score":0.5950000286102295},{"id":"https://openalex.org/keywords/k-nearest-neighbors","display_name":"k-nearest neighbors","score":0.8069999814033508},{"id":"https://openalex.org/keywords/bearing-defect-classification","display_name":"bearing defect classification","score":0.5759999752044678},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"feature extraction","score":0.3959999978542328}],"concepts":[{"id":"https://openalex.org/C113238511","wikidata":"https://www.wikidata.org/wiki/Q1071612","display_name":"k-nearest neighbors algorithm","level":2,"score":0.7240729928016663},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.644481897354126},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6308133006095886},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5929377675056458},{"id":"https://openalex.org/C198394728","wikidata":"https://www.wikidata.org/wiki/Q3695508","display_name":"Vibration","level":2,"score":0.5910950303077698},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5903124809265137},{"id":"https://openalex.org/C2780155820","wikidata":"https://www.wikidata.org/wiki/Q1335987","display_name":"Rolling-element bearing","level":3,"score":0.5726084113121033},{"id":"https://openalex.org/C180205008","wikidata":"https://www.wikidata.org/wiki/Q159190","display_name":"Amplitude","level":2,"score":0.5028848052024841},{"id":"https://openalex.org/C199978012","wikidata":"https://www.wikidata.org/wiki/Q1273815","display_name":"Bearing (navigation)","level":2,"score":0.4489797055721283},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3427186608314514},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.13774800300598145},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1115/1.4053760","doi":"https://doi.org/10.1115/1.4053760","is_oa":false,"landing_page_url":"https://doi.org/10.1115/1.4053760","pdf_url":null,"source":{"id":"https://openalex.org/S4210221713","display_name":"ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems Part B Mechanical Engineering","issn_l":"2332-9017","issn":["2332-9017","2332-9025"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","jufo-1","norway-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310316053","host_organization_name":"ASM International","host_organization_lineage":["https://openalex.org/P4310316053"],"host_organization_lineage_names":["ASM International"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part B: Mechanical Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1985716425","https://openalex.org/W2050902073","https://openalex.org/W2397337674","https://openalex.org/W2403687144","https://openalex.org/W2581431861","https://openalex.org/W2790195878","https://openalex.org/W2792448542","https://openalex.org/W2892276628","https://openalex.org/W2902632902","https://openalex.org/W2947547341","https://openalex.org/W2968707691","https://openalex.org/W2991146470","https://openalex.org/W2995272943","https://openalex.org/W3017047258","https://openalex.org/W3023189814","https://openalex.org/W3044474510","https://openalex.org/W3045875629","https://openalex.org/W3049726427","https://openalex.org/W3082196345","https://openalex.org/W3092481800","https://openalex.org/W3125206398","https://openalex.org/W3152133971","https://openalex.org/W3160451231","https://openalex.org/W3167851292","https://openalex.org/W3176034377","https://openalex.org/W3185872144"],"related_works":["https://openalex.org/W4416414845","https://openalex.org/W4362575990","https://openalex.org/W4320031937","https://openalex.org/W2902632902","https://openalex.org/W4200136590","https://openalex.org/W2043756480","https://openalex.org/W4394877270","https://openalex.org/W7207692748","https://openalex.org/W4412845725","https://openalex.org/W4409383199"],"abstract_inverted_index":{"Abstract":[0],"A":[1],"novel":[2],"method":[3,168,174],"is":[4,52,101],"proposed":[5],"in":[6,14,48],"this":[7,49],"work":[8],"for":[9,31,157],"the":[10,15,28,88,131,149,155,159],"classification":[11,100,181],"of":[12,19,38,74,98,148,161,163],"fault":[13,83,99,123],"ball":[16,41],"bearings.":[17],"Applications":[18],"K-nearest":[20],"neighbor":[21],"(KNN)":[22],"techniques":[23],"are":[24,46,66,85,116,134,152],"increasing,":[25],"which":[26],"redefines":[27],"state-of-the-art":[29],"technology":[30],"defect":[32],"diagnosis":[33],"and":[34,57,63,76,124,136,178],"classification.":[35],"Vibration":[36],"characteristics":[37,119],"deep":[39],"groove":[40],"bearing":[42,93,125],"with":[43,59],"different":[44,55,122,142],"defects":[45,162,177],"studied":[47],"paper.":[50],"Experimentation":[51],"conducted":[53],"at":[54,92,121],"loads":[56],"speeds":[58],"artificially":[60],"created":[61,117],"defects,":[62],"vibration":[64],"data":[65],"processed":[67],"using":[68,103,118],"kurtosis":[69],"to":[70,140,170,175],"find":[71],"frequency":[72],"band":[73],"interest":[75],"amplitude":[77,120],"demodulation":[78],"(Envelope":[79],"spectrum":[80,91],"analysis).":[81],"Bearing":[82],"amplitudes":[84],"extracted":[86],"from":[87],"filtered":[89],"signal":[90],"characteristic":[94],"frequency.":[95],"The":[96,113,127,145,165],"decision":[97],"made":[102],"a":[104],"KNN":[105,150,166],"machine":[106],"learning":[107],"classifier":[108,151],"by":[109],"training":[110,114],"feature":[111],"data.":[112],"features":[115],"conditions.":[126],"results":[128,147],"showed":[129],"that":[130],"KNN's":[132],"accuracies":[133],"100%":[135],"97.3%":[137],"when":[138],"applied":[139,153],"two":[141],"experimental":[143],"databases.":[144],"quantitative":[146],"as":[154],"guidance":[156],"investigating":[158],"type":[160],"bearing.":[164],"Classifier":[167],"proved":[169],"be":[171],"an":[172],"effective":[173],"quantify":[176],"significantly":[179],"improve":[180],"efficiency.":[182]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2022-04-03T00:00:00"}
