{"id":"https://openalex.org/W4318823948","doi":"https://doi.org/10.1109/impact55510.2022.10029049","title":"Classification of Bearing Faults using Discrete Wavelet Packet Analysis and Support Vector Machine","display_name":"Classification of Bearing Faults using Discrete Wavelet Packet Analysis and Support Vector Machine","publication_year":2022,"publication_date":"2022-11-26","ids":{"openalex":"https://openalex.org/W4318823948","doi":"https://doi.org/10.1109/impact55510.2022.10029049"},"language":"en","primary_location":{"id":"doi:10.1109/impact55510.2022.10029049","doi":"https://doi.org/10.1109/impact55510.2022.10029049","is_oa":false,"landing_page_url":"https://doi.org/10.1109/impact55510.2022.10029049","pdf_url":null,"source":{"id":"https://openalex.org/S7407086446","display_name":"International Conference on Multimedia, Signal Processing and Communication Technologies (IMPACT)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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 5th International Conference on Multimedia, Signal Processing and Communication Technologies (IMPACT)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","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/A5032640947","display_name":"Afroz Ahmed Saad","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I171210897","display_name":"Aligarh Muslim University","ror":"https://ror.org/03kw9gc02","country_code":"IN","type":"education","lineage":["https://openalex.org/I171210897"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Afroz Ahmed Saad","raw_affiliation_strings":["Aligarh Muslim University,Dept. of Mechanical Engineering,Aligarh,India","Dept. of Mechanical Engineering, Aligarh Muslim University, Aligarh, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aligarh Muslim University,Dept. of Mechanical Engineering,Aligarh,India","institution_ids":["https://openalex.org/I171210897"]},{"raw_affiliation_string":"Dept. of Mechanical Engineering, Aligarh Muslim University, Aligarh, India","institution_ids":["https://openalex.org/I171210897"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001829101","display_name":"Sidra Khanam","orcid":"https://orcid.org/0000-0001-7446-5386","observed_orcids":["https://orcid.org/0000-0001-7446-5386"]},"institutions":[{"id":"https://openalex.org/I171210897","display_name":"Aligarh Muslim University","ror":"https://ror.org/03kw9gc02","country_code":"IN","type":"education","lineage":["https://openalex.org/I171210897"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sidra Khanam","raw_affiliation_strings":["Aligarh Muslim University,Dept. of Mechanical Engineering,Aligarh,India","Dept. of Mechanical Engineering, Aligarh Muslim University, Aligarh, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aligarh Muslim University,Dept. of Mechanical Engineering,Aligarh,India","institution_ids":["https://openalex.org/I171210897"]},{"raw_affiliation_string":"Dept. of Mechanical Engineering, Aligarh Muslim University, Aligarh, India","institution_ids":["https://openalex.org/I171210897"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I171210897"],"apc_list":null,"apc_paid":null,"fwci":1.1449,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.78977456,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"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/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"}},{"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"}}],"keywords":[{"id":"https://openalex.org/keywords/bearing-fault-classification","display_name":"bearing fault classification","score":0.972000002861023},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"support vector machine","score":0.9950000047683716},{"id":"https://openalex.org/keywords/vibration-signal-denoising","display_name":"vibration signal denoising","score":0.9430000185966492},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"feature extraction","score":0.7129999995231628},{"id":"https://openalex.org/keywords/signal-compression","display_name":"signal compression","score":0.6539999842643738},{"id":"https://openalex.org/keywords/condition-monitoring","display_name":"condition monitoring","score":0.8799999952316284},{"id":"https://openalex.org/keywords/cwru-bearing-data","display_name":"CWRU bearing data","score":0.7009999752044678}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7546275854110718},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6285519599914551},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.57180255651474},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5621863603591919},{"id":"https://openalex.org/C155777637","wikidata":"https://www.wikidata.org/wiki/Q2736187","display_name":"Wavelet packet decomposition","level":4,"score":0.5194763541221619},{"id":"https://openalex.org/C199978012","wikidata":"https://www.wikidata.org/wiki/Q1273815","display_name":"Bearing (navigation)","level":2,"score":0.5136784911155701},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.468446284532547},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.4428788423538208},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.32657361030578613},{"id":"https://openalex.org/C196216189","wikidata":"https://www.wikidata.org/wiki/Q2867","display_name":"Wavelet transform","level":3,"score":0.2451273798942566},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.16182613372802734}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/impact55510.2022.10029049","doi":"https://doi.org/10.1109/impact55510.2022.10029049","is_oa":false,"landing_page_url":"https://doi.org/10.1109/impact55510.2022.10029049","pdf_url":null,"source":{"id":"https://openalex.org/S7407086446","display_name":"International Conference on Multimedia, Signal Processing and Communication Technologies (IMPACT)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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 5th International Conference on Multimedia, Signal Processing and Communication Technologies (IMPACT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.428600013256073,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W243674440","https://openalex.org/W1999299815","https://openalex.org/W2007030286","https://openalex.org/W2008606976","https://openalex.org/W2048522269","https://openalex.org/W2090745024","https://openalex.org/W2135449931","https://openalex.org/W2163039171","https://openalex.org/W2488793338","https://openalex.org/W2555448499","https://openalex.org/W2760294269","https://openalex.org/W2786347331","https://openalex.org/W3092363736","https://openalex.org/W4283809551"],"related_works":["https://openalex.org/W2034294339","https://openalex.org/W2910652383","https://openalex.org/W2084846083","https://openalex.org/W2388109900","https://openalex.org/W2898899769","https://openalex.org/W2035069782","https://openalex.org/W2098753958","https://openalex.org/W2580344951","https://openalex.org/W2470363378","https://openalex.org/W2622332645"],"abstract_inverted_index":{"The":[0,18,146,167],"automation":[1],"of":[2,6,23,32,44,52,94,106],"condition":[3],"monitoring":[4],"strategies":[5],"industrial":[7,16],"sectors":[8],"is":[9,29,87,170],"on":[10,71],"the":[11,14,33,42,73,92,108,124,136,174],"rise":[12],"with":[13],"current":[15],"revolution.":[17],"automatic":[19],"detection":[20],"and":[21,51,64,79,113,135,138,152,161],"classification":[22,50,163,168],"bearing":[24,48],"faults":[25],"using":[26,83,143,157,173],"machine":[27],"learning":[28],"also":[30],"one":[31],"application":[34],"domains.":[35],"A":[36],"lot":[37],"has":[38,58,132],"been":[39,133],"investigated":[40],"into":[41],"use":[43],"different":[45,158],"classifiers":[46],"for":[47,97,177],"fault":[49,178],"them,":[53],"Support":[54],"Vector":[55],"Machine":[56],"(SVM)":[57],"emerged":[59],"out":[60],"as":[61],"a":[62,88,103],"simple":[63],"confident":[65],"classifier.":[66],"Sufficient":[67],"studies":[68],"are":[69,141,155,165],"available":[70],"selecting":[72],"features":[74,109,147],"from":[75,110,127,149],"raw":[76,111],"vibration":[77],"data":[78,126],"then":[80],"training":[81],"them":[82],"SVM;":[84],"however,":[85],"there":[86],"dearth":[89],"in":[90],"investing":[91],"role":[93],"denoised":[95,139,153,175],"signal":[96,112,114,176],"feature":[98],"extraction.":[99],"This":[100],"work":[101],"presents":[102],"comparative":[104],"study":[105],"extracting":[107],"processed":[115],"through":[116],"Discrete":[117],"Wavelet":[118],"Packet":[119],"Analysis":[120],"(DWPA).":[121],"For":[122],"this":[123],"opensource":[125],"Case":[128],"Western":[129],"Reserve":[130],"University":[131],"used":[134],"compressed":[137,151],"signals":[140,154],"obtained":[142,148],"Symlet5":[144],"wavelet.":[145],"raw,":[150],"trained":[156],"SVM":[159],"classifier":[160],"their":[162],"accuracies":[164],"compared.":[166],"accuracy":[169],"enhanced":[171],"by":[172],"investigation.":[179]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-10-28T10:33:24.094632","created_date":"2023-02-02T00:00:00"}