{"id":"https://openalex.org/W2121313089","doi":"https://doi.org/10.1155/2012/582453","title":"Evaluation of Effectiveness of Wavelet Based Denoising Schemes Using ANN and SVM for Bearing Condition Classification","display_name":"Evaluation of Effectiveness of Wavelet Based Denoising Schemes Using ANN and SVM for Bearing Condition Classification","publication_year":2012,"publication_date":"2012-01-01","ids":{"openalex":"https://openalex.org/W2121313089","doi":"https://doi.org/10.1155/2012/582453","mag":"2121313089","pmid":"https://pubmed.ncbi.nlm.nih.gov/23213323"},"language":"en","primary_location":{"id":"doi:10.1155/2012/582453","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2012/582453","pdf_url":"https://downloads.hindawi.com/journals/cin/2012/582453.pdf","source":{"id":"https://openalex.org/S72372694","display_name":"Computational Intelligence and Neuroscience","issn_l":"1687-5265","issn":["1687-5265","1687-5273"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Intelligence and Neuroscience","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/cin/2012/582453.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5113892700","display_name":"G S Vijay","orcid":"https://orcid.org/0000-0002-4301-9778"},"institutions":[{"id":"https://openalex.org/I164861460","display_name":"Manipal Academy of Higher Education","ror":"https://ror.org/02xzytt36","country_code":"IN","type":"education","lineage":["https://openalex.org/I164861460"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Vijay G. S.","raw_affiliation_strings":["Department of Mechanical and Manufacturing Engineering, Manipal Institute of Technology, Manipal University, Karnataka, Manipal 576104, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical and Manufacturing Engineering, Manipal Institute of Technology, Manipal University, Karnataka, Manipal 576104, India","institution_ids":["https://openalex.org/I164861460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059139567","display_name":"H.S. Kumar","orcid":"https://orcid.org/0000-0002-3238-0250"},"institutions":[{"id":"https://openalex.org/I11880225","display_name":"National Institute of Technology Karnataka","ror":"https://ror.org/01hz4v948","country_code":"IN","type":"education","lineage":["https://openalex.org/I11880225"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Kumar H. S.","raw_affiliation_strings":["Department of Mechanical Engineering, NMAM Institute of Technology, Karnataka, Nitte 574104, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, NMAM Institute of Technology, Karnataka, Nitte 574104, India","institution_ids":["https://openalex.org/I11880225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038677876","display_name":"Srinivasa Pai P","orcid":null},"institutions":[{"id":"https://openalex.org/I11880225","display_name":"National Institute of Technology Karnataka","ror":"https://ror.org/01hz4v948","country_code":"IN","type":"education","lineage":["https://openalex.org/I11880225"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Srinivasa Pai P.","raw_affiliation_strings":["Department of Mechanical Engineering, NMAM Institute of Technology, Karnataka, Nitte 574104, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, NMAM Institute of Technology, Karnataka, Nitte 574104, India","institution_ids":["https://openalex.org/I11880225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003392230","display_name":"N S Sriram","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sriram N. S.","raw_affiliation_strings":["Department of Mechanical Engineering, Vidya Vikas Institute of Engineering and Technology, Karnataka, Mysore 570028, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Vidya Vikas Institute of Engineering and Technology, Karnataka, Mysore 570028, India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051619318","display_name":"Raj B. K. N. Rao","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Raj B. K. N. Rao","raw_affiliation_strings":["COMADEM International, Birmingham B29 6DA, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"COMADEM International, Birmingham B29 6DA, UK","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5113892700"],"corresponding_institution_ids":["https://openalex.org/I164861460"],"apc_list":{"value":2100,"currency":"USD","value_usd":2100},"apc_paid":{"value":2100,"currency":"USD","value_usd":2100},"fwci":4.5466,"has_fulltext":true,"cited_by_count":25,"citation_normalized_percentile":{"value":0.94623021,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"2012","issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9991000294685364,"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":0.9991000294685364,"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":0.9965000152587891,"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/T10688","display_name":"Image and Signal Denoising Methods","score":0.9932000041007996,"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/support-vector-machine","display_name":"Support vector machine","score":0.7053919434547424},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.7041056752204895},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.6596368551254272},{"id":"https://openalex.org/keywords/noise-reduction","display_name":"Noise reduction","score":0.6471601724624634},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6415741443634033},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6290527582168579},{"id":"https://openalex.org/keywords/bearing","display_name":"Bearing (navigation)","score":0.5707257986068726},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3676125407218933},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.350921094417572}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7053919434547424},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.7041056752204895},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.6596368551254272},{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.6471601724624634},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6415741443634033},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6290527582168579},{"id":"https://openalex.org/C199978012","wikidata":"https://www.wikidata.org/wiki/Q1273815","display_name":"Bearing (navigation)","level":2,"score":0.5707257986068726},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3676125407218933},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.350921094417572}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D058067","descriptor_name":"Wavelet Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D058067","descriptor_name":"Wavelet Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D058067","descriptor_name":"Wavelet Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D059629","descriptor_name":"Signal-To-Noise Ratio","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D059629","descriptor_name":"Signal-To-Noise Ratio","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D059629","descriptor_name":"Signal-To-Noise Ratio","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1155/2012/582453","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2012/582453","pdf_url":"https://downloads.hindawi.com/journals/cin/2012/582453.pdf","source":{"id":"https://openalex.org/S72372694","display_name":"Computational Intelligence and Neuroscience","issn_l":"1687-5265","issn":["1687-5265","1687-5273"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Intelligence and Neuroscience","raw_type":"journal-article"},{"id":"pmid:23213323","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/23213323","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational intelligence and neuroscience","raw_type":null},{"id":"pmh:oai:doaj.org/article:843447b506314c00b0f2ab20003f2cbb","is_oa":false,"landing_page_url":"https://doaj.org/article/843447b506314c00b0f2ab20003f2cbb","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computational Intelligence and Neuroscience, Vol 2012 (2012)","raw_type":"article"},{"id":"pmh:oai:europepmc.org:2513677","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/3505639","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1155/2012/582453","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2012/582453","pdf_url":"https://downloads.hindawi.com/journals/cin/2012/582453.pdf","source":{"id":"https://openalex.org/S72372694","display_name":"Computational Intelligence and Neuroscience","issn_l":"1687-5265","issn":["1687-5265","1687-5273"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Intelligence and Neuroscience","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8196851178","display_name":null,"funder_award_id":"VTU/Aca-RGS/2008-2009/7200","funder_id":"https://openalex.org/F4320324893","funder_display_name":"Visvesvaraya Technological University"}],"funders":[{"id":"https://openalex.org/F4320324893","display_name":"Visvesvaraya Technological University","ror":"https://ror.org/00ha14p11"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2121313089.pdf","grobid_xml":"https://content.openalex.org/works/W2121313089.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W1932236749","https://openalex.org/W1991519797","https://openalex.org/W1995352662","https://openalex.org/W2012616522","https://openalex.org/W2014065015","https://openalex.org/W2015701355","https://openalex.org/W2016324154","https://openalex.org/W2031423206","https://openalex.org/W2038331350","https://openalex.org/W2040584032","https://openalex.org/W2063789075","https://openalex.org/W2064474534","https://openalex.org/W2067802406","https://openalex.org/W2083520984","https://openalex.org/W2090425108","https://openalex.org/W2093605951","https://openalex.org/W2113327167","https://openalex.org/W2114880299","https://openalex.org/W2117691915","https://openalex.org/W2146842127","https://openalex.org/W2149298154","https://openalex.org/W2162529253","https://openalex.org/W2163172065","https://openalex.org/W2164109458","https://openalex.org/W2184722236","https://openalex.org/W2542700981"],"related_works":["https://openalex.org/W2090763504","https://openalex.org/W2382174632","https://openalex.org/W2035937180","https://openalex.org/W2129959498","https://openalex.org/W2784060934","https://openalex.org/W2902714807","https://openalex.org/W2537489131","https://openalex.org/W148178222","https://openalex.org/W2046633342","https://openalex.org/W2394084632"],"abstract_inverted_index":{"The":[0,58,87,165],"wavelet":[1,30],"based":[2,31,37,90,170],"denoising":[3,32,85,124,167],"has":[4],"proven":[5],"its":[6],"ability":[7],"to":[8,83,122,156,183],"denoise":[9],"the":[10,16,22,39,42,48,54,64,73,92,95,100,103,135,148,160,163,172,176,179,185,188,192],"bearing":[11,55,75,118],"vibration":[12,76,104],"signals":[13,105],"by":[14],"improving":[15],"signal-to-noise":[17],"ratio":[18],"(SNR)":[19],"and":[20,47,94,128,158,162,178],"reducing":[21],"root-mean-square":[23],"error":[24],"(RMSE).":[25],"In":[26,99],"this":[27],"paper":[28],"seven":[29],"schemes":[33],"have":[34],"been":[35],"evaluated":[36],"on":[38,91,171],"performance":[40],"of":[41,61,139,175],"Artificial":[43],"Neural":[44],"Network":[45],"(ANN)":[46],"Support":[49],"Vector":[50],"Machine":[51],"(SVM),":[52],"for":[53,116],"condition":[56],"classification.":[57],"work":[59],"consists":[60],"two":[62],"parts,":[63],"first":[65],"part":[66],"in":[67],"which":[68,140],"a":[69,108,141],"synthetic":[70,193],"signal":[71,77],"simulating":[72],"defective":[74],"with":[78],"Gaussian":[79],"noise":[80],"was":[81,97,181],"subjected":[82,121],"these":[84,123],"schemes.":[86,125],"best":[88,166],"scheme":[89,168],"SNR":[93],"RMSE":[96],"identified.":[98],"second":[101],"part,":[102],"collected":[106],"from":[107,134],"customized":[109],"Rolling":[110],"Element":[111],"Bearing":[112],"(REB)":[113],"test":[114,159],"rig":[115],"four":[117],"conditions":[119],"were":[120,132,145,154],"Several":[126],"time":[127],"frequency":[129],"domain":[130],"features":[131,144,153],"extracted":[133],"denoised":[136],"signals,":[137],"out":[138],"few":[142],"sensitive":[143],"selected":[146],"using":[147,191],"Fisher's":[149],"Criterion":[150],"(FC).":[151],"Extracted":[152],"used":[155],"train":[157],"ANN":[161,177],"SVM.":[164],"identified,":[169],"classification":[173],"performances":[174],"SVM,":[180],"found":[182],"be":[184],"same":[186],"as":[187],"one":[189],"obtained":[190],"signal.":[194]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":4},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":5},{"year":2013,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2016-06-24T00:00:00"}
