Analysis and Classification of Air Disc Brake Sounds in Time and Frequency Domain

dc.contributor.author Zeynep Ertekin
dc.contributor.author Nalan Ozkurt
dc.contributor.author Cem Yilmaz
dc.contributor.author Yilmaz, Cem
dc.contributor.author Ertekin, Zeynep
dc.contributor.author Ozkurt, Nalan
dc.coverage.spatial Izmir TURKEY
dc.date.accessioned 2025-10-06T16:20:28Z
dc.date.issued 2018
dc.description.abstract In this study analysis and classification of audio data collected from faulty air disc brakes has been carried out by Fourier Transform (FT). The sound data have been recorded by 2 identical Norsonic Type 1228 microphones in the laboratory of Ege Fren A.S. on a vehicle. The recorded data set which has been transferred into computer by a data acquisition board has been analyzed in Matlab. Number of zero crossings, mean variance entropy and spectral rolloff of Fourier coefficients have been used as features in order to distinguish normal and faulty brakes. These features have been classified with 10x10 crossvalidation by using kth nearest neighbour algorithm with a success rate of 96.23 %
dc.description.sponsorship Aselsan; et al.; Huawei; IEEE Signal Processing Society; IEEE Turkey Section; Netas
dc.identifier.doi 10.1109/SIU.2018.8404267
dc.identifier.isbn 978-1-5386-1501-0
dc.identifier.isbn 9781538615010
dc.identifier.issn 2165-0608
dc.identifier.scopus 2-s2.0-85050820468
dc.identifier.uri https://gcris.yasar.edu.tr/handle/123456789/6404
dc.identifier.uri https://doi.org/10.1109/SIU.2018.8404267
dc.language.iso Turkish
dc.publisher IEEE
dc.relation.ispartof 26th IEEE Signal Processing and Communications Applications Conference (SIU)
dc.relation.ispartofseries Signal Processing and Communications Applications Conference
dc.rights info:eu-repo/semantics/closedAccess
dc.source 2018 26TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU)
dc.subject Fourier Transform, Air Disc Brake System, Sound Analysis, Classification
dc.subject FAULT-DIAGNOSIS, VIBRATION
dc.subject Sound Analysis
dc.subject Air Disc Brake System
dc.subject Classification
dc.subject Fourier Transform
dc.title Analysis and Classification of Air Disc Brake Sounds in Time and Frequency Domain
dc.type Conference Object
dspace.entity.type Publication
gdc.author.scopusid 57203172672
gdc.author.scopusid 57212498829
gdc.author.scopusid 8546186400
gdc.author.wosid Ozkurt, Nalan/AAW-2921-2020
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gdc.description.department
gdc.description.departmenttemp [Ertekin, Zeynep; Ozkurt, Nalan] Yasar Univ, Elekt & Elekt Muhendisligi Bolumu, Izmir, Turkey; [Yilmaz, Cem] Ege Fren, Makine Muhendisligi, Izmir, Turkey
gdc.description.endpage 4
gdc.description.publicationcategory Konferans Öğesi - Uluslararası - Kurum Öğretim Elemanı
gdc.description.startpage 1
gdc.description.woscitationindex Conference Proceedings Citation Index - Science
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gdc.oaire.sciencefields 0209 industrial biotechnology
gdc.oaire.sciencefields 0202 electrical engineering, electronic engineering, information engineering
gdc.oaire.sciencefields 02 engineering and technology
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gdc.virtual.author Ertekin, Zeynep
gdc.virtual.author Özkurt, Nalan
gdc.wos.citedcount 0
person.identifier.orcid OZKURT- NALAN/0000-0002-7970-198X, Ertekin- Zeynep/0000-0001-9162-1790
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