A Lung Sound Classification System based on the Rational Dilation Wavelet Transform

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dc.authoridUlukaya, Sezer/0000-0003-0473-7547
dc.authoridSerbes, Gorkem/0000-0003-4591-7368
dc.authorwosidKahya, Yasemin P/Q-1766-2015
dc.authorwosidUlukaya, Sezer/N-9772-2015
dc.authorwosidUlukaya, Sezer/HJY-5331-2023
dc.authorwosidSerbes, Gorkem/AAZ-8822-2020
dc.contributor.authorUlukaya, Sezer
dc.contributor.authorSerbes, Gorkem
dc.contributor.authorSen, Ipek
dc.contributor.authorKahya, Yasemin P.
dc.date.accessioned2024-06-12T11:18:56Z
dc.date.available2024-06-12T11:18:56Z
dc.date.issued2016
dc.departmentTrakya Üniversitesien_US
dc.description38th Annual International Conference of the IEEE-Engineering-in-Medicine-and-Biology-Society (EMBC) -- AUG 16-20, 2016 -- Orlando, FLen_US
dc.description.abstractI n this work, a wavelet based classification system that aims to discriminate crackle, normal and wheeze lung sounds is presented. While the previous works related with this problem use constant low Q-factor wavelets, which have limited frequency resolution and can not cope with oscillatory signals, in the proposed system, the Rational Dilation Wavelet Transform, whose Q-factors can be tuned, is employed. Proposed system yields an accuracy of 95 % for crackle, 97 % for wheeze, 93.50 % for normal and 95.17 % for total sound signal types using energy feature subset and proposed approach is superior to conventional low Q-factor wavelet analysis.en_US
dc.description.sponsorshipIEEE Engn Med & Biol Socen_US
dc.description.sponsorshipBogazici University [16A02D2]; Turkish Scientific Technical Research Council (TUBITAK) [2211]en_US
dc.description.sponsorshipThis work was supported by Bogazici University Research Fund under grant number 16A02D2. The work of S. Ulukaya is supported by the Ph.D. scholarship (2211) from Turkish Scientific Technical Research Council (TUBITAK).en_US
dc.identifier.endpage3748en_US
dc.identifier.issn1557-170X
dc.identifier.issn1558-4615
dc.identifier.pmid28269104en_US
dc.identifier.scopus2-s2.0-85009090839en_US
dc.identifier.scopusqualityN/Aen_US
dc.identifier.startpage3745en_US
dc.identifier.urihttps://hdl.handle.net/20.500.14551/25008
dc.identifier.wosWOS:000399823504025en_US
dc.identifier.wosqualityN/Aen_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.indekslendigikaynakPubMeden_US
dc.language.isoenen_US
dc.publisherIEEEen_US
dc.relation.ispartof2016 38th Annual International Conference Of The Ieee Engineering In Medicine And Biology Society (Embc)en_US
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectFrequencyen_US
dc.titleA Lung Sound Classification System based on the Rational Dilation Wavelet Transformen_US
dc.typeConference Objecten_US

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