Separating nut-shell pieces from hazelnuts and pistachio kernels using impact vibration analysis

buir.contributor.authorÇetin, A. Enis
buir.contributor.orcidÇetin, A. Enis|0000-0002-3449-1958
dc.contributor.authorHabiboǧlu, Yusuf Hakanen_US
dc.contributor.authorSevimli, Rasim Akınen_US
dc.contributor.authorÇetin, A. Enisen_US
dc.contributor.authorPearson, T.C.en_US
dc.coverage.spatialHaspolat, Turkeyen_US
dc.date.accessioned2016-02-08T12:08:05Z
dc.date.available2016-02-08T12:08:05Z
dc.date.issued2013en_US
dc.departmentDepartment of Electrical and Electronics Engineeringen_US
dc.descriptionDate of Conference: 24-26 April 2013en_US
dc.description.abstractIn this article nut-shell pieces are separated from pistachio kernels and hazelnut kernels using impact vibration analysis. Vibration signals are recorded and analyzed in real-time. Mel-kepstral feature parameters and line spectral frequency values are extracted from the vibration signals. Feature parameters are classified using a Support Vector Machine (SVM) which was trained a priori using a manually classified data set. An average classification rate of 96:3% and 98:3%was achieved with Antepstyle Turkish pistachio nuts and hazelnuts. An important feature of the method is that it is easily trainable for other kinds of pistachio nuts and other nuts including walnuts. © 2013 IEEE.en_US
dc.description.provenanceMade available in DSpace on 2016-02-08T12:08:05Z (GMT). No. of bitstreams: 1 bilkent-research-paper.pdf: 70227 bytes, checksum: 26e812c6f5156f83f0e77b261a471b5a (MD5) Previous issue date: 2013en
dc.identifier.doi10.1109/SIU.2013.6531171en_US
dc.identifier.urihttp://hdl.handle.net/11693/28004
dc.language.isoTurkishen_US
dc.publisherIEEEen_US
dc.relation.isversionofhttp://dx.doi.org/10.1109/SIU.2013.6531171en_US
dc.source.title2013 21st Signal Processing and Communications Applications Conference (SIU)en_US
dc.subjectImpact vibration analysisen_US
dc.subjectLine spectral frequenciesen_US
dc.subjectMel-kepstral featureen_US
dc.subjectClassification ratesen_US
dc.subjectData seten_US
dc.subjectFeature parametersen_US
dc.subjectImportant featuresen_US
dc.subjectLine spectral frequenciesen_US
dc.subjectMel-kepstral featureen_US
dc.subjectPistachio nuten_US
dc.subjectVibration signalen_US
dc.subjectSignal encodingen_US
dc.subjectSupport vector machinesen_US
dc.subjectVibration analysisen_US
dc.titleSeparating nut-shell pieces from hazelnuts and pistachio kernels using impact vibration analysisen_US
dc.title.alternativeFindik ve antep tipi fistik içlerinin çarpma titreşim analizi kullanılarak kabuk parçalarından ayrıştırılmasıen_US
dc.typeConference Paperen_US

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Separating nut-shell pieces from hazelnuts and pistachio kernels using impact vibration analysis [Findik ve antep tipi fistik içlerinin çarpma titrȩsim analizi kullanilarak kabuk parçalarindan ayri̧stirilmasi].pdf
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