Online estimation of lower and upper bounds for heart sound boundaries in chest sound using Convex-hull algorithm

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Özet

Heart sound localization in chest sound is an essential part for many heart sound cancellation algorithms. The main difficulty for heart sound localization methods is the precise determination of the onset and offset boundaries of the heart sound segment. This paper presents a novel method to estimate lower and upper bounds for the onset and offset of the heart sound segment, which can be used as anchor points for more precise estimation. For this purpose, first chest sound is divided into frames and then entropy and smoothed entropy features of these frames are extracted, and used in the Convex-hull algorithm to estimate the upper and lower bounds for heart sound boundaries. The Convex-hull algorithm constructs a special type of envelope function for entropy features and if the maximal difference between the envelope function and the entropy is larger than a certain threshold, this point is considered as a heart sound bound. The results of the proposed method are compared with a baseline method which is a modified version of a well-known heart sound localization method. The results show that the proposed method outperforms the baseline method in terms of accuracy and detection error rate. Also, the experimental results show that smoothing entropy features significantly improves the performance of both baseline and proposed methods. © 2012 IEEE.

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RDL Kalıcı Bağlantı (PID)
https://rdlopen.rawdatalibrary.net/r/ebyu/15878Resmi atıflarda kullanılan kalıcı adres
DOI
https://doi.org/10.1109/embc.2012.6346906Yayıncı resmi DOI adresi
Tam Kayıt
AlanDeğerDil
dc.contributor.authorÇaǧlar, F.
dc.contributor.authorOzbek, I.Y.
dc.date.accessioned2026-10-18T20:30:43.806368236Z
dc.date.available2026-10-18T20:30:43.806368236Z
dc.date.issued2012
dc.description.abstractHeart sound localization in chest sound is an essential part for many heart sound cancellation algorithms. The main difficulty for heart sound localization methods is the precise determination of the onset and offset boundaries of the heart sound segment. This paper presents a novel method to estimate lower and upper bounds for the onset and offset of the heart sound segment, which can be used as anchor points for more precise estimation. For this purpose, first chest sound is divided into frames and then entropy and smoothed entropy features of these frames are extracted, and used in the Convex-hull algorithm to estimate the upper and lower bounds for heart sound boundaries. The Convex-hull algorithm constructs a special type of envelope function for entropy features and if the maximal difference between the envelope function and the entropy is larger than a certain threshold, this point is considered as a heart sound bound. The results of the proposed method are compared with a baseline method which is a modified version of a well-known heart sound localization method. The results show that the proposed method outperforms the baseline method in terms of accuracy and detection error rate. Also, the experimental results show that smoothing entropy features significantly improves the performance of both baseline and proposed methods. © 2012 IEEE.
dc.identifier.doi10.1109/embc.2012.6346906
dc.identifier.endpage4257
dc.identifier.isbn978-142444119-8
dc.identifier.issn1557-170X
dc.identifier.pmid23366867
dc.identifier.scopus2-s2.0-84880927156
dc.identifier.startpage4254
dc.identifier.urihttps://rdlopen.rawdatalibrary.net/r/ebyu/15878
dc.identifier.volume2012
dc.identifier.wosWOS:000313296504117
dc.language.isoen
dc.publisherIEEE
dc.relation.ispartofProceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS
dc.rightsinfo:eu-repo/semantics/openAccess
dc.subjectAlgorithms
dc.subjectAuscultation
dc.subjectDiagnosis, Computer-Assisted
dc.subjectHeart Sounds
dc.subjectHumans
dc.subjectPattern Recognition, Automated
dc.subjectReproducibility of Results
dc.subjectRespiratory Sounds
dc.subjectSensitivity and Specificity
dc.subjectSound Spectrography
dc.subjectEntropy
dc.subjectEstimation
dc.subjectAnchor point
dc.subjectBaseline methods
dc.subjectDetection error rate
dc.subjectEnvelope functions
dc.subjectHeart sound cancellation
dc.subjectHeart Sound localizations
dc.subjectLower and upper bounds
dc.subjectOn-line estimation
dc.subjectUpper and lower bounds
dc.subjectMLCS
dc.subjectMLOWN
dc.subjectabnormal respiratory sound
dc.subjectalgorithm
dc.subjectarticle
dc.subjectautomated pattern recognition
dc.subjectcomputer assisted diagnosis
dc.subjectheart sound
dc.subjecthuman
dc.titleOnline estimation of lower and upper bounds for heart sound boundaries in chest sound using Convex-hull algorithm
dc.typeConference Object
dspace.entity.typePublication
rdl.citation.scopus0
rdl.citation.wos0
rdl.departmentTercan Vocational School, Erzincan University, Erzincan, Turkey. fcaglar@erzincan.edu.tr
rdl.source.indexSCOPUS
rdl.source.indexWOS
rdl.source.indexPUBMED
rdl.wos.indexConference Proceedings Citation Index - Science (CPCI-S)