Yüzey EMG i̇şaretlerinin dalgacik dönüş ümüne dayali analizi

Ufuk Özkaya; Lütfiye Durak

doi:10.1109/SIU.2007.4298694

Yüzey EMG i̇şaretlerinin dalgacik dönüş ümüne dayali analizi

Translated title of the contribution: A wavelet transfom-based analysis of surface EMG signals

Ufuk Özkaya^*, Lütfiye Durak

^*Corresponding author for this work

Yildiz Technical University

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Citation (Scopus)

Abstract

Surface electromyogram (EMG) signals are biopotential signals, which give information about the behavior of muscles. Surface EMG signals are formed as the summation of motor unit action potentials (MUAP) obtained from active motor units. In this paper a method, which facilitates the analysis of real EMG data recorded at several contraction levels with surface electrodes, is introduced. In this method, in order to decompose surface EMG signals into their MUAP's, three different algorithms are employed and their performances are compared. Wavelet coefficients of the EMG signal whose noise components are filtered by wavelet transform are decomposed into its independent components by a statistical method, called "Independent Component Analysis (ICA)". Determination of MUAP's has been achieved using the extracted independent components.

Translated title of the contribution	A wavelet transfom-based analysis of surface EMG signals
Original language	Turkish
Title of host publication	2007 IEEE 15th Signal Processing and Communications Applications, SIU
DOIs	https://doi.org/10.1109/SIU.2007.4298694
Publication status	Published - 2007
Externally published	Yes
Event	2007 IEEE 15th Signal Processing and Communications Applications, SIU - Eskisehir, Turkey Duration: 11 Jun 2007 → 13 Jun 2007

Publication series

Name	2007 IEEE 15th Signal Processing and Communications Applications, SIU

Conference

Conference	2007 IEEE 15th Signal Processing and Communications Applications, SIU
Country/Territory	Turkey
City	Eskisehir
Period	11/06/07 → 13/06/07

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10.1109/SIU.2007.4298694

Cite this

@inproceedings{4b7cfe7c2c27462fa1e11ed9053ff1f8,

title = "Y{\"u}zey EMG {\.i}{\c s}aretlerinin dalgacik d{\"o}n{\"u}{\c s} {\"u}m{\"u}ne dayali analizi",

abstract = "Surface electromyogram (EMG) signals are biopotential signals, which give information about the behavior of muscles. Surface EMG signals are formed as the summation of motor unit action potentials (MUAP) obtained from active motor units. In this paper a method, which facilitates the analysis of real EMG data recorded at several contraction levels with surface electrodes, is introduced. In this method, in order to decompose surface EMG signals into their MUAP's, three different algorithms are employed and their performances are compared. Wavelet coefficients of the EMG signal whose noise components are filtered by wavelet transform are decomposed into its independent components by a statistical method, called {"}Independent Component Analysis (ICA){"}. Determination of MUAP's has been achieved using the extracted independent components.",

author = "Ufuk {\"O}zkaya and L{\"u}tfiye Durak",

year = "2007",

doi = "10.1109/SIU.2007.4298694",

language = "T{\"u}rk{\c c}e",

isbn = "1424407192",

series = "2007 IEEE 15th Signal Processing and Communications Applications, SIU",

booktitle = "2007 IEEE 15th Signal Processing and Communications Applications, SIU",

note = "2007 IEEE 15th Signal Processing and Communications Applications, SIU ; Conference date: 11-06-2007 Through 13-06-2007",

}

Özkaya, U & Durak, L 2007, Yüzey EMG i̇şaretlerinin dalgacik dönüş ümüne dayali analizi. in 2007 IEEE 15th Signal Processing and Communications Applications, SIU., 4298694, 2007 IEEE 15th Signal Processing and Communications Applications, SIU, 2007 IEEE 15th Signal Processing and Communications Applications, SIU, Eskisehir, Turkey, 11/06/07. https://doi.org/10.1109/SIU.2007.4298694

TY - GEN

T1 - Yüzey EMG i̇şaretlerinin dalgacik dönüş ümüne dayali analizi

AU - Özkaya, Ufuk

AU - Durak, Lütfiye

PY - 2007

Y1 - 2007

N2 - Surface electromyogram (EMG) signals are biopotential signals, which give information about the behavior of muscles. Surface EMG signals are formed as the summation of motor unit action potentials (MUAP) obtained from active motor units. In this paper a method, which facilitates the analysis of real EMG data recorded at several contraction levels with surface electrodes, is introduced. In this method, in order to decompose surface EMG signals into their MUAP's, three different algorithms are employed and their performances are compared. Wavelet coefficients of the EMG signal whose noise components are filtered by wavelet transform are decomposed into its independent components by a statistical method, called "Independent Component Analysis (ICA)". Determination of MUAP's has been achieved using the extracted independent components.

AB - Surface electromyogram (EMG) signals are biopotential signals, which give information about the behavior of muscles. Surface EMG signals are formed as the summation of motor unit action potentials (MUAP) obtained from active motor units. In this paper a method, which facilitates the analysis of real EMG data recorded at several contraction levels with surface electrodes, is introduced. In this method, in order to decompose surface EMG signals into their MUAP's, three different algorithms are employed and their performances are compared. Wavelet coefficients of the EMG signal whose noise components are filtered by wavelet transform are decomposed into its independent components by a statistical method, called "Independent Component Analysis (ICA)". Determination of MUAP's has been achieved using the extracted independent components.

UR - http://www.scopus.com/inward/record.url?scp=50249181190&partnerID=8YFLogxK

U2 - 10.1109/SIU.2007.4298694

DO - 10.1109/SIU.2007.4298694

M3 - Konferans katkısı

AN - SCOPUS:50249181190

SN - 1424407192

SN - 9781424407194

T3 - 2007 IEEE 15th Signal Processing and Communications Applications, SIU

BT - 2007 IEEE 15th Signal Processing and Communications Applications, SIU

T2 - 2007 IEEE 15th Signal Processing and Communications Applications, SIU

Y2 - 11 June 2007 through 13 June 2007

ER -

Yüzey EMG i̇şaretlerinin dalgacik dönüş ümüne dayali analizi

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