COMPARISON OF CEPSTRAL COEFFICIENTS TO OTHER VOICE EVALUATION PARAMETERS IN PATIENTS WITH OCCUPATIONAL DYSPHONIA

被引:0
作者
Niebudek-Bogusz, Ewa [1 ]
Strumillo, Pawel [2 ]
Wiktorowicz, Justyna [3 ]
Sliwinska-Kowalska, Mariola [1 ]
机构
[1] Klin Audiol & Foniatrii, Inst Med Pracy Lodzi, PL-91348 Lodz, Poland
[2] Lodz Univ Technol, Inst Elect, Lodz, Poland
[3] Univ Lodz, Fac Econ & Sociol, Chair Econ & Social Stat, PL-90131 Lodz, Poland
关键词
complex voice assessment; mel-cepstral coefficients; MFCCs; occupational voice disorders;
D O I
暂无
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
Background: Special consideration has recently been given to cepstral analysis with mel-frequency cepstral coefficients (MFCCs). The aim of this study was to assess the applicability of MFCCs in acoustic analysis for diagnosing occupational dysphonia in comparison to subjective and objective parameters of voice evaluation. Materials and Methods: The study comprised 2 groups, one of 55 female teachers (mean age: 45 years) with occupational dysphonia confirmed by videostroboscopy and 40 female controls with normal voice (mean age: 43 years). The acoustic samples involving sustained vowels "a" and four standardized sentences were analyzed by computed analysis of MFCCs. The results were compared to acoustic parameters of jitter and shimmer groups, noise to harmonic ratio, Yanagihara index evaluating the grade of hoarseness, the aerodynamic parameter: maximum phonation time and also subjective parameters: GRBAS perceptual scale and Voice Handicap Index (VHI) Results: The compared results revealed differences between the study and control groups, significant for MFCC2, MFCC3, MFCC5, MFCC6, MFCC8, MFCC10, particularly for MFCC6 (p < 0.001) and MFCC8 (p < 0.009), which may suggest their clinical applicability. In the study group, MFCC4, MFCC8 and MFCC10 correlated significantly with the major objective parameters of voice assessment. Moreover, MFCC8 coefficient, which in the female teachers correlaed with all eight objective parameters, also showed the significant relation with perceptual voice feature A (asthenity) of subjective scale GRBAS characteristic of weak tired voice Conclusions: The cepstral analysis with mel frequency cepstral coefficients is a promising tool for evaluating occupational voice disorders, capable of reflecting the perceptual voice features better than other methods of acoustic analysis.
引用
收藏
页码:805 / 816
页数:12
相关论文
共 18 条
[1]   On combining information from modulation spectra and mel-frequency cepstral coefficients for automatic detection of pathological voices [J].
Arias-Londono, Julian David ;
Godino-Llorente, Juan I. ;
Markaki, Maria ;
Stylianou, Yannis .
LOGOPEDICS PHONIATRICS VOCOLOGY, 2011, 36 (02) :60-69
[2]   The Effect of Segment Selection on Acoustic Analysis [J].
Choi, Seong Hee ;
Lee, JiYeoun ;
Sprecher, Alicia J. ;
Jiang, Jack J. .
JOURNAL OF VOICE, 2012, 26 (01) :1-7
[3]   An Introduction to the Teacher's Voice in a Biopsychosocial Perspective [J].
de Jong, F. I. C. R. S. .
FOLIA PHONIATRICA ET LOGOPAEDICA, 2010, 62 (1-2) :5-8
[4]  
Dejonckere PH, 2001, OCCUPATIONAL VOICE: CARE AND CURE, P11
[5]  
Fulljames Nicola, 2006, Logoped Phoniatr Vocol, V31, P23, DOI 10.1080/14015430500295749
[6]   Pathological Likelihood Index as a Measurement of the Degree of Voice Normality and Perceived Hoarseness [J].
Ignacio Godino-Llorente, Juan ;
Gomez-Vilda, Pedro ;
Cruz-Roldan, Fernando ;
Blanco-Velasco, Manuel ;
Fraile, Ruben .
JOURNAL OF VOICE, 2010, 24 (06) :667-677
[7]   Predictive Value and Discriminant Capacity of Cepstral- and Spectral-Based Measures During Continuous Speech [J].
Lowell, Soren Y. ;
Colton, Raymond H. ;
Kelley, Richard T. ;
Mizia, Sarah A. .
JOURNAL OF VOICE, 2013, 27 (04) :393-400
[8]   Acoustic measurement of overall voice quality: A meta-analysis [J].
Maryn, Youri ;
Roy, Nelson ;
De Bodt, Marc ;
Van Cauwenberge, Paul ;
Corthals, Paul .
JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2009, 126 (05) :2619-2634
[9]   NONLINEAR ACOUSTIC ANALYSIS IN THE EVALUATION OF OCCUPATIONAL VOICE DISORDERS [J].
Niebudek-Bogusz, Ewa ;
Grygiel, Jacek ;
Strumillo, Pawel ;
Sliwinska-Kowalska, Mariola .
MEDYCYNA PRACY, 2013, 64 (01) :29-35
[10]  
Obrebowski A., 2008, NARZAD GLOSU JEGO ZN