Skip to main content
Erschienen in:
Buchtitelbild

2021 | OriginalPaper | Buchkapitel

Optimization of Glottal Onset Peak Detection Algorithm for Accurate Jitter Measurement

verfasst von : Joana Fernandes, Pedro Henrique Borghi, Diamantino Silva Freitas, João Paulo Teixeira

Erschienen in: Optimization, Learning Algorithms and Applications

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Jitter is an acoustic parameter used as input for intelligent systems for the diagnosis of speech related pathologies. This work has the objective to improve an algorithm that allows to extract vocal parameters, and thus improve the accuracy measurement of absolute jitter parameter. Some signals were analyzed, where signal to signal was compared in order to try to understand why the values are different in some signal between the original algorithm and the reference software. In this way, some problems were found that allowed to adjust the algorithm, and improve the measurement accuracy for those signals. Subsequently, a comparative analysis was performed between the values of the original algorithm, the adjusted algorithm and the Praat software (assumed as reference). By comparing the results, it was concluded that the adjusted algorithm allows the extraction of the absolute jitter with values closer to the reference values for several speech signals. For the analysis, sustained vowels of control and pathological subjects were used.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Martins, A.l.H.G., Santana, M.F., Tavares, E.L.M.: Vocal cysts: clinical, endoscopic, and surgical aspects. J. Voice 25(1), 107–110 (2011) Martins, A.l.H.G., Santana, M.F., Tavares, E.L.M.: Vocal cysts: clinical, endoscopic, and surgical aspects. J. Voice 25(1), 107–110 (2011)
2.
Zurück zum Zitat Godino-Llorente, J., Gomez-Vilda, P., Blanco-Velasco, M.: Dimensionality reduction of a pathological voice quality assessment system based on gaussian mixture models and short-term cepstral parameters. IEEE Trans. Biomed. Eng. 53(10), 1943–1953 (2006)CrossRef Godino-Llorente, J., Gomez-Vilda, P., Blanco-Velasco, M.: Dimensionality reduction of a pathological voice quality assessment system based on gaussian mixture models and short-term cepstral parameters. IEEE Trans. Biomed. Eng. 53(10), 1943–1953 (2006)CrossRef
3.
Zurück zum Zitat Teixeira, J.P., Alves, N., Fernandes, P.O.: Vocal acoustic analysis: ANN versos SVM in classification of dysphonic voices and vocal cords paralysis. Int. J. E-Health Med. Commun. (IJEHMC) 11(1), 37–51 (2020)CrossRef Teixeira, J.P., Alves, N., Fernandes, P.O.: Vocal acoustic analysis: ANN versos SVM in classification of dysphonic voices and vocal cords paralysis. Int. J. E-Health Med. Commun. (IJEHMC) 11(1), 37–51 (2020)CrossRef
4.
Zurück zum Zitat Sataloff, R.T., Hawkshawe, M.J., Sataloff, J.B.: Common medical diagnoses and treatments in patients with voice disorders: an introduction and overview. In: Vocal Health and Pedagogy: Science, Assessment and Treatment, p. 295 (2017) Sataloff, R.T., Hawkshawe, M.J., Sataloff, J.B.: Common medical diagnoses and treatments in patients with voice disorders: an introduction and overview. In: Vocal Health and Pedagogy: Science, Assessment and Treatment, p. 295 (2017)
5.
Zurück zum Zitat Godino-Llorente, J., Gómez-Vilda, P.: Automatic detection of voice impairments by means of short-term cepstral parameters and neural network based detectors. IEEE Trans. Biomed. Eng. 51(2), 380–384 (2004)CrossRef Godino-Llorente, J., Gómez-Vilda, P.: Automatic detection of voice impairments by means of short-term cepstral parameters and neural network based detectors. IEEE Trans. Biomed. Eng. 51(2), 380–384 (2004)CrossRef
6.
Zurück zum Zitat Kadiri, S., Alku, P.: Analysis and detection of pathological voice using glottal source features. IEEE J. Sel. Top. Signal Process. 14(2), 367–379 (2020)CrossRef Kadiri, S., Alku, P.: Analysis and detection of pathological voice using glottal source features. IEEE J. Sel. Top. Signal Process. 14(2), 367–379 (2020)CrossRef
7.
Zurück zum Zitat Teixeira, J.P., Teixeira, F., Fernandes, J., Fernandes, P.O.: Acoustic analysis of chronic laryngitis - statistical analysis of sustained speech parameters. In: 11th International Conference on Bio-Inspired Systems and Signal Processing, BIOSIGNALS 2018, vol. 4, pp. 168–175 (2018) Teixeira, J.P., Teixeira, F., Fernandes, J., Fernandes, P.O.: Acoustic analysis of chronic laryngitis - statistical analysis of sustained speech parameters. In: 11th International Conference on Bio-Inspired Systems and Signal Processing, BIOSIGNALS 2018, vol. 4, pp. 168–175 (2018)
8.
Zurück zum Zitat Sripriya, N., Poornima, S., Shivaranjani, R., Thangaraju, P.: Non-intrusive technique for pathological voice classification using jitter and shimmer. In: International Conference on Computer, Communication and Signal Processing (ICCCSP), pp. 1–6 (2017) Sripriya, N., Poornima, S., Shivaranjani, R., Thangaraju, P.: Non-intrusive technique for pathological voice classification using jitter and shimmer. In: International Conference on Computer, Communication and Signal Processing (ICCCSP), pp. 1–6 (2017)
9.
Zurück zum Zitat Teixeira, J.P., Fernandes, P.: Acoustic analysis of vocal dysphonia. Procedia Comput. Sci. 64, 466–473 (2015)CrossRef Teixeira, J.P., Fernandes, P.: Acoustic analysis of vocal dysphonia. Procedia Comput. Sci. 64, 466–473 (2015)CrossRef
10.
Zurück zum Zitat Teixeira, J.P., Gonçalves, A.: Accuracy of jitter and shimmer measurements. Procedia Technol. 16, 1190–1199 (2014)CrossRef Teixeira, J.P., Gonçalves, A.: Accuracy of jitter and shimmer measurements. Procedia Technol. 16, 1190–1199 (2014)CrossRef
11.
Zurück zum Zitat Teixeira, J.P., Gonçalves, A.: Algorithm for jitter and shimmer measurement in pathologic voices. Procedia Comput. Sci. 100, 271–279 (2016)CrossRef Teixeira, J.P., Gonçalves, A.: Algorithm for jitter and shimmer measurement in pathologic voices. Procedia Comput. Sci. 100, 271–279 (2016)CrossRef
Metadaten
Titel
Optimization of Glottal Onset Peak Detection Algorithm for Accurate Jitter Measurement
verfasst von
Joana Fernandes
Pedro Henrique Borghi
Diamantino Silva Freitas
João Paulo Teixeira
Copyright-Jahr
2021
DOI
https://doi.org/10.1007/978-3-030-91885-9_10

Premium Partner