Skip to main content
Top

2019 | OriginalPaper | Chapter

Cyclostationary Analysis of Respiratory Signals with Application of Rate Determination

Authors : Esra Saatci, Ertugrul Saatci, Aydin Akan

Published in: World Congress on Medical Physics and Biomedical Engineering 2018

Publisher: Springer Singapore

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Respiratory signals are periodic-like signals where the noisy periodic pattern repeats itself. Therefore, based on a stationarity assumption, autocorrelation function contains noisy cycles in time-lag with the same rate as the respiration rate. In this work, cyclostationarity test is performed on the respiratory signals in order to determine cyclic characteristics of the time varying autocorrelation function. Our specific aim is to check whether the cycle period in time corresponds to the respiration rate. Lung simulator was used to generate the respiratory signals. Time varying autocorrelation variance was computed by using both the modified windowed, and the blocked signal methods. Our simulations resulted that the cycle period was the same as the respiration period. Moreover, we observed that cyclic frequencies corresponded to the respiratory rate and its harmonics.

Dont have a licence yet? Then find out more about our products and how to get one now:

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!

Literature
1.
go back to reference V. P. Seppa, J. V. Viik and J. Hyttinen, Assessmet of pulmonary flow using impedance pneumography, IEEE Trans. Biomed. Eng., vol. 57, no. 9, pp. 2277–2285, 2010. V. P. Seppa, J. V. Viik and J. Hyttinen, Assessmet of pulmonary flow using impedance pneumography, IEEE Trans. Biomed. Eng., vol. 57, no. 9, pp. 2277–2285, 2010.
2.
go back to reference B. Suki and K. R. Lutchen, Pseudorandom signals to estimate apparent transfer and coherence functions of nonlinear systems: applications to respiratory mechanics, IEEE Trans. Biomed. Eng., vol. 39, no. 11, pp. 1142–1152, 1999. B. Suki and K. R. Lutchen, Pseudorandom signals to estimate apparent transfer and coherence functions of nonlinear systems: applications to respiratory mechanics, IEEE Trans. Biomed. Eng., vol. 39, no. 11, pp. 1142–1152, 1999.
3.
go back to reference T. Li, H. Tang, T. Qui and Y. Park Heart sound cancellation from lung sound record using cyclostationarity, Med. Eng. and Physics, vol. 35, pp. 1831–1836, 2013. T. Li, H. Tang, T. Qui and Y. Park Heart sound cancellation from lung sound record using cyclostationarity, Med. Eng. and Physics, vol. 35, pp. 1831–1836, 2013.
4.
go back to reference W.A. Gardner and L. E. Franks, Chracterization of cyclostationary random signal processes, IEEE Trans. Infor. Theory, vol. 21, no. 1, pp. 4–14, 1975. W.A. Gardner and L. E. Franks, Chracterization of cyclostationary random signal processes, IEEE Trans. Infor. Theory, vol. 21, no. 1, pp. 4–14, 1975.
5.
go back to reference J. Wang, T. Chen and B. Huang, Cyclo-period estimation for discrete-time cyclo-stationary signals, IEEE Trans. Sig. Pro., vol. 54, no. 1, pp. 83–94, 2006. J. Wang, T. Chen and B. Huang, Cyclo-period estimation for discrete-time cyclo-stationary signals, IEEE Trans. Sig. Pro., vol. 54, no. 1, pp. 83–94, 2006.
6.
go back to reference A. Napolitano, Cyclostationarity: limits and generalizations, Signal Processing, vol. 120, pp. 323–347, 2016. A. Napolitano, Cyclostationarity: limits and generalizations, Signal Processing, vol. 120, pp. 323–347, 2016.
7.
go back to reference G. B. Giannakis, Cyclostationary signal analysis, Digital Signal Processing Handbook, Ed. V. K. Madisetti and D. B. Williams, Boca Raton: CRC Press LLC 1999. G. B. Giannakis, Cyclostationary signal analysis, Digital Signal Processing Handbook, Ed. V. K. Madisetti and D. B. Williams, Boca Raton: CRC Press LLC 1999.
8.
go back to reference J. Antoni, Cyclic spectral analysis in practice, Mech. Sys. Sig. Proc, vol. 21, pp. 597–630, 2007. J. Antoni, Cyclic spectral analysis in practice, Mech. Sys. Sig. Proc, vol. 21, pp. 597–630, 2007.
9.
go back to reference A. Napolitano, Cyclostationarity: new trends and applications, Signal Processing, vol. 120, pp. 385–408, 2016. A. Napolitano, Cyclostationarity: new trends and applications, Signal Processing, vol. 120, pp. 385–408, 2016.
10.
go back to reference J. Antoni, Cyclostationarity by examples, Mech. Sys. Sig. Proc, vol. 23, pp. 987–1036, 2009. J. Antoni, Cyclostationarity by examples, Mech. Sys. Sig. Proc, vol. 23, pp. 987–1036, 2009.
11.
go back to reference L.F. Chaparro, E. Sejdic, A. Can, O.A. Alkishriwo, S. Senay and A. Akan Asynchronous representation and processing of nonstationary signals, IEEE Sig. Pro. Mag, vol. 42, 2013. L.F. Chaparro, E. Sejdic, A. Can, O.A. Alkishriwo, S. Senay and A. Akan Asynchronous representation and processing of nonstationary signals, IEEE Sig. Pro. Mag, vol. 42, 2013.
Metadata
Title
Cyclostationary Analysis of Respiratory Signals with Application of Rate Determination
Authors
Esra Saatci
Ertugrul Saatci
Aydin Akan
Copyright Year
2019
Publisher
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-9038-7_49