Research Article

Heart Sound Localization and Reduction in Tracheal Sounds by Gabor Time-Frequency Masking

Volume: 17 Number: 1 March 27, 2017
EN

Heart Sound Localization and Reduction in Tracheal Sounds by Gabor Time-Frequency Masking

Abstract

Background and aim: Respiratory sounds, i.e. tracheal and lung sounds, have been of great interest due to their diagnostic values as well as the potential of their use in the estimation of the respiratory dynamics (mainly airflow). Thus the aim of the study is to present a new method to filter the heart sound interference from the tracheal sounds.

Materials and methods: Tracheal sounds and airflow signals were collected by using an accelerometer from 10 healthy subjects. Tracheal sounds were then pre-processed by Recursive Least Square - Adaptive Noise Cancellation (RLS-ANC) filter to remove background noise. Gabor time-frequency expansion was used for both heart sound localization and reduction problem.

Results: In the first step of filtering, RLS-ANC successfully filtered out the broad - band ambient noise. Reconstruction of tracheal sound was achieved from modified Gabor coefficients without heart sound noise.

Conclusion: Visual inspection and quantitative analysis demonstrated that Gabor time-frequency masking with RLS-ANC filters provides successful tracheal sound signal separation.

Keywords

References

  1. [1] Pasterkamp H, Kraman SS, Wodicka GR. Respiratory sounds advances beyond the stethoscope. Am J Respir Crit Care Med 1997; 156: 974-987.
  2. Moussavi Z, Leopando MT, Pasterkamp H, Rempel G. Computerized acoustical respiratory phase detection without airflow measurement. Med Biol Eng Comput 2000; 38(2): 198-203.
  3. Yadollahi A, Zaussavi Z. A robust method for estimating respiratory flow using tracheal sounds entropy. IEEE Trans Biomed Eng 2006; 53(4):662-668

Details

Primary Language

English

Subjects

-

Journal Section

Research Article

Authors

Esra Saatcı
İSTANBUL KÜLTÜR ÜNİVERSİTESİ
Türkiye

Aydın Akan
İstanbul Üniveristesi
Türkiye

Publication Date

March 27, 2017

Submission Date

January 16, 2017

Acceptance Date

-

Published in Issue

Year 2017 Volume: 17 Number: 1

APA
Saatcı, E., & Akan, A. (2017). Heart Sound Localization and Reduction in Tracheal Sounds by Gabor Time-Frequency Masking. IU-Journal of Electrical & Electronics Engineering, 17(1), 3275-3282. https://izlik.org/JA67RW85EE
AMA
1.Saatcı E, Akan A. Heart Sound Localization and Reduction in Tracheal Sounds by Gabor Time-Frequency Masking. IU-Journal of Electrical & Electronics Engineering. 2017;17(1):3275-3282. https://izlik.org/JA67RW85EE
Chicago
Saatcı, Esra, and Aydın Akan. 2017. “Heart Sound Localization and Reduction in Tracheal Sounds by Gabor Time-Frequency Masking”. IU-Journal of Electrical & Electronics Engineering 17 (1): 3275-82. https://izlik.org/JA67RW85EE.
EndNote
Saatcı E, Akan A (March 1, 2017) Heart Sound Localization and Reduction in Tracheal Sounds by Gabor Time-Frequency Masking. IU-Journal of Electrical & Electronics Engineering 17 1 3275–3282.
IEEE
[1]E. Saatcı and A. Akan, “Heart Sound Localization and Reduction in Tracheal Sounds by Gabor Time-Frequency Masking”, IU-Journal of Electrical & Electronics Engineering, vol. 17, no. 1, pp. 3275–3282, Mar. 2017, [Online]. Available: https://izlik.org/JA67RW85EE
ISNAD
Saatcı, Esra - Akan, Aydın. “Heart Sound Localization and Reduction in Tracheal Sounds by Gabor Time-Frequency Masking”. IU-Journal of Electrical & Electronics Engineering 17/1 (March 1, 2017): 3275-3282. https://izlik.org/JA67RW85EE.
JAMA
1.Saatcı E, Akan A. Heart Sound Localization and Reduction in Tracheal Sounds by Gabor Time-Frequency Masking. IU-Journal of Electrical & Electronics Engineering. 2017;17:3275–3282.
MLA
Saatcı, Esra, and Aydın Akan. “Heart Sound Localization and Reduction in Tracheal Sounds by Gabor Time-Frequency Masking”. IU-Journal of Electrical & Electronics Engineering, vol. 17, no. 1, Mar. 2017, pp. 3275-82, https://izlik.org/JA67RW85EE.
Vancouver
1.Esra Saatcı, Aydın Akan. Heart Sound Localization and Reduction in Tracheal Sounds by Gabor Time-Frequency Masking. IU-Journal of Electrical & Electronics Engineering [Internet]. 2017 Mar. 1;17(1):3275-82. Available from: https://izlik.org/JA67RW85EE