Skip to main content
Log in

Validated method for automatic detection of lung sound crackles

  • Physiological Measurement
  • Published:
Medical and Biological Engineering and Computing Aims and scope Submit manuscript

Abstract

Crackling lung sounds are associated with many pulmonary diseases. Their occurrence reflects the quality and the severity of the disease. An automatic method for crackle detection is developed, based on analysing the spectral stationarity of the lung sound. The method is validated by studying the crackles of 20 adult patients; 10 with fibrosing alveolitis (FA) and 10 with bronchiectasis (BE). The number of crackles detected by the automatic method in inspiratory cycles is compared to the number of crackles counted from time-expanded waveforms by two expert observers. The total number of inspiratory cycles studied is 117 and that of crackles 1064. The method has a sensitivity of 89 per cent and a positive predictivity of 88 per cent for patients with FA and 80 per cent and 83 per cent respectively, for patients with BE. The linear correlation coefficients between the numbers of crackles counted by the automatic method and by the observers is 0·86 (p<0·001) for the patients with FA and 0·93 (p<0·001) for the patients with BE. The values refer to whole inspiratory cycles. The new automatic method seems reliable enough for clinical and scientific purposes. In enables a rapid and objective analysis of large materials with crackling lung sounds.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Institutional subscriptions

Similar content being viewed by others

References

  • Epler, G., Carrington, C. andGaensler, E. (1978) Crackles (rales) in the interstitial pulmonary diseases.Chest,73, 333–339.

    Google Scholar 

  • Forgacs, P. (1978)Lung Sounds. Baillière Tindall, London, 55–65.

    Google Scholar 

  • Fredberg, J. andHolford, S. (1983) Discrete lung sounds: crackles (rales) as stress-relaxation quadropoles.J. Acoust. Soc. Am.,73:3, 1036–1046.

    Article  Google Scholar 

  • Herzberg, M. andGavriely, N. (1989) An algorithm for automatic detection of lung sound crackles. Abstracts of the 14th Int. Conf. on Lung Sounds, 13th–15th September, Winnipeg, Canada.

  • Holford, S. (1981) Discontinuous adventitious lung sounds: measurement, classification, and modeling. Doctor's Thesis, Massachusetts Institute of Technology, Cambridge, USA.

    Google Scholar 

  • IEC-126 (1973), IEC reference couples for the measurement of hearing aids using earphones coupled to the ear by means of ear inserts, InInternational Electrotechnical commission IEC standard publication 126, 2nd edition, Geneve.

  • Kudoh, S., Ichikawa, K. andKosaka, K. (1977). Analysis of rales in patients with fibrosing alveolitis by a new phonopneumographic method using a soundspectrograph.Jap. J. Thoracic Diseases,8, 775–783.

    Google Scholar 

  • Kaisla, T. (1989) Feature analysis of lung sounds. Master's Thesis, Helsinki University of Technology, Finland (in Finnish).

    Google Scholar 

  • Liénard, J., Mlouka, M., Mariani, J. andSapaly, J. (1974) Real-time segmentation of speech. Preprints of the Speech Comm. Seminar, Stockholm, Sweden,3, 183–187.

  • McKusick, V., Jenkins, J. andWebb, G. (1955) The acoustic basis of the chest examination.Am. Rev. Tub.,72, 12–34.

    Google Scholar 

  • Murphy, Jr., R.,Gaensler, E., Ferris, B., Frizgerald, M., Solliday, N. andMorrissey, W. (1978) Diagnosis of asbestosis.Am. J. Respir. Dis.,65, 488–493.

    Google Scholar 

  • Murphy, Jr., R. (1985) Discontinuous adventitious lung sounds. Seminars in respiratory medicine,6:3, 210–219.

    MathSciNet  Google Scholar 

  • Murphy, Jr., R.,Del Bono, E. andDavidson, F. (1989) Validation of an automatic crackle (rale) counter.Am. Rev. Respir.,140, 1017–1020.

    Google Scholar 

  • Nath A. andCapel, L. (1974) Inspiratory crackles—early and late.Thorax,29, 223–227.

    Article  Google Scholar 

  • Piirilä, P., Sovijärvi, A., Kaisla, T. Rajala, H.-M. andKatila, T. (1991) Crackles in fibrosing alveolitis bronchiectasis, COPD and heart failure.Chest,99, 1076–1083.

    Google Scholar 

  • Shirai, F., Kudoh, H., Shibuya, A., Sada, K. andMikami, R. (1981) Crackles in asbestosis workers: auscultation and lung sound analysis.Br. J. Dis. Chest,75, 386–396.

    Article  Google Scholar 

  • Viljanen, A. (Ed.) (1982) Reference values for spirometric, pulmonary diffusing capacity and body plethysmographic studies.Scand. J. Clin. Lab. Invest.,42 (Suppl. 159), 1–34.

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Rights and permissions

Reprints and permissions

About this article

Cite this article

Kaisia, T., Sovijärvi, A., Piirilä, P. et al. Validated method for automatic detection of lung sound crackles. Med. Biol. Eng. Comput. 29, 517–521 (1991). https://doi.org/10.1007/BF02442324

Download citation

  • Received:

  • Accepted:

  • Issue Date:

  • DOI: https://doi.org/10.1007/BF02442324

Keywords

Navigation