Classification of Normalized Healty and Pathological Lung Sounds

Aras S., GANGAL A., BÜLBÜL Y.

23nd Signal Processing and Communications Applications Conference (SIU), Malatya, Türkiye, 16 - 19 Mayıs 2015, ss.1150-1153 identifier identifier

  • Yayın Türü: Bildiri / Tam Metin Bildiri
  • Cilt numarası:
  • Doi Numarası: 10.1109/siu.2015.7130039
  • Basıldığı Şehir: Malatya
  • Basıldığı Ülke: Türkiye
  • Sayfa Sayıları: ss.1150-1153
  • Karadeniz Teknik Üniversitesi Adresli: Evet

Özet

In this paper, lung sounds were classified as healthy and pathological. Means and standard deviations of Mel Frequency Cepstrum Coefficients were used as features and also parameters obtained by exponential curve fitted to these values. Optimum performance obtained as 92.65% when exponential curve fit parameters used for the average of Mel Frequency Cepstrum Coefficients. k-Nearest Neighbor algorithm were used in the classification process.