AN INTELLIGENT PATTERN RECOGNITION SYSTEM BASED ON NEURAL NETWORKS AND WAVELET DECOMPOSITION FOR INTERPRETATION OF LUNG SOUNDS

Cilt: 1 Sayı: 1 1 Şubat 2006
  • Ibrahim Turkoglu
Technological Applied Sciences Kapak
Technological Applied Sciences
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AN INTELLIGENT PATTERN RECOGNITION SYSTEM BASED ON NEURAL NETWORKS AND WAVELET DECOMPOSITION FOR INTERPRETATION OF LUNG SOUNDS

Öz

In this study, a new automated pattern recognition system for interpretation of lung sound signals based on wavelet decomposition of signals and classification using neural network is developed. Inputs to the system are the lung sound signals acquired by a stethoscope in a noiseless environment. Features for the objective concise representation of lung sound signals are generated by means of wavelet decomposition. Classification of the features is performed using a back propagation neural network with adaptive learning rate. Ten different types of lung sound signals are analysed. Fifty-one record windows obtained from young humans are studied. Thirty of the record windows in database are selected to be used for training phase of the neural network. The results show that the intelligent pattern recognition system used to interpret ten different types of lung sound are acquired a high success.

Anahtar Kelimeler

Ayrıntılar

Birincil Dil

Türkçe

Konular

-

Bölüm

-

Yazarlar

Ibrahim Turkoglu Bu kişi benim

Yayımlanma Tarihi

1 Şubat 2006

Gönderilme Tarihi

8 Ağustos 2014

Kabul Tarihi

-

Yayımlandığı Sayı

Yıl 2006 Cilt: 1 Sayı: 1

DOI

https://doi.org/10.12739/10.12739

IZ

https://izlik.org/JA23TJ47JJ

Kaynak Göster

RIS / Bibtex
APA
Turkoglu, I. (2006). AN INTELLIGENT PATTERN RECOGNITION SYSTEM BASED ON NEURAL NETWORKS AND WAVELET DECOMPOSITION FOR INTERPRETATION OF LUNG SOUNDS. Technological Applied Sciences, 1(1), 23-31. https://doi.org/10.12739/10.12739
AMA
1.Turkoglu I. AN INTELLIGENT PATTERN RECOGNITION SYSTEM BASED ON NEURAL NETWORKS AND WAVELET DECOMPOSITION FOR INTERPRETATION OF LUNG SOUNDS. Technological Applied Sciences. 2006;1(1):23-31. doi:10.12739/10.12739
Chicago
Turkoglu, Ibrahim. 2006. “AN INTELLIGENT PATTERN RECOGNITION SYSTEM BASED ON NEURAL NETWORKS AND WAVELET DECOMPOSITION FOR INTERPRETATION OF LUNG SOUNDS”. Technological Applied Sciences 1 (1): 23-31. https://doi.org/10.12739/10.12739.
EndNote
Turkoglu I (01 Şubat 2006) AN INTELLIGENT PATTERN RECOGNITION SYSTEM BASED ON NEURAL NETWORKS AND WAVELET DECOMPOSITION FOR INTERPRETATION OF LUNG SOUNDS. Technological Applied Sciences 1 1 23–31.
IEEE
[1]I. Turkoglu, “AN INTELLIGENT PATTERN RECOGNITION SYSTEM BASED ON NEURAL NETWORKS AND WAVELET DECOMPOSITION FOR INTERPRETATION OF LUNG SOUNDS”, Technological Applied Sciences, c. 1, sy 1, ss. 23–31, Şub. 2006, doi: 10.12739/10.12739.
ISNAD
Turkoglu, Ibrahim. “AN INTELLIGENT PATTERN RECOGNITION SYSTEM BASED ON NEURAL NETWORKS AND WAVELET DECOMPOSITION FOR INTERPRETATION OF LUNG SOUNDS”. Technological Applied Sciences 1/1 (01 Şubat 2006): 23-31. https://doi.org/10.12739/10.12739.
JAMA
1.Turkoglu I. AN INTELLIGENT PATTERN RECOGNITION SYSTEM BASED ON NEURAL NETWORKS AND WAVELET DECOMPOSITION FOR INTERPRETATION OF LUNG SOUNDS. Technological Applied Sciences. 2006;1:23–31.
MLA
Turkoglu, Ibrahim. “AN INTELLIGENT PATTERN RECOGNITION SYSTEM BASED ON NEURAL NETWORKS AND WAVELET DECOMPOSITION FOR INTERPRETATION OF LUNG SOUNDS”. Technological Applied Sciences, c. 1, sy 1, Şubat 2006, ss. 23-31, doi:10.12739/10.12739.
Vancouver
1.Ibrahim Turkoglu. AN INTELLIGENT PATTERN RECOGNITION SYSTEM BASED ON NEURAL NETWORKS AND WAVELET DECOMPOSITION FOR INTERPRETATION OF LUNG SOUNDS. Technological Applied Sciences. 01 Şubat 2006;1(1):23-31. doi:10.12739/10.12739