[PDF][PDF] An alternative respiratory sounds classification system utilizing artificial neural networks

R Oweis, E Abdulhay, A Khayal, A Awad - Biomedical journal, 2015 - 163.25.114.16
Background: Computerized lung sound analysis involves recording lung sound via an
electronic device, followed by com‑puter analysis and classification based on specific signal …

Respiratory disease diagnosis using lung sounds

YP Kahya, EC Guler, S Sahin - Proceedings of the 19th Annual …, 1997 - ieeexplore.ieee.org
Lung sounds recorded from pathological and healthy subjects were classified as belonging
to restrictive and obstructive respiratory diseases and healthy subjects. Feature parameters …

Combining neural network and genetic algorithm for prediction of lung sounds

İ Güler, H Polat, U Ergün - Journal of Medical Systems, 2005 - Springer
Recognition of lung sounds is an important goal in pulmonary medicine. In this work, we
present a study for neural networks–genetic algorithm approach intended to aid in lung …

Classifying respiratory sounds with different feature sets

YP Kahya, M Yeginer, B Bilgic - 2006 International Conference …, 2006 - ieeexplore.ieee.org
In this study, different feature sets are used in conjunction with k-NN and artificial neural
network (ANN) classifiers to address the classification problem of respiratory sound signals …

Respiratory sound classification by using an incremental supervised neural network

Z Dokur - Pattern Analysis and Applications, 2009 - Springer
Determination of lung condition by auscultation is a difficult task and requires special
training of medical staff. It is, however, a difficult skill to acquire. In decision making, it is …

Lung sound classification using cepstral-based statistical features

N Sengupta, M Sahidullah, G Saha - Computers in biology and medicine, 2016 - Elsevier
Lung sounds convey useful information related to pulmonary pathology. In this paper, short-
term spectral characteristics of lung sounds are studied to characterize the lung sounds for …

Lung sounds classification using convolutional neural networks

D Bardou, K Zhang, SM Ahmad - Artificial intelligence in medicine, 2018 - Elsevier
Lung sounds convey relevant information related to pulmonary disorders, and to evaluate
patients with pulmonary conditions, the physician or the doctor uses the traditional …

Representation and classification of breath sounds recorded in an intensive care setting using neural networks

LR Waitman, KP Clarkson, JA Barwise… - Journal of clinical …, 2000 - Springer
Objective. Develop and test methods for representing and classifying breath sounds in an
intensive care setting. Methods. Breath sounds were recorded over the bronchial regions of …

A neural network-based method for respiratory sound analysis and lung disease detection

L Brunese, F Mercaldo, A Reginelli, A Santone - Applied Sciences, 2022 - mdpi.com
Background: Respiratory sound analysis represents a research topic of growing interest in
recent times. In fact, in this area, there is the potential to automatically infer the abnormalities …

Incorporating support vector machine to the classification of respiratory sounds by Convolutional Neural Network

F Cinyol, U Baysal, D Köksal, E Babaoğlu… - … Signal Processing and …, 2023 - Elsevier
Classification of respiratory sounds (RS) by artificial intelligence (AI) methods has been
studied by many groups, and a preferred method belonging to Deep Neural Networks (DNN) …