Adventitious and Normal Respiratory Sound Analysis with Machine Learning Methods

BA Demirci, Y Koçyiğit, D Kızılırmak… - Celal Bayar University …, 2022 - dergipark.org.tr
The computerized respiratory sound analysis systems provide vital information concerning
the current condition of the lung. These systems, used by physicians for the diagnosis of …

[PDF][PDF] Feature extraction and classification methods for lung sounds

NS Haider - International Journal of Innovative Technology and …, 2020 - researchgate.net
The lung sounds is a non-stationary signal. It is a major challenge to analyze and
differentiate the type of pulmonary disorder based on lung sounds. This paper presents a …

[PDF][PDF] Machine Learning-Based Classification of Pulmonary Diseases through Real-Time Lung Sounds.

S Balasubramanian, P Rajadurai - International Journal of …, 2024 - academia.edu
The study presents a computer-based automated system that employs machine learning to
classify pulmonary diseases using lung sound data collected from hospitals. Denoising …

Lung sound classification using wavelet transform and entropy to detect lung abnormality

A Rizal, A Puspitasari - Serbian Journal of Electrical Engineering, 2022 - doiserbia.nb.rs
Lung sounds provide essential information about the health of the lungs and respiratory
tract. They have unique and distinguishable patterns associated with the abnormalities in …

[PDF][PDF] Comparison of discrete wavelet transform and wavelet packet decomposition for the lung sound classification

A Rizal, R Hidayat, HA Nugroho - Far East …, 2017 - achmadrizal.staff.telkomuniversity.ac …
Auscultation is still the main procedure by the physician in determining the health condition
of a person's lungs. Auscultation heavily depends on the physician's skill and experience …

A novel feature extraction technique for pulmonary sound analysis based on EMD

A Mondal, P Banerjee, H Tang - Computer methods and programs in …, 2018 - Elsevier
Background and objective: The stethoscope based auscultation technique is a primary
diagnostic tool for chest sound analysis. However, the performance of this method is limited …

Respiratory sound classification using cepstral features and support vector machine

R Palaniappan, K Sundaraj - 2013 IEEE Recent Advances in …, 2013 - ieeexplore.ieee.org
Respiratory sound analysis provides vital information of the present condition of the Lungs. It
can be used to assist medical professionals in differential diagnosis. In this paper, we intend …

[PDF][PDF] A Review on Classification of Adventitious Lung Sounds

H Devangan, N Jain - International Journal of Engineering Research …, 2015 - academia.edu
Now a days there are various reasons which affect the proper functioning of human lungs.
Researchers have proved that, for the classification of lung sound, various processes are …

Neural classification of lung sounds using wavelet coefficients

A Kandaswamy, CS Kumar, RP Ramanathan… - Computers in biology …, 2004 - Elsevier
Electronic auscultation is an efficient technique to evaluate the condition of respiratory
system using lung sounds. As lung sound signals are non-stationary, the conventional …

Computerized lung sound based classification of asthma and chronic obstructive pulmonary disease (COPD)

NS Haider, AK Behera - Biocybernetics and Biomedical Engineering, 2022 - Elsevier
Diagnostic ambiguity between chronic pulmonary diseases like asthma and Chronic
Obstructive Pulmonary Disease (COPD) is very high, as they exhibit similar symptoms …