Neural classification of lung sounds using wavelet coefficients

A Kandaswamy, CS Kumar, RP Ramanathan… - Computers in biology …, 2004 - Elsevier
lung sound signals using wavelet transform, and classification using artificial neural network
(ANN). Lung sound … paper uses db8 wavelet for time-frequency analysis of lung sounds. 19-…

Detection of respiratory sounds based on wavelet coefficients and machine learning

F Meng, Y Shi, N Wang, M Cai, Z Luo - IEEE Access, 2020 - ieeexplore.ieee.org
… The frequency distribution of lung sounds cannot be characterized by the simple statistics of
wavelet coefficients. Cepstrum coefficients, particularly Mel frequency cepstrum coefficients (…

Feature Extraction and classification of lung sounds based on wavelet coefficients

YI Liu, S LI, D ZHOU - Wavelet Analysis and Active Media …, 2005 - World Scientific
… In this study, we decomposed the lung sounds with WT to obtain every wavelet coefficients
matrix, and then create the input feature vectors for ANN. This greatly decreased the number …

Wavelets: An efficient tool for lung sounds analysis

F Ayari, AT Alouani, M Ksouri - 2008 IEEE/ACS International …, 2008 - ieeexplore.ieee.org
wavelets for lung sounds analysis and show that wavelets with one vanishing moment can
successfully detect pathological changes of the lung which produce soundssounds which …

A wavelet-based reduction of heart sound noise from lung sounds

LJ Hadjileontiadis, SM Panas - International Journal of Medical Informatics, 1998 - Elsevier
sounds signal and interferes in the analysis of lung sounds. In this paper, the use of a wavelet
… de-noising tool, implemented in lung sounds analysis, is presented. The multiresolution …

Neural classification of lung sounds using wavelet packet coefficients energy

Y Liu, C Zhang, Y Peng - Pacific Rim International Conference on Artificial …, 2006 - Springer
lung sounds data were sampled from various subjects. Each signal is segmented to inspiration
and expiration. From their high dimension WPD coefficients… classify the lung sound types. …

An overview of heart-noise reduction of lung sound using wavelet transform based filter

I Hossain, Z Moussavi - … Conference of the IEEE Engineering in …, 2003 - ieeexplore.ieee.org
… The signal energy is concentrated in a small number of wavelet coefficients and the co…
of the coefficients to remove noise. In our case of separating heart sounds from lung sounds

A new type of wavelet de-noising algorithm for lung sound signals

M Fei, W Yixuan, S Yan, C Maolin… - 2018 IEEE …, 2018 - ieeexplore.ieee.org
… In this paper, eight wavelet coefficients get eight groups of lung sound positions, with eight
… of lung sounds and the subscript is the number of wavelet coefficients. The final location of …

A lung sound classification system based on the rational dilation wavelet transform

S Ulukaya, G Serbes, I Sen… - 2016 38th Annual …, 2016 - ieeexplore.ieee.org
… , a wavelet based classification system that aims to discriminate crackle, normal and wheeze
lung sounds … Malmurugan, “Neural classification of lung sounds using wavelet coefficients,” …

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
sounds into several sub-bands before calculating some parameters. This study used five
lung sound classes obtained from various sources. Furthermore, the wavelet analysis process …