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 …
genetic algorithm approach intended to aid in lung sound classification. Lung sound was …

Pulmonary Image Recognition and Respiratory Feature Analysis Under Neural Network and Genetic Algorithm

XH Ruan, H Huang - Journal of Nanoelectronics and …, 2022 - ingentaconnect.com
… Then, the proposed algorithm was used to verify its effectiveness by collecting the respiratory
sound signals of related diseases. The genetic algorithm could not only obtain the global …

Classification of lung sounds using higher-order statistics: A divide-and-conquer approach

R Naves, BHG Barbosa, DD Ferreira - Computer methods and programs in …, 2016 - Elsevier
sounds generated by the human body. Thus, the aim of this study was to implement a pattern
recognition system to classify lung sounds. … Our results showed that the Genetic Algorithms

Analysis of respiratory sounds: state of the art

S Reichert, R Gass, C Brandt… - … and pulmonary medicine, 2008 - journals.sagepub.com
… [46] focus on artificial intelligence technics; they combined neural network and genetic
algorithm for analysis of lung sounds. First, they selected complete respiratory cycles, on which a …

An Evolutionary Deep Learning for Respiratory Sounds Analysis: A Survey

ZH Albakaa, AT Alb-Salih - … on Forthcoming Networks and Sustainability in …, 2024 - Springer
… to automate the study of sound. A technique that utilizes neural networks and genetic
algorithms to classify lung sounds is provided here. The lung sounds of people suffering from a …

An Evolutionary Deep Learning for Respiratory

ZH Albakaa¹, AT Alb-Salih - … Networks and Sustainability in the AIoT Era … - books.google.com
… to automate the study of sound. A technique that utilizes neural networks and genetic
algorithms to classify lung sounds is provided here. The lung sounds of people suffering from a …

Classification of lung sounds using convolutional neural networks

M Aykanat, Ö Kılıç, B Kurt, S Saryal - EURASIP Journal on Image and …, 2017 - Springer
… Using this device, we recorded 17,930 lung sounds from 1630 subjects. … learning algorithms
and by classifying respiratory sounds. Our data consists of audio recordings of lung sounds

Machine learning in lung sound analysis: a systematic review

R Palaniappan, K Sundaraj, NU Ahamed - Biocybernetics and Biomedical …, 2013 - Elsevier
algorithms for the diagnosis of lung sound. This paper highlights the importance of machine
learning in computer-based lung sound … The work of Güler, who used genetic algorithm-…

[PDF][PDF] A new scheme for automatic classification of pathologic lung sounds

F Ayari, M Ksouri, A Alouani - … Journal of Computer Science Issues (IJCSI), 2012 - Citeseer
… to the genetic algorithm. The most popular method, however, is a simple Picard iteration
through the first order conditions for fixed points (stationary) in the above equation, known as …

Lung sounds classification using convolutional neural networks

D Bardou, K Zhang, SM Ahmad - Artificial intelligence in medicine, 2018 - Elsevier
Genetic algorithms and Fisher’s discriminant ratio are used to reduce dimensionality, and
for classification, k-NN, and naive Bayes classifiers are used to classify lung sound events in a …