Scalable serial hardware architecture of multilayer perceptron neural network for automatic wheezing detection

A Semmad, M Bahoura - Microprocessors and Microsystems, 2023 - Elsevier
This paper proposes a serial hardware architecture of a multilayer perceptron (MLP) neural
network for real-time wheezing detection in respiratory sounds. As an established …

FPGA implementation of an automatic wheezing detection system

M Bahoura - Biomedical Signal Processing and Control, 2018 - Elsevier
This paper presents a new hardware architecture for real-time wheezing detection in
pulmonary sounds. The proposed architecture is based on Mel-frequency cepstral …

A comparison of neural network models for wheeze detection

KE Forkheim, D Scuse… - Ieee wescanex 95 …, 1995 - ieeexplore.ieee.org
An analysis of the use of neural networks to process lung sounds and identify wheezes is
presented. Both raw signal data and Fourier transform data were used to train and test a …

Efficient FPGA-based architecture of an automatic wheeze detector using a combination of MFCC and SVM algorithms

O Boujelben, M Bahoura - Journal of Systems Architecture, 2018 - Elsevier
This paper proposes a new hardware implementation of an automatic wheeze detector in
pulmonary sounds. The proposed system is based on the combination of Mel-frequency …

FPGA implementation of an automatic wheezes detector based on MFCC and SVM

O Boujelben, M Bahoura - 2016 2nd International Conference …, 2016 - ieeexplore.ieee.org
The present paper proposes a new hardware implementation to categorize lung sounds into
wheeze and normal groups. The suggested architecture employs the Mel-Frequency …

Long short term memory based recurrent neural network for wheezing detection in pulmonary sounds

A Semmad, M Bahoura - 2021 IEEE International Midwest …, 2021 - ieeexplore.ieee.org
This paper presents a new technique for wheezes detection in respiratory sounds using a
Long Short-Term Memory (LSTM), a specific type of Recurrent Neural Networks (RNNs). The …

[HTML][HTML] An FPGA-based rapid wheezing detection system

BS Lin, TS Yen - International journal of environmental research and …, 2014 - mdpi.com
Wheezing is often treated as a crucial indicator in the diagnosis of obstructive pulmonary
diseases. A rapid wheezing detection system may help physicians to monitor patients over …

Automatic Wheezing Detection Based on Signal Processing of Spectrogram and Back‐Propagation Neural Network

BS Lin, HD Wu, SJ Chen - Journal of healthcare engineering, 2015 - Wiley Online Library
Wheezing is a common clinical symptom in patients with obstructive pulmonary diseases
such as asthma. Automatic wheezing detection offers an objective and accurate means for …

Using back-propagation neural network for automatic wheezing detection

BS Lin, HD Wu, SJ Chen, GE Jan… - … on Intelligent Information …, 2015 - ieeexplore.ieee.org
This study describes the design of a fast and high performance wheeze recognition system.
The proposed wheezing detection algorithm is based on order truncate average (OTA) and …

Automatic wheezing recognition in recorded lung sounds

RJ Riella, P Nohama, RF Borges… - Proceedings of the 25th …, 2003 - ieeexplore.ieee.org
This paper describes the investigation of techniques for lung sounds analysis using the
spectrogram image processing of respiratory cycles as a parameter source for automatic …