A new approach based on a 1D + 2D convolutional neural network and evolving fuzzy system for the diagnosis of cardiovascular disease from heart sound signals

Author:

Xiao Feng,Liu Haiquan,Lu Jia

Funder

Chongqing Municipal Education Commission

Publisher

Elsevier BV

Subject

Acoustics and Ultrasonics

Reference47 articles.

1. World Health Organization, “WHO Director-General's opening remarks at the media briefing – 21 June 2023”, Available: https://www.who.int/ director-general/speeches/detail/who-director-gener-al-s-opening-remarks-at-the-media-briefing---21-june-2023.

2. A global perspective on cardiovascular disease in vulnerable populations;Yeates;Can J Cardiol,2015

3. Fundamental heart sounds analysis using improved complete ensemble EMD with adaptive noise;Altuve;Biocybernetics Biomed Eng,2020

4. Hossain I, Moussavi Z. An overview of heart-noise reduction of lung sound using wavelet transform based filter, Proceedings of the 25th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (IEEE Cat. No.03CH37439), Cancun, Mexico, vol. 1, pp. 458-461, 2003. 10.1109/IEMBS.2003. 1279719.

5. Şehirli E, Turan MK. A novel method for segmentation of QRS complex on ECG signals and classification of cardiovascular diseases via a hybrid model based on machine learning. International Journal of Intelligent Systems and Applications in Engineering 2021; 9(1): 12-21. 10.18201/ijisae. 2 021167932.

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