Noise reduction method for the heart sound records from digital stethoscope

Chen, Haoyu (2015) Noise reduction method for the heart sound records from digital stethoscope. [Thesis (PhD/Research)]

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Abstract

In recent years, digital instruments have been widely used in the medical area with the rapid development of digital technology. The digital stethoscope, which converts the
acoustic sound waves in to electrical signals and then amplifies them, is gradually replacing the conventional acoustic stethoscope with the advantage of additional usage
such as restoring, replaying and processing the signals for optimal listening. As the sounds are transmitted in to electrical form, they can be recorded for further signal processing. One of the major problems with recording heart sounds is noise corruption. Although there are many solutions available to noise reduction problems, it was found that most of them are based on the assumption that the noise is an additive white noise [1]. More research is required to find different de-noising techniques based on the specific noise present. Therefore, this study is motivated to answer the research question: ‘How might
the noise be reduced from the heart sound records collected from digital stethoscope with suitable noise reduction method’.

This research question is divided into three sub-questions, including the identification of the noise spectrum, the design of noise reduction method and the assessment of the
method. In the identification stage, five main kinds of noise were chosen and their characteristics and spectrums were discussed. Compared with different kinds of adaptive
filters, the suitable noise reduction filter for this study was confirmed. To assess the effect of the method, 68 pieces of sound resources were collected for the experiment. These sounds were selected based on the noise they contain. A special noise reduction method was developed for the noise. This method was tested and assessed with those sound samples by two factors: the noise level and the noise kind. The results of the experiment showed the effect of the noise reduction method for each
kind of noise. The outcomes indicated that this method was suitable for heart sound noise reduction. The findings of this study, including the analysis of noise level and noise kind, indicated and concluded that the chosen method for heart sound noise reduction performed well.

This is perhaps the first attempt to understand and assess the noise reduction method with classified heart sound signals which are collected from the real healthcare environment. This noise reduction method may provide a de-noising solution for the specific noise present in heart sound.


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Item Type: Thesis (PhD/Research)
Item Status: Live Archive
Additional Information: Doctor of Philosophy (PhD) thesis.
Faculty / Department / School: Current - Faculty of Business, Education, Law and Arts - School of Management and Enterprise
Supervisors: Gururajan, Raj; Xiang, Wei
Date Deposited: 27 Nov 2015 02:08
Last Modified: 01 Dec 2017 05:29
Uncontrolled Keywords: digital stethoscope, noise reduction, Otsu’s method, noise classification
Fields of Research : 11 Medical and Health Sciences > 1199 Other Medical and Health Sciences > 119999 Medical and Health Sciences not elsewhere classified
09 Engineering > 0903 Biomedical Engineering > 090304 Medical Devices
09 Engineering > 0903 Biomedical Engineering > 090303 Biomedical Instrumentation
URI: http://eprints.usq.edu.au/id/eprint/28138

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