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Published on: August 28, 2018
Acoustic source separation for the detection of coronary artery sounds
Daniel B Cooper1, Michael J Roan, Pavlos P Vlachos
1School of Biomedical Engineering and Sciences, Virginia Tech, 100 Randolph Hall, Blacksburg, Virginia 24061, USA.
Insights
This study introduces a new method to isolate coronary artery disease (CAD) sounds from chest noise using acoustic source separation. The technique shows computational feasibility for improving CAD diagnosis through sound analysis.
Area of Science:
- Biomedical Engineering
- Acoustics
- Cardiovascular Disease Diagnostics
Background:
- Coronary artery disease (CAD) is a leading cause of death in the US.
- Current diagnostic screening for CAD faces significant challenges.
- Phonoangiography aims to detect CAD using acoustic signatures of turbulent blood flow, but is limited by low signal-to-noise ratio.
Purpose of the Study:
- To demonstrate the computational feasibility of an acoustic source separation methodology for isolating coronary artery sounds.
- To develop a method for detecting CAD by separating coronary artery sounds from background chest noise.
- To assess the vulnerability of the proposed method to measurement errors.
Main Methods:
- Acoustic finite element analysis (FEA) was performed on physiologically accurate chest geometries.
- An original acoustic source separation methodology was developed based on pseudoinversion of mixing matrices.
- Mixing matrices were determined through a combination of experimental and computational approaches.
- Coronary artery sound emission was calculated from acoustic velocity measurements on the chest surface.
Main Results:
- The study computationally demonstrated the feasibility of the proposed acoustic source separation technique.
- The method allows for the calculation of sounds emitted by coronary arteries.
- The vulnerability of the approach to potential measurement errors was examined.
Conclusions:
- The developed acoustic source separation methodology is computationally feasible for isolating coronary artery sounds.
- This technique holds potential for improving the diagnostic capabilities of phonoangiography for CAD.
- Further investigation into real-world application and robustness against measurement errors is warranted.
Abstract:
Coronary artery disease (CAD) is the leading cause of death in the United States, being responsible for more than 20% of all deaths in the country. This is in large part due to the difficulty of diagnostic screening for CAD. Phonoangiography seeks to detect CAD via the acoustic signature associated with turbulent flow near an abnormally constricted, or stenosed, region. However, the usefulness of the technique is severely hindered by the low strength of the CAD signal compared to the background noise within the chest. In this work, acoustic finite element analysis (FEA) was performed on physiologically accurate chest geometries to demonstrate the feasibility of an original acoustic source separation methodology for isolating coronary sounds. This approach is based upon pseudoinversion of mixing matrices determined through a combination of experiment and computation. This allows calculation of the sound emitted by the coronary arteries based upon measurements of the acoustic velocity on the chest surface. This work demonstrates the feasibility of such a technique computationally and examines the vulnerability of the proposed approach to measurement errors.
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