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A procedure for denoising dual-axis swallowing accelerometry signals
Ervin Sejdić1, Catriona M Steele, Tom Chau
1Bloorview Research Institute, Bloorview Kids Rehab and the Institute of Biomaterials and Biomedical Engineering, University of Toronto, Toronto, Ontario, Canada. esejdic@ieee.org
This study introduces a new, efficient method to reduce noise in dual-axis swallowing accelerometry signals, improving dysphagia assessment. The novel wavelet-based approach offers better accuracy and computational efficiency than existing methods.
Area of Science:
- Biomedical Engineering
- Signal Processing
- Medical Device Technology
Background:
- Dual-axis swallowing accelerometry is a developing technology for assessing dysphagia.
- Swallowing signals often contain noise from physiological and motion artifacts, hindering accurate analysis.
Purpose of the Study:
- To propose a novel, computationally efficient denoising scheme for dual-axis swallowing accelerometry signals.
- To improve the accuracy and reliability of dysphagia assessment using accelerometry data.
Main Methods:
- A novel denoising scheme using a computationally efficient search for optimal denoising thresholds within a reduced wavelet subspace.
- Algorithm determines subspace viability using the minimum value of the estimated upper bound for reconstruction error.
Main Results:
- The proposed scheme is more computationally efficient than Minimum Noiseless Description Length (MNDL)-based denoising.
- It yields smaller reconstruction errors compared to MNDL, SURE, and Donoho denoising methods.
- Improved performance was observed for dry, wet, and wet chin tuck swallows using real accelerometry data.
Conclusions:
- The developed denoising scheme offers superior computational efficiency and accuracy for swallowing accelerometry signals.
- This advancement is crucial for the future development of medical devices for dysphagia assessment.
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