Blood Pressure Measurement by Cuff Pressure Pulse Wave:Feature Modeling Cuff Pressure Pulse Waveform Inspired by Audio Source Separation
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- UCHIDA Shihori
- OMRON Corporation
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- YANAGAWA Yukiko
- OMRON Corporation
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- SASAKI Yuki
- OMRON Corporation
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- WADA Hirotaka
- OMRON Corporation
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- KOIZUMI Masayuki
- OMRON Corporation
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- NAKAJIMA Hiroshi
- OMRON Corporation
Bibliographic Information
- Other Title
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- カフ圧脈波による血圧計測:音源分離手法に着目したカフ圧脈波形状の特徴モデリング
Abstract
<p>The purpose of the study is to improve the conventional model of blood pressure(BP) measurement. The oscillometric method is most widely used to measure BP by employing a cuff pressure sensor. However, the method is affected by fluctuations in waveform shapes due to body movements, etc. Previous studies have not addressed the variabilities of waveform shapes by an appropriate model structure with the waveform characteristics. Inspired by the similarity between the cuff pressure pulse waveforms and the voice ones, we developed a novel BP measurement method with robustness against variabilities in waveform shapes. The model employs the WAVE-U-NET which has the natures of capturing both global and local features. The model is extended by considering the input channels, the size of the model, and the loss function. We conducted the experiments to investigate the performance of the developed using our own database and proved that it outperformed the oscillometric method.</p>
Journal
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- Proceedings of the Annual Conference of JSAI
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Proceedings of the Annual Conference of JSAI JSAI2023 (0), 3Xin462-3Xin462, 2023
The Japanese Society for Artificial Intelligence
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Keywords
Details 詳細情報について
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- CRID
- 1390296808221412992
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- ISSN
- 27587347
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- Text Lang
- ja
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- Data Source
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- JaLC
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- Abstract License Flag
- Disallowed