Phase Estimation Method by Pulse Waveform of Blood Pressure Using Beat-by-Beat Features
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- SASAKI Yuki
- OMRON Corporation
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- UCHIDA Shihori
- OMRON Corporation
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- WADA Hirotaka
- OMRON Corporation
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- KOIZUMI Masayuki
- OMRON Corporation
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- YANAGAWA Yukiko
- OMRON Corporation
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- NAKAJIMA Hiroshi
- OMRON Corporation
Bibliographic Information
- Other Title
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- 一拍脈波特徴量を用いた血圧脈波のフェーズ推定法
Abstract
<p>The standard blood pressure monitor measures systolic blood pressure (SBP) and diastolic blood pressure (DBP) by using oscillometric method. The method measures blood pressure (BP) precisely by the variabilities in waveforms amplitude but sometimes vulnerable to noise. Recently, the novel method has been developed by employing the neural network based on the features of beat-by-beat waveforms. It classifies each beat into the one of the three different phases, presystolic, between systolic and diastolic, and after diastolic. It could use more information amount than the oscillometric method but still requires some improvements on its performance. In the study, we improved the novel method based on the phase estimation by employing the new features and the new architecture of the neural network. The experiments were conducted to investigate the performance of the developed method. According to the experimental results, the method improves the standard deviation of errors on both SBP and DBP.</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), 2E1GS1002-2E1GS1002, 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
- 1390578283197822976
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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