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A Proposal and Evaluation of a New Method Incorporating Indicators of Blood Flow and Resistance to Improve the Accuracy of Continuous Blood Pressure Estimation Using PPG
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- Kawakami Ken
- Faculty of Information Science and Technology, Hokkaido University Toshiba Electronic Devices & Storage Toshiba Corporation
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- Sumitomo Kazuhiro
- Tohoku Medical and Pharmaceutical University
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- Kanno Atsuhiro
- Tohoku Medical and Pharmaceutical University
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- Ogawa Takahiro
- Faculty of Information Science and Technology, Hokkaido University
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- Minami Shigenobu
- MIRUWS Co., Ltd.
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- Haseyama Miki
- Faculty of Information Science and Technology, Hokkaido University
Bibliographic Information
- Other Title
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- 光電容積脈波による連続血圧推定における血流の流量と抵抗指標を用いた精度向上方式の提案と評価
- コウデン ヨウセキ ミャクハ ニ ヨル レンゾク ケツアツ スイテイ ニ オケル ケツリュウ ノ リュウリョウ ト テイコウ シヒョウ オ モチイタ セイド コウジョウ ホウシキ ノ テイアン ト ヒョウカ
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Description
<p>This paper presents a new method which achieves accuracy like cuff-based BP (Blood pressure) measurement to improve the conventional cuff-less BP estimation method for a wrist-type single PPG sensor. The conventional method used the modified normalized pulse volume and the pulse rate for resistance and flow rate respectively to express BP. However, it is required to improve the performance in comparison with methods based on pulse wave velocity which involve elasticity rate relating to vascular pressure. The new method incorporates both resistance which is derived from relative velocity and peripheral arterial elasticity based on vascular function to elevate the accuracy of diastolic BP estimation. Systolic BP is also improved by the sum of estimated pulse pressure with resistance and the estimated diastolic BP value. The accuracy comparison between the conventional and proposal method was performed by cross validation for estimated BP values in 5 seconds each by using wrist-type PPG signals. It is found that the estimated SBP and DBP of the conventional method differed from the reference BP by 3.9 (mean absolute error) ±12 (standard deviation) mmHg and 4.7 ± 11 mmHg respectively. In the proposal method, the differences of estimated values are 2.5 ± 7.2 mmHg and 2.7 ± 7.8 mmHg. When compared to the AAMI requirement (5 ± 8 mmHg for both SBP and DBP estimation), the results suggest that the proposed method has great potential for a single PPG sensor device.</p>
Journal
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- IEEJ Transactions on Sensors and Micromachines
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IEEJ Transactions on Sensors and Micromachines 141 (6), 186-196, 2021-06-01
The Institute of Electrical Engineers of Japan
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Keywords
Details 詳細情報について
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- CRID
- 1390288215569460352
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- NII Article ID
- 130008046598
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- NII Book ID
- AN1052634X
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- ISSN
- 13475525
- 13418939
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- NDL BIB ID
- 031549220
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- Text Lang
- ja
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- Article Type
- journal article
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- Data Source
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- JaLC
- NDL Search
- Crossref
- CiNii Articles
- KAKEN
- OpenAIRE
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- Abstract License Flag
- Disallowed