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A Novel Neural Netw...
A Novel Neural Network Model for Blood Pressure Estimation Using Photoplethesmography without Electrocardiogram
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- Wang, Ludi (författare)
- Beijing Univ Posts & Telecommun, Automat Sch, Beijing 100876, Peoples R China.
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- Zhou, Wei (författare)
- Uppsala universitet,Funktionell farmakologi
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- Xing, Ying (författare)
- Beijing Univ Posts & Telecommun, Automat Sch, Beijing 100876, Peoples R China.
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- Zhou, Xiaoguang (författare)
- Beijing Univ Posts & Telecommun, Automat Sch, Beijing 100876, Peoples R China.
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Beijing Univ Posts & Telecommun, Automat Sch, Beijing 100876, Peoples R China Funktionell farmakologi (creator_code:org_t)
- HINDAWI LTD, 2018
- 2018
- Engelska.
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Ingår i: Journal of Healthcare Engineering. - : HINDAWI LTD. - 2040-2295 .- 2040-2309.
- Relaterad länk:
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https://doi.org/10.1...
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https://uu.diva-port... (primary) (Raw object)
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Abstract
Ämnesord
Stäng
- The prevention, evaluation, and treatment of hypertension have attracted increasing attention in recent years. As photoplethysmography (PPG) technology has been widely applied to wearable sensors, the noninvasive estimation of blood pressure (BP) using the PPG method has received considerable interest. In this paper, a method for estimating systolic and diastolic BP based only on a PPG signal is developed. The multitaper method (MTM) is used for feature extraction, and an artificial neural network (ANN) is used for estimation. Compared with previous approaches, the proposed method obtains better accuracy; the mean absolute error is 4.02 +/- 2.79mmHg for systolic BP and 2.27 +/- 1.82mmHg for diastolic BP.
Ämnesord
- MEDICIN OCH HÄLSOVETENSKAP -- Hälsovetenskap -- Folkhälsovetenskap, global hälsa, socialmedicin och epidemiologi (hsv//swe)
- MEDICAL AND HEALTH SCIENCES -- Health Sciences -- Public Health, Global Health, Social Medicine and Epidemiology (hsv//eng)
- MEDICIN OCH HÄLSOVETENSKAP -- Medicinska och farmaceutiska grundvetenskaper -- Farmakologi och toxikologi (hsv//swe)
- MEDICAL AND HEALTH SCIENCES -- Basic Medicine -- Pharmacology and Toxicology (hsv//eng)
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