Cuff-less and continuous blood pressure measurement based on pulse transit time from carotid and toe photoplethysmograms

被引:3
|
作者
Zuhair Sameen A. [1 ]
Jaafar R. [2 ]
Zahedi E. [3 ]
Kok Beng G. [2 ]
机构
[1] Department of Medical Instrumentation Engineering Techniques, College of Medical Techniques, Al-Farahidi University, Baghdad
[2] Department of Electrical Electronic and Systems Engineering, Faculty of Engineering, and Built Environment, University Kebangsaan Malaysia (UKM), Bangi
[3] SwifTek Consulting, Vancouver
来源
关键词
blood pressure (BP); electrocardiogram (ECG); photoplethysmogram (PPG); Pulse transit time (PTT); pulse wave velocity (PWV); system identification (SI);
D O I
10.1080/03091902.2022.2077998
中图分类号
学科分类号
摘要
Blood pressure (BP) is a vital health parameter that varies throughout the day. As a single reading of high BP may not indicate hypertension, continuous monitoring of BP is usually recommended by medical doctors to confirm the diagnosis of hypertension. In the last few decades, researchers have investigated cuff-less and continuous BP measurements based on pulse transit time (PTT). The main purpose of this research is to develop an autoregressive (ARX) system identification (SI)-based PTT calculation model using two PPG signals acquired from carotid and toe. The signals were recorded from 65 subjects with an age range between 20 and 60 years. The results of the study have been validated in two stages. The first validation comprised the estimated BP from PTT using SI compared to the measured BP using the cuff-based method for all subjects. The results of the estimated BP using the proposed method compared to the measured BP obtained using the standard BP cuff measurement method are highly correlated to both systolic blood pressure (R 2 = 0.8132) and diastolic blood pressure (R 2 = 0.8357). The second validation consisted of comparing PTT values using system identification to the results of the PTT derived from the ECG–PPG method. The results showed that both methods are highly correlated (R 2 = 0.7808), and there is no significant difference between them (p < 0.05) with a slightly better PTT estimation related to DBP in the proposed method. Our results have proven that the PTT obtained from the carotid PPG and toe PPG using the system identification approach yielded SBP and DBP estimations that are consistent with the values of the conventional BP cuff method. The newly proposed method has the advantage of being cuff-less and able to provide continuous BP measurements. © 2022 Informa UK Limited, trading as Taylor & Francis Group.
引用
收藏
页码:567 / 589
页数:22
相关论文
共 50 条
  • [31] Introduction of Boosting Algorithms in Continuous Non-Invasive Cuff-less Blood Pressure Estimation using Pulse Arrival Time
    Ghosh, Aayushman
    Chatterjee, Tamaghno
    Sarkar, Sayan
    2021 43RD ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE & BIOLOGY SOCIETY (EMBC), 2021, : 5429 - 5432
  • [32] Non-invasive Cuff-less Measurement of Blood Pressure Based on Machine Learning
    Viunytskyi, Oleh
    Shulgin, Vyacheslav
    Sharonov, Valery
    Totsky, Alexander
    15TH INTERNATIONAL CONFERENCE ON ADVANCED TRENDS IN RADIOELECTRONICS, TELECOMMUNICATIONS AND COMPUTER ENGINEERING (TCSET - 2020), 2020, : 203 - 206
  • [33] Distributed Model Architecture for Cuff-Less Blood Pressure Measurement System
    Dave T.
    Joshi M.
    Pandya U.
    SN Computer Science, 3 (6)
  • [34] INCREMENTAL VALUE OF A CUFF-LESS BLOOD MEASUREMENT DEVICE COMPARED TO CLINIC BLOOD PRESSURE MEASUREMENT
    Vischer, Annina
    Hotz, Leana
    Derendinger, Felicia
    Krisai, Philipp
    Socrates, Thenral
    Schumacher, Christina
    Mayr, Michael
    Burkard, Thilo
    JOURNAL OF HYPERTENSION, 2024, 42
  • [35] Improving Cuff-Less Continuous Blood Pressure Estimation with Linear Regression Analysis
    Figini, Valeria
    Galici, Sofia
    Russo, Daniele
    Centonze, Ilenia
    Visintin, Monica
    Pagana, Guido
    ELECTRONICS, 2022, 11 (09)
  • [36] INCREMENTAL VALUE OF A CUFF-LESS BLOOD MEASUREMENT DEVICE COMPARED TO CLINIC BLOOD PRESSURE MEASUREMENT
    Vischer, Annina
    Leana, Hotz
    Felicia, Derendinger
    Krisai, Philipp
    Thenral, Socrates
    Christina, Schumacher
    Mayr, Michael
    Burkard, Thilo
    SWISS MEDICAL WEEKLY, 2024, 154 : 82S - 83S
  • [37] A Novel Indicator for Cuff-Less Blood Pressure Estimation Based on Photoplethysmography
    Jiang, Hongyang
    Miao, Fen
    Gao, Mengdi
    Hong, Xi
    He, Qingyun
    Ma, He
    Li, Ye
    HEALTH INFORMATION SCIENCE, HIS 2016, 2016, 10038 : 119 - 128
  • [38] A Novel Clustering-Based Algorithm for Continuous and Noninvasive Cuff-Less Blood Pressure Estimation
    Farki, Ali
    Kazemzadeh, Reza Baradaran
    Noughabi, Elham Akhondzadeh
    JOURNAL OF HEALTHCARE ENGINEERING, 2022, 2022
  • [39] Wireless body sensor network for continuous cuff-less blood pressure monitoring
    Espina, Javier
    Falck, Thomas
    Muehlsteff, Jens
    Aubert, Xavier
    2006 3RD IEEE/EMBS INTERNATIONAL SUMMER SCHOOL ON MEDICAL DEVICES AND BIOSENSORS, 2006, : 11 - +
  • [40] Smartphone-based Continuous Blood Pressure Measurement Using Pulse Transit Time
    Gholamhosseini, Hamid
    Meintjes, Andries
    Baig, Mirza
    Linden, Maria
    PHEALTH 2016, 2016, 224 : 84 - 89