Coefficient-Free Blood Pressure Estimation Based on Pulse Transit Time-Cuff Pressure Dependence

被引:60
|
作者
Forouzanfar, Mohamad [1 ]
Ahmad, Saif [1 ]
Batkin, Izmail [1 ,2 ]
Dajani, Hilmi R. [1 ]
Groza, Voicu Z. [1 ]
Bolic, Miodrag [1 ]
机构
[1] Univ Ottawa, Sch Elect Engn & Comp Sci, Ottawa, ON K1N 6N5, Canada
[2] Ottawa Gen Hosp, Ottawa, ON K1H 8LC, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Blood pressure (BP); estimation; mathematical model; oscillometry; pulse transit time (PTT); OSCILLOMETRIC MAXIMUM; HYPERTENSION; VALIDATION; DEVICE;
D O I
10.1109/TBME.2013.2243148
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Oscillometry is a popular technique for automatic estimation of blood pressure (BP). However, most of the oscillometric algorithms rely on empirical coefficients for systolic and diastolic pressure evaluation that may differ in various patient populations, rendering the technique unreliable. A promising complementary technique for automatic estimation of BP, based on the dependence of pulse transit time (PTT) on cuff pressure (CP) (PTT-CP mapping), has been proposed in the literature. However, a theoretical grounding for this technique and a nonparametric BP estimation approach are still missing. In this paper, we propose a novel coefficient-free BP estimation method based on PTT-CP dependence. PTT is mathematically modeled as a function of arterial lumen area under the cuff. It is then analytically shown that PTT-CP mappings computed from various points on the arterial pulses can be used to directly estimate systolic, diastolic, and mean arterial pressure without empirical coefficients. Analytical results are cross-validated with a pilot investigation on ten healthy subjects where 150 simultaneous electrocardiogram and oscillometric BP recordings are analyzed. The results are encouraging whereby the mean absolute errors of the proposed method in estimating systolic and diastolic pressures are 5.31 and 4.51 mmHg, respectively, relative to the Food and Drug Administration approved Omron monitor. Our work thus shows promise toward providing robust and objective BP estimation in a variety of patients and monitoring situations.
引用
收藏
页码:1814 / 1824
页数:11
相关论文
共 50 条
  • [1] Cuff-Free Blood Pressure Estimation Using Pulse Transit Time and Heart Rate
    Wang, Ruiping
    Jia, Wenyan
    Mao, Zhi-Hong
    Sclabassi, Robert J.
    Sun, Mingui
    2014 12TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING (ICSP), 2014, : 115 - 118
  • [2] Blood Pressure Estimation Based on Pulse Transit Time with LANDMARC
    Wang, Yang
    Liu, Zhiwen
    2017 IEEE LIFE SCIENCES CONFERENCE (LSC), 2017, : 141 - 144
  • [3] A coefficient-free and continuous blood pressure estimation method based on the arterial lumen area model
    Ma, Song
    Wang, Guan
    Li, Liubin
    Cheng, Yuhua
    BIOMEDICAL ENGINEERING-BIOMEDIZINISCHE TECHNIK, 2019, 64 (03): : 263 - 273
  • [4] Coefficient-Free Blood Pressure Estimation Based on Arterial Lumen Area Oscillations in Oscillometric Methods
    Koohi, Iraj
    Batkin, Izmail
    Groza, Voicu Z.
    Shirmohammadi, Shervin
    Dajani, Hilmi R.
    Ahmad, Saif
    2015 IEEE 9TH INTERNATIONAL SYMPOSIUM ON INTELLIGENT SIGNAL PROCESSING (WISP), 2015, : 165 - 170
  • [5] Novel blood pressure and pulse pressure estimation based on pulse transit time and stroke volume approximation
    Joonnyong Lee
    JangJay Sohn
    Jonghyun Park
    SeungMan Yang
    Saram Lee
    Hee Chan Kim
    BioMedical Engineering OnLine, 17
  • [6] Novel blood pressure and pulse pressure estimation based on pulse transit time and stroke volume approximation
    Lee, Joonnyong
    Sohn, JangJay
    Park, Jonghyun
    Yang, SeungMan
    Lee, Saram
    Kim, Hee Chan
    BIOMEDICAL ENGINEERING ONLINE, 2018, 17
  • [7] Wearable Cuff-Less Blood Pressure Estimation at Home via Pulse Transit Time
    Ganti, Venu G.
    Carek, Andrew M.
    Nevius, Brandi N.
    Heller, J. Alex
    Etemadi, Mozziyar
    Inan, Omer T.
    IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2021, 25 (06) : 1926 - 1937
  • [8] Cuff-Less High-Accuracy Calibration-Free Blood Pressure Estimation Using Pulse Transit Time
    Kachuee, Mohamad
    Kiani, Mohammad Mahdi
    Mohammadzade, Hoda
    Shabany, Mahdi
    2015 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2015, : 1006 - 1009
  • [9] A Compensation Method for Blood Pressure Estimation by Pulse Transit Time
    Liu, Songsong
    Ma, Heather T.
    Chen, Long
    Wang, Xiaopeng
    Yuan, Dezhang
    2013 IEEE INTERNATIONAL CONFERENCE OF IEEE REGION 10 (TENCON), 2013,
  • [10] Pulse waveform as an indicator of baseline offset in pulse transit time based blood pressure estimation
    Lin, Chen
    Zhou, Yuan
    Wang, Hu
    Wang, Yao
    2017 IEEE-NIH HEALTHCARE INNOVATIONS AND POINT OF CARE TECHNOLOGIES (HI-POCT), 2017, : 26 - 31