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作者:

Li, Bao (Li, Bao.) | Wang, Hui (Wang, Hui.) | Li, Gaoyang (Li, Gaoyang.) | Liu, Jian (Liu, Jian.) | Zhang, Zhe (Zhang, Zhe.) | Gu, Kaiyun (Gu, Kaiyun.) | Yang, Haisheng (Yang, Haisheng.) | Qiao, Aike (Qiao, Aike.) (学者:乔爱科) | Du, Jianhang (Du, Jianhang.) | Liu, Youjun (Liu, Youjun.) (学者:刘有军)

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摘要:

Lumped parameter model (LPM) is a common numerical model for hemodynamic simulation of human's blood circulatory system. The numerical simulation of enhanced external counterpulsation (EECP) is a typical biomechanical simulation process based on the LPM of blood circulatory system. In order to simulate patient-specific hemodynamic effects of EECP and develop best treatment strategy for each individual, this study developed an optimization algorithm to individualize LPM elements. Physiological data from 30 volunteers including approximate aortic pressure, cardiac output, ankle pressure and carotid artery flow were clinically collected as optimization objectives. A closed-loop LPM was established for the simulation of blood circulatory system. Aiming at clinical data, a sensitivity analysis for each element was conducted to identify the significant ones. We improved the traditional simulated annealing algorithm to iteratively optimize the sensitive elements. To verify the accuracy of the patient-specific model, 30 samples of simulated data were compared with clinical measurements. In addition, an EECP experiment was conducted on a volunteer to verify the applicability of the optimized model for the simulation of EECP. For these 30 samples, the optimization results show a slight difference between clinical data and simulated data. The average relative root mean square error is lower than 5%. For the subject of EECP experiment, the relative error of hemodynamic responses during EECP is lower than 10%. This slight error demonstrated a good state of optimization. The optimized modeling algorithm can effectively individualize the LPM for blood circulatory system, which is significant to the numerical simulation of patient-specific hemodynamics. (C) 2020 Elsevier Ltd. All rights reserved.

关键词:

Blood circulatory system Enhanced external counterpulsation Lumped parameter model Optimization algorithm Patient-specific modelling

作者机构:

  • [ 1 ] [Li, Bao]Beijing Univ Technol, Coll Life Sci & Bioengn, Dept Biomed Engn, Beijing, Peoples R China
  • [ 2 ] [Yang, Haisheng]Beijing Univ Technol, Coll Life Sci & Bioengn, Dept Biomed Engn, Beijing, Peoples R China
  • [ 3 ] [Qiao, Aike]Beijing Univ Technol, Coll Life Sci & Bioengn, Dept Biomed Engn, Beijing, Peoples R China
  • [ 4 ] [Liu, Youjun]Beijing Univ Technol, Coll Life Sci & Bioengn, Dept Biomed Engn, Beijing, Peoples R China
  • [ 5 ] [Wang, Hui]Sun Yat Sen Univ, Affiliated Hosp 8, Shenzhen, Guangdong, Peoples R China
  • [ 6 ] [Du, Jianhang]Sun Yat Sen Univ, Affiliated Hosp 8, Shenzhen, Guangdong, Peoples R China
  • [ 7 ] [Li, Gaoyang]Tohoku Univ, Inst Fluid Sci, Sendai, Miyagi, Japan
  • [ 8 ] [Liu, Jian]Peking Univ, Peoples Hosp, Beijing, Peoples R China
  • [ 9 ] [Zhang, Zhe]Peking Univ Third Hosp, Beijing, Peoples R China
  • [ 10 ] [Gu, Kaiyun]Peking Univ Third Hosp, Beijing, Peoples R China
  • [ 11 ] [Li, Bao]Beijing Univ Technol, 100 Pingleyuan, Beijing 100124, Peoples R China

通讯作者信息:

  • 刘有军

    [Liu, Youjun]Beijing Univ Technol, Dept Biomed Engn, Beijing 100124, Peoples R China

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来源 :

JOURNAL OF BIOMECHANICS

ISSN: 0021-9290

年份: 2020

卷: 111

2 . 4 0 0

JCR@2022

ESI学科: MOLECULAR BIOLOGY & GENETICS;

ESI高被引阀值:47

JCR分区:3

被引次数:

WoS核心集被引频次: 19

SCOPUS被引频次: 7

ESI高被引论文在榜: 0 展开所有

万方被引频次:

中文被引频次:

近30日浏览量: 2

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