On-line parameter identification of the lumped arterial system model: A simulation study

被引:9
作者
Huang, Feng [1 ]
Ying, Shunv [2 ]
机构
[1] China Jiliang Univ, Coll Metrol & Measurement Engn, Hangzhou, Zhejiang, Peoples R China
[2] Zhejiang Univ, Sch Med, Affiliated Stomatol Hosp, Hangzhou, Zhejiang, Peoples R China
来源
PLOS ONE | 2020年 / 15卷 / 07期
基金
中国国家自然科学基金;
关键词
AORTIC BLOOD-FLOW; PERFUSION; PULSE;
D O I
10.1371/journal.pone.0236012
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
A lumped model of the arterial system has been used in constructing a hybrid mock loop due to its real-time response. However, the parameters of the model are always from a general case and not adapted to a specific patient. In this study, we focused on on-line parameter identification of the lumped model of the arterial system that could be used for a specific patient. A five-element lumped arterial model is adopted in this study, in which the five parameters are to be determined. The aortic flow rate and the venous pressure are chosen as the inputs of the model, and aortic pressure as the output. An iterative optimization based on the established state space equations of the five-element model is used to seek the best parameter values by minimizing the difference between the model prediction and the previously obtained aortic pressure. The method is validated using simulated data from a complete numerical cardiovascular model. Results show that the method can track the dynamic variation of the parameters very well. Finally, a sensitivity analysis of the model parameters is conducted to interpret the effect of parameter changes. The good performance of the identification demonstrates the potential application of this method to customize a hybrid mock loop for a specific patient or clinically monitor the arterial vessel characteristics in real time.
引用
收藏
页数:17
相关论文
共 21 条
  • [1] Non-invasive cardiac output monitoring by aortic blood flow measurement with the Dynemo 3000
    Boulnois, JLG
    Pechoux, T
    [J]. JOURNAL OF CLINICAL MONITORING AND COMPUTING, 2000, 16 (02) : 127 - 140
  • [2] Left ventricle load impedance control by apical VAD can help heart recovery and patient perfusion: A numerical study
    Colacino, Francesco M.
    Moscato, Francesco
    Piedimonte, Fabio
    Arabia, Maurizio
    Danieli, Guido A.
    [J]. ASAIO JOURNAL, 2007, 53 (03) : 263 - 277
  • [3] Sensitivity analysis and model assessment: Mathematical models for arterial blood flow and blood pressure
    Ellwein, Laura M.
    Tran, Hien T.
    Zapata, Cheryl
    Novak, Vera
    Olufsen, Mette S.
    [J]. CARDIOVASCULAR ENGINEERING, 2008, 8 (02) : 94 - 108
  • [4] Gill P. E., 1981, PRACTICAL OPTIMIZATI, DOI DOI 10.2307/3616583
  • [5] The Enhanced Genetic Algorithms for the Optimization Design
    Guo, Pengfei
    Wang, Xuezhi
    Han, Yingshi
    [J]. 2010 3RD INTERNATIONAL CONFERENCE ON BIOMEDICAL ENGINEERING AND INFORMATICS (BMEI 2010), VOLS 1-7, 2010, : 2990 - 2994
  • [6] Effects on the pulmonary hemodynamics and gas exchange with a speed modulated right ventricular assist rotary blood pump: a numerical study
    Huang, Feng
    Gou, Zhe
    Fu, Yang
    Ruan, Xiaodong
    [J]. BIOMEDICAL ENGINEERING ONLINE, 2018, 17
  • [7] Pulse-Pressure-Enhancing Controller for Better Physiologic Perfusion of Rotary Blood Pumps Based on Speed Modulation
    Huang, Feng
    Ruan, Xiaodong
    Fu, Xin
    [J]. ASAIO JOURNAL, 2014, 60 (03) : 269 - 279
  • [8] A Fast Building and Effective Hydraulic Pediatric Mock Circulatory System for the Evaluation of a Left Ventricular Assist Device
    Huang, Feng
    Ruan, Xiaodong
    Zou, Jun
    Qian, Wenwei
    Fu, Xin
    [J]. ASAIO JOURNAL, 2013, 59 (06) : 575 - 585
  • [9] Doppler Measurement of Parasternal Aortic Blood Flow Velocity: A Pilot Study
    Matthews, Evan L.
    Guarino, Stephanie A.
    Masiddo, Jennifer M.
    Hosick, Peter A.
    [J]. MEDICINE AND SCIENCE IN SPORTS AND EXERCISE, 2017, 49 (05) : 726 - 726
  • [10] MEASUREMENT OF AORTIC BLOOD-FLOW BY DOPPLER ECHOCARDIOGRAPHY - DAY TO DAY VARIABILITY IN NORMAL SUBJECTS AND APPLICABILITY IN CLINICAL RESEARCH
    MOULINIER, L
    VENET, T
    SCHILLER, NB
    KURTZ, TW
    MORRIS, RC
    SEBASTIAN, A
    [J]. JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 1991, 17 (06) : 1326 - 1333