A mathematical model of the fetal cardiovascular system based on genetic algorithms as identification technique

被引:3
|
作者
Grigioni, M
Carotti, A
Daniele, C
D'Avenio, G
Morbiducci, U
Di Benedetto, G
Albanese, S
Di Donato, R
Barbaro, V
机构
[1] Ist Super Sanita, Biomed Engn Lab, I-00161 Rome, Italy
[2] Pediat Hosp Bambino Gesu, Rome, Italy
来源
INTERNATIONAL JOURNAL OF ARTIFICIAL ORGANS | 2001年 / 24卷 / 05期
关键词
fetal hemodynamics; ventricular function; time-varying elastance;
D O I
10.1177/039139880102400507
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
The development of fetal cardiac surgery, considered the ultimate goal in the treatment of congenital cardiac malformations, needs to be supported by detailed knowledge of the blood circulation in the fetal cardiovascular system. The hemodynamic behavior in distal territories is usually inferred from vessel resistance indices, which give limited physiological information. This study presents a mathematical model of the human fetal global cardiovascular system, developed to clarify the relationships and differences existing between upper and lower body circulation. We modelled the heart with two time-varying capacitances, each representing the respective ventricle's pressure-volume relationship. The fetal vascular system was represented using two six-element Windkessel models. for the upper and lower body respectively. We obtained the identification of the set of circuital and elastance function parameters of the model using Genetic Algorithms (GAs), which follow the laws of evolutionary theory. We compared the results of our numerical study on the model identified with data collected from measurements and literature. to validate the proposed global cardiovascular system model of the human fetus. This model is intended as an instrument to investigate the differences in blood distribution between the different vascular districts in the upper and lower fetal body and the role of the aortic isthmus, the small tract of vessel connecting upper and lower fetal vascular beds; it may also represent a useful tool in the assessment of dynamic balance during mechanical assistance of circulation.
引用
收藏
页码:286 / 296
页数:11
相关论文
共 50 条
  • [41] Genetic algorithms in model structure and controller structure identification
    French, IG
    Cox, CS
    Ho, CKS
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART I-JOURNAL OF SYSTEMS AND CONTROL ENGINEERING, 1997, 211 (05) : 333 - 343
  • [42] Periodic autoregressive model identification using genetic algorithms
    Ursu, Eugen
    Turkman, Kamil Feridun
    JOURNAL OF TIME SERIES ANALYSIS, 2012, 33 (03) : 398 - 405
  • [43] Closed-Loop System Identification with Genetic Algorithms
    Whorton, Mark S.
    JOURNAL OF AEROSPACE COMPUTING INFORMATION AND COMMUNICATION, 2008, 5 (06): : 161 - 173
  • [44] Automatic Power System Identification using Genetic Algorithms
    Nowakova, Jana
    Platos, Jan
    Snasel, Vaclav
    2014 INTERNATIONAL CONFERENCE ON INTELLIGENT NETWORKING AND COLLABORATIVE SYSTEMS (INCOS), 2014, : 133 - 137
  • [45] Nonlinear parametric model identification using genetic algorithms
    Pedroso-Rodriguez, LM
    Marrero, A
    de Arazoza, H
    ARTIFICIAL NEURAL NETS PROBLEM SOLVING METHODS, PT II, 2003, 2687 : 473 - 480
  • [46] Real-coded genetic algorithms based on mathematical morphology
    Barrios, D
    Manrique, D
    Porras, J
    Ríos, J
    ADVANCES IN PATTERN RECOGNITION, 2000, 1876 : 706 - 715
  • [47] Identification of the Roessler system:: algebraic approach and genetic algorithms
    Ibáñez, CA
    Sánchez, JH
    Suárez, MSC
    Flores, FA
    Garrido, RM
    Martínez, RG
    REVISTA MEXICANA DE FISICA, 2005, 51 (05) : 437 - 441
  • [48] Volterra system identification using adaptive genetic algorithms
    Abbas, HM
    Bayoumi, MM
    APPLIED SOFT COMPUTING, 2004, 5 (01) : 75 - 86
  • [49] An Automation of the Course Design Based on Mathematical Modeling and Genetic Algorithms
    Dukhanov, Alexey
    Karpova, Maria
    Shmelev, Vadim
    FRONTIERS IN EDUCATION CONFERENCE (FIE), 2015, 2015, : 1840 - 1843
  • [50] Mathematical Model of the Cardiovascular System on the Measured Physical Exercise
    Vovkodav, Oleksandr
    Pasichnyk, Roman
    Honchar, Lyudmyla
    Shpintal, Mykhailo
    2013 12TH INTERNATIONAL CONFERENCE ON THE EXPERIENCE OF DESIGNING AND APPLICATION OF CAD SYSTEMS IN MICROELECTRONICS (CADSM 2013), 2013, : 378 - +