A patient-specific modelling method of blood circulatory system for the numerical simulation of enhanced external counterpulsation. (9th October 2020)
- Record Type:
- Journal Article
- Title:
- A patient-specific modelling method of blood circulatory system for the numerical simulation of enhanced external counterpulsation. (9th October 2020)
- Main Title:
- A patient-specific modelling method of blood circulatory system for the numerical simulation of enhanced external counterpulsation
- Authors:
- Li, Bao
Wang, Hui
Li, Gaoyang
Liu, Jian
Zhang, Zhe
Gu, Kaiyun
Yang, Haisheng
Qiao, Aike
Du, Jianhang
Liu, Youjun - Abstract:
- Abstract: 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 hemodynamicAbstract: 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. … (more)
- Is Part Of:
- Journal of biomechanics. Volume 111(2020)
- Journal:
- Journal of biomechanics
- Issue:
- Volume 111(2020)
- Issue Display:
- Volume 111, Issue 2020 (2020)
- Year:
- 2020
- Volume:
- 111
- Issue:
- 2020
- Issue Sort Value:
- 2020-0111-2020-0000
- Page Start:
- Page End:
- Publication Date:
- 2020-10-09
- Subjects:
- Patient-specific modelling -- Blood circulatory system -- Enhanced external counterpulsation -- Optimization algorithm -- Lumped parameter model
Animal mechanics -- Periodicals
Biomechanics -- Periodicals
Biomechanics -- Periodicals
Mécanique animale -- Périodiques
Biomécanique -- Périodiques
Electronic journals
571.4305 - Journal URLs:
- http://www.sciencedirect.com/science/journal/00219290 ↗
http://www.clinicalkey.com/dura/browse/journalIssue/00219290 ↗
http://www.clinicalkey.com.au/dura/browse/journalIssue/00219290 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.jbiomech.2020.110002 ↗
- Languages:
- English
- ISSNs:
- 0021-9290
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4953.600000
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- 14490.xml