Published 2012
| Version v1
Conference paper
Cardiac Mechanical Parameter Calibration based on the Unscented Transform
Contributors
Others:
- Analysis and Simulation of Biomedical Images (ASCLEPIOS) ; Centre Inria d'Université Côte d'Azur (CRISAM) ; Institut National de Recherche en Informatique et en Automatique (Inria)-Institut National de Recherche en Informatique et en Automatique (Inria)
- Division of Imaging Sciences ; King's College London
- Department of cardiology [Guy's and St. Thomas ' hospitals] [London] ; Guy's and St Thomas' Hospital [London]-Guy's Hospital [London]
- NIHR Biomedical Research Centre [London] ; King's College London-Guy's and St Thomas' NHS Foundation Trust
- European Project: 291080,EC:FP7:ERC,ERC-2011-ADG_20110209,MEDYMA(2012)
Description
Patient-speci c cardiac modelling can help in understanding pathophysiology and predict therapy planning. However it requires to personalize the model geometry, kinematics, electrophysiology and me- chanics. Calibration aims at providing global values (space invariant) of parameters before performing the personalization stage which involves solving an inverse problem to find regional values. We propose an au- tomatic calibration method of the mechanical parameters of the Bestel- Clement-Sorine (BCS) electromechanical model of the heart based on the Unscented Transform algorithm. A sensitivity analysis is performed that reveals which observations on the volume and pressure evolution are signifi cant to characterize the global behaviour of the myocardium. We show that the calibration method gives satisfying results by optimizing up to 7 parameters of the BCS model in only one iteration. This method was evaluated on 7 volunteers and 2 heart failure patients, with a mean relative error from the real data of 11%. This calibration enabled fur- thermore a preliminary study of the specific parameters to the studied pathologies.
Abstract
International audienceAdditional details
Identifiers
- URL
- https://inria.hal.science/hal-00813848
- URN
- urn:oai:HAL:hal-00813848v1
Origin repository
- Origin repository
- UNICA