Key result
Variable step-size implementations of IMEX-RK methods (ARK3 and ARK5) utilizing Jacobian structure outperformed commonly used methods for solving cardiac electrophysiological models.
Why the study?
The physiological accuracy of tissue-scale cardiac electrophysiological models is often limited by the efficiency of the numerical solution process for the underlying ODEs.
Variable step-size IMEX-RK methods offer a more efficient numerical solution for mathematical models of cardiac electrical activity compared to standard methods, potentially improving the physiological accuracy of tissue-scale models.
Answers are grounded in this paper and cite their sources.
May accelerate cardiac model simulations; leaves open validation of accuracy gains before clinical or tissue-scale adoption.
Mathematical models of electric activity in cardiac tissue are becoming increasingly powerful tools in the study of cardiac arrhythmias. Considered here are mathematical models based on ordinary differential equations (ODEs) that describe the ionic currents at the myocardial cell level. Generating an efficient numerical solution of these ODEs is a challenging task, and, in fact, the physiological accuracy of tissue-scale models is often limited by the efficiency of the numerical solution process. In this paper, we examine the efficiency of the numerical solution of four cardiac electrophysiological models using implicit--explicit Runge-Kutta (IMEX-RK) splitting methods. We find that variable step-size implementations of IMEX-RK methods (ARK3 and ARK5) that take advantage of Jacobian structure clearly outperform the methods commonly used in practice.
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Spiteri et al. (2008) studied Cardiac arrhythmias (mathematical models). Implicit-explicit Runge-Kutta (IMEX-RK) splitting methods (ARK3 and ARK5) vs. Methods commonly used in practice was evaluated on Efficiency of the numerical solution of four cardiac electrophysiological models. Variable step-size implementations of IMEX-RK methods (ARK3 and ARK5) utilizing Jacobian structure outperformed commonly used methods for solving cardiac electrophysiological models.
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