Analysis and simulation of sparse optimal control of the monodomain model

IF 2.5 2区 数学 Q1 MATHEMATICS, APPLIED Computers & Mathematics with Applications Pub Date : 2025-02-19 DOI:10.1016/j.camwa.2025.02.008
Maria Robert , Suresh Kumar Nadupuri , Nagaiah Chamakuri
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Abstract

This paper concerns the sparse optimal control problem subject to the monodomain equations. Monodomain equations are coupled equations that model the electrophysiological wave propagation of the action potential in cardiac muscle. This model consists of a reaction-diffusion PDE coupled with an ODE. A non-smooth term is added to the cost in addition to the usual quadratic cost so that the optimal control exhibits sparsity. Such optimal controls play a significant role in determining the position of control devices. The existence of optimal control and the differentiability of the control-to-state operator is proved for two types of cost functions with non-smooth terms. The first-order necessary condition for optimality is derived. The numerical solutions are obtained using the finite element and projected gradient methods. Sparsity properties of the control are analyzed by varying regularization parameters. A gradient method with a primal-dual active set approach is also investigated to determine the optimal control.
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单域模型稀疏最优控制的分析与仿真
本文研究一类单域方程的稀疏最优控制问题。单域方程是模拟动作电位在心肌中的电生理波传播的耦合方程。该模型由一个反应扩散PDE和一个ODE组成。在通常的二次代价之外,在代价中加入非光滑项,使最优控制具有稀疏性。这种最优控制在确定控制装置的位置方面起着重要作用。对于两类具有非光滑项的代价函数,证明了最优控制的存在性和控制-状态算子的可微性。导出了最优性的一阶必要条件。采用有限元法和投影梯度法得到了数值解。通过改变正则化参数分析了控制的稀疏性。研究了一种具有原始对偶活动集方法的梯度方法来确定最优控制。
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来源期刊
Computers & Mathematics with Applications
Computers & Mathematics with Applications 工程技术-计算机:跨学科应用
CiteScore
5.10
自引率
10.30%
发文量
396
审稿时长
9.9 weeks
期刊介绍: Computers & Mathematics with Applications provides a medium of exchange for those engaged in fields contributing to building successful simulations for science and engineering using Partial Differential Equations (PDEs).
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