Solving Optimal Control Problem of Monodomain Model Using Hybrid Conjugate Gradient Methods

We present the numerical solutions for the PDE-constrained optimization problem arising in cardiac electrophysiology, that is, the optimal control problem of monodomain model. The optimal control problem of monodomain model is a nonlinear optimization problem that is constrained by the monodomain mo...

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Main Authors: Kin Wei Ng, Ahmad Rohanin
Format: Article
Language:English
Published: Hindawi Limited 2012-01-01
Series:Mathematical Problems in Engineering
Online Access:http://dx.doi.org/10.1155/2012/734070
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spelling doaj-4279a6e6e1b94d609c41733f06576f0a2020-11-24T23:53:21ZengHindawi LimitedMathematical Problems in Engineering1024-123X1563-51472012-01-01201210.1155/2012/734070734070Solving Optimal Control Problem of Monodomain Model Using Hybrid Conjugate Gradient MethodsKin Wei Ng0Ahmad Rohanin1Department of Mathematical Sciences, Faculty of Science, Universiti Teknologi Malaysia (UTM), 81310 Johor Bahru, MalaysiaDepartment of Mathematical Sciences, Faculty of Science, Universiti Teknologi Malaysia (UTM), 81310 Johor Bahru, MalaysiaWe present the numerical solutions for the PDE-constrained optimization problem arising in cardiac electrophysiology, that is, the optimal control problem of monodomain model. The optimal control problem of monodomain model is a nonlinear optimization problem that is constrained by the monodomain model. The monodomain model consists of a parabolic partial differential equation coupled to a system of nonlinear ordinary differential equations, which has been widely used for simulating cardiac electrical activity. Our control objective is to dampen the excitation wavefront using optimal applied extracellular current. Two hybrid conjugate gradient methods are employed for computing the optimal applied extracellular current, namely, the Hestenes-Stiefel-Dai-Yuan (HS-DY) method and the Liu-Storey-Conjugate-Descent (LS-CD) method. Our experiment results show that the excitation wavefronts are successfully dampened out when these methods are used. Our experiment results also show that the hybrid conjugate gradient methods are superior to the classical conjugate gradient methods when Armijo line search is used.http://dx.doi.org/10.1155/2012/734070
collection DOAJ
language English
format Article
sources DOAJ
author Kin Wei Ng
Ahmad Rohanin
spellingShingle Kin Wei Ng
Ahmad Rohanin
Solving Optimal Control Problem of Monodomain Model Using Hybrid Conjugate Gradient Methods
Mathematical Problems in Engineering
author_facet Kin Wei Ng
Ahmad Rohanin
author_sort Kin Wei Ng
title Solving Optimal Control Problem of Monodomain Model Using Hybrid Conjugate Gradient Methods
title_short Solving Optimal Control Problem of Monodomain Model Using Hybrid Conjugate Gradient Methods
title_full Solving Optimal Control Problem of Monodomain Model Using Hybrid Conjugate Gradient Methods
title_fullStr Solving Optimal Control Problem of Monodomain Model Using Hybrid Conjugate Gradient Methods
title_full_unstemmed Solving Optimal Control Problem of Monodomain Model Using Hybrid Conjugate Gradient Methods
title_sort solving optimal control problem of monodomain model using hybrid conjugate gradient methods
publisher Hindawi Limited
series Mathematical Problems in Engineering
issn 1024-123X
1563-5147
publishDate 2012-01-01
description We present the numerical solutions for the PDE-constrained optimization problem arising in cardiac electrophysiology, that is, the optimal control problem of monodomain model. The optimal control problem of monodomain model is a nonlinear optimization problem that is constrained by the monodomain model. The monodomain model consists of a parabolic partial differential equation coupled to a system of nonlinear ordinary differential equations, which has been widely used for simulating cardiac electrical activity. Our control objective is to dampen the excitation wavefront using optimal applied extracellular current. Two hybrid conjugate gradient methods are employed for computing the optimal applied extracellular current, namely, the Hestenes-Stiefel-Dai-Yuan (HS-DY) method and the Liu-Storey-Conjugate-Descent (LS-CD) method. Our experiment results show that the excitation wavefronts are successfully dampened out when these methods are used. Our experiment results also show that the hybrid conjugate gradient methods are superior to the classical conjugate gradient methods when Armijo line search is used.
url http://dx.doi.org/10.1155/2012/734070
work_keys_str_mv AT kinweing solvingoptimalcontrolproblemofmonodomainmodelusinghybridconjugategradientmethods
AT ahmadrohanin solvingoptimalcontrolproblemofmonodomainmodelusinghybridconjugategradientmethods
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