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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Series: | Mathematical Problems in Engineering |
Online Access: | http://dx.doi.org/10.1155/2012/734070 |
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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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1725470157895106560 |