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A Hamilton-Jacobi-Bellman approach for termination of seizure-like bursting
We use Hamilton-Jacobi-Bellman methods to find minimum-time and energy-optimal control strategies to terminate seizure-like bursting behavior in a conductance-based neural model. Averaging is used to eliminate fast variables from the model, and a target set is defined through bifurcation analysis of...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4159579/ https://www.ncbi.nlm.nih.gov/pubmed/24965911 http://dx.doi.org/10.1007/s10827-014-0507-7 |
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author | Wilson, Dan Moehlis, Jeff |
author_facet | Wilson, Dan Moehlis, Jeff |
author_sort | Wilson, Dan |
collection | PubMed |
description | We use Hamilton-Jacobi-Bellman methods to find minimum-time and energy-optimal control strategies to terminate seizure-like bursting behavior in a conductance-based neural model. Averaging is used to eliminate fast variables from the model, and a target set is defined through bifurcation analysis of the slow variables of the model. This method is illustrated for a single neuron model and for a network model to illustrate its efficacy in terminating bursting once it begins. This work represents a numerical proof-of-concept that a new class of control strategies can be employed to mitigate bursting, and could ultimately be adapted to treat medically intractible epilepsy in patient-specific models. |
format | Online Article Text |
id | pubmed-4159579 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-41595792014-09-11 A Hamilton-Jacobi-Bellman approach for termination of seizure-like bursting Wilson, Dan Moehlis, Jeff J Comput Neurosci Article We use Hamilton-Jacobi-Bellman methods to find minimum-time and energy-optimal control strategies to terminate seizure-like bursting behavior in a conductance-based neural model. Averaging is used to eliminate fast variables from the model, and a target set is defined through bifurcation analysis of the slow variables of the model. This method is illustrated for a single neuron model and for a network model to illustrate its efficacy in terminating bursting once it begins. This work represents a numerical proof-of-concept that a new class of control strategies can be employed to mitigate bursting, and could ultimately be adapted to treat medically intractible epilepsy in patient-specific models. Springer US 2014-06-26 2014 /pmc/articles/PMC4159579/ /pubmed/24965911 http://dx.doi.org/10.1007/s10827-014-0507-7 Text en © The Author(s) 2014 |
spellingShingle | Article Wilson, Dan Moehlis, Jeff A Hamilton-Jacobi-Bellman approach for termination of seizure-like bursting |
title | A Hamilton-Jacobi-Bellman approach for termination of seizure-like bursting |
title_full | A Hamilton-Jacobi-Bellman approach for termination of seizure-like bursting |
title_fullStr | A Hamilton-Jacobi-Bellman approach for termination of seizure-like bursting |
title_full_unstemmed | A Hamilton-Jacobi-Bellman approach for termination of seizure-like bursting |
title_short | A Hamilton-Jacobi-Bellman approach for termination of seizure-like bursting |
title_sort | hamilton-jacobi-bellman approach for termination of seizure-like bursting |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4159579/ https://www.ncbi.nlm.nih.gov/pubmed/24965911 http://dx.doi.org/10.1007/s10827-014-0507-7 |
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