A Hamilton-Jacobi-Bellman approach for termination of seizure-like bursting

被引:13
作者
Wilson, Dan [1 ]
Moehlis, Jeff [1 ]
机构
[1] Univ Calif Santa Barbara, Dept Mech Engn, Santa Barbara, CA 93106 USA
关键词
Optimal control; Neural bursting; Epilepsy; ELECTRICAL-STIMULATION; ANTERIOR NUCLEUS; MODEL; EPILEPSY; THALAMUS; CHAOS;
D O I
10.1007/s10827-014-0507-7
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
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.
引用
收藏
页码:345 / 355
页数:11
相关论文
共 34 条
  • [1] [Anonymous], 2010, MATH FDN NEUROSCIENC
  • [2] GABAergic synchronization in the limbic system and its role in the generation of epileptiform activity
    Avoli, Massimo
    de Curtis, Marco
    [J]. PROGRESS IN NEUROBIOLOGY, 2011, 95 (02) : 104 - 132
  • [3] Bardi M., 2010, OPTIMAL CONTROL VISC
  • [4] Potassium model for slow (2-3 hz) in vivo neocortical paroxysmal oscillations
    Bazhenov, M
    Timofeev, I
    Steriade, M
    Sejnowski, TJ
    [J]. JOURNAL OF NEUROPHYSIOLOGY, 2004, 92 (02) : 1116 - 1132
  • [5] Centers for Disease Control and Prevention (CDC), 1994, MMWR Morb Mortal Wkly Rep, V43, P810
  • [6] Distributed control in a mean-field cortical network model: Implications for seizure suppression
    Ching, ShiNung
    Brown, Emery N.
    Kramer, Mark A.
    [J]. PHYSICAL REVIEW E, 2012, 86 (02):
  • [7] Dendritic but not somatic GABAergic inhibition is decreased in experimental epilepsy
    Cossart, R
    Dinocourt, C
    Hirsch, JC
    Merchan-Perez, A
    De Felipe, J
    Ben-Ari, Y
    Esclapez, M
    Bernard, C
    [J]. NATURE NEUROSCIENCE, 2001, 4 (01) : 52 - 62
  • [8] The influence of sodium and potassium dynamics on excitability, seizures, and the stability of persistent states: I. Single neuron dynamics
    Cressman, John R., Jr.
    Ullah, Ghanim
    Ziburkus, Jokubas
    Schiff, Steven J.
    Barreto, Ernest
    [J]. JOURNAL OF COMPUTATIONAL NEUROSCIENCE, 2009, 26 (02) : 159 - 170
  • [9] CHARGE-BALANCED SPIKE TIMING CONTROL FOR PHASE MODELS OF SPIKING NEURONS
    Danzl, Per
    Nabi, Ali
    Moehlis, Jeff
    [J]. DISCRETE AND CONTINUOUS DYNAMICAL SYSTEMS, 2010, 28 (04) : 1413 - 1435
  • [10] MATCONT: A MATLAB package for numerical bifurcation analysis of ODEs
    Dhooge, A
    Govaerts, W
    Kuznetsov, YA
    [J]. ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE, 2003, 29 (02): : 141 - 164