Locally optimal extracellular stimulation for chaotic desynchronization of neural populations

被引:26
作者
Wilson, Dan [1 ]
Moehlis, Jeff [1 ]
机构
[1] Univ Calif Santa Barbara, Dept Mech Engn, Santa Barbara, CA 93106 USA
基金
美国国家科学基金会;
关键词
Parkinson's disease; Lyapunov exponent; Optimal control theory; DEEP BRAIN-STIMULATION; SUBTHALAMIC NUCLEUS; PARKINSONS-DISEASE; COORDINATED RESET; MODEL; SYNCHRONIZATION; ALGORITHMS; NEURONS;
D O I
10.1007/s10827-014-0499-3
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
We use optimal control theory to design a methodology to find locally optimal stimuli for desynchronization of a model of neurons with extracellular stimulation. This methodology yields stimuli which lead to positive Lyapunov exponents, and hence desynchronizes a neural population. We analyze this methodology in the presence of interneuron coupling to make predictions about the strength of stimulation required to overcome synchronizing effects of coupling. This methodology suggests a powerful alternative to pulsatile stimuli for deep brain stimulation as it uses less energy than pulsatile stimuli, and could eliminate the time consuming tuning process.
引用
收藏
页码:243 / 257
页数:15
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