Closed-loop firing rate regulation of two interacting excitatory and inhibitory neural populations of the basal ganglia

被引:13
|
作者
Haidar, Ihab [1 ]
Pasillas-Lepine, William [1 ]
Chaillet, Antoine [1 ]
Panteley, Elena [1 ,5 ]
Palfi, Stephane [2 ,3 ,4 ]
Senova, Suhan [2 ,3 ,4 ]
机构
[1] Univ Paris 11, CNRS, CentraleSupelec, Lab Signaux & Syst, Gif Sur Yvette, France
[2] Hop Henri Mondor, AP HP, Serv Neurochirurg, F-94010 Creteil, France
[3] INSERM, IMRB, Equipe 14, U955, Creteil, France
[4] Univ Paris Est, Fac Med, Creteil, France
[5] ITMO Univ, St Petersburg, Russia
关键词
Neural oscillations; Firing rate models; Time-delay systems; Basal ganglia; Parkinson's disease; Deep brain stimulation; Closed-loop stimulation; DEEP BRAIN-STIMULATION; SUBTHALAMIC NUCLEUS; BETA-OSCILLATIONS; PARKINSONS-DISEASE; NEURONAL-ACTIVITY; GLOBUS-PALLIDUS; MOTOR CORTEX; MODEL; SYNCHRONIZATION; ACTIVATION;
D O I
10.1007/s00422-015-0678-y
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This paper develops a new closed-loop firing rate regulation strategy for a population of neurons in the subthalamic nucleus, derived using a model-based analysis of the basal ganglia. The system is described using a firing rate model, in order to analyse the generation of beta-band oscillations. On this system, a proportional regulation of the firing rate reduces the gain of the subthalamo-pallidal loop in the parkinsonian case, thus impeding pathological oscillation generation. A filter with a well-chosen frequency is added to this proportional scheme, in order to avoid a potential instability of the feedback loop due to actuation and measurement delays. Our main result is a set of conditions on the parameters of the stimulation strategy that guarantee both its stability and a prescribed delay margin. A discussion on the applicability of the proposed method and a complete set of mathematical proofs is included.
引用
收藏
页码:55 / 71
页数:17
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