Modeling basal ganglia circuits with mass model equations

Rahmi Elibol, N. S. Şengör
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Abstract

In order to understand the cognitive processes, motor actions and the behavioral deficits and neurological disorders rising due to malfunctioning of the related neuronal structures, models at different levels are proposed in computational neuroscience. Models developed considering the nonlinear and distributed working principles of neural structures help to reconstruct the processes but are far away from giving an explicit understanding of the phenomena due to their complexity. However, it is not possible to understand these processes thoroughly with very simple models. To build a relation between these different levels of models and to build a mechanism for understanding these processes, in this work linear model approach is considered. Basal ganglia circuits which are effective in motor action initiation, decision making and action selection is considered and in order to guide through more complex computational models and to understand the working principle, a linear system approach is considered. Though the model proposed is very simple, it gives enough insight to understand the role of basal ganglia circuits and the model is able to show the role of dopamine on modulating the inputs from cortex.
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用质量模型方程模拟基底神经节回路
为了理解认知过程、运动行为以及相关神经元结构故障导致的行为缺陷和神经系统疾病,计算神经科学提出了不同层次的模型。考虑到神经结构的非线性和分布式工作原理的模型有助于重建过程,但由于其复杂性,远远不能给出对现象的明确理解。然而,用非常简单的模型来彻底理解这些过程是不可能的。为了在这些不同层次的模型之间建立关系,并建立理解这些过程的机制,本工作考虑了线性模型方法。考虑了在运动动作启动、决策和动作选择中有效的基底神经节回路,为了指导更复杂的计算模型和理解工作原理,考虑了线性系统方法。虽然提出的模型非常简单,但它提供了足够的见解来理解基底神经节回路的作用,并且该模型能够显示多巴胺在调节来自皮层的输入方面的作用。
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