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Modeling the Electrical Activity of a Neuron by a Continuous and Piecewise Affine Hybrid System

机译:通过连续和分段仿射混合系统对神经元的电活动进行建模

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A hybrid system is proposed to model the electrical potential emitted by a neuron as a response to an externally applied DC current. Experimentally, Hodgkin and Huxley built a four-dimensional and nonlinear dynamical system to simulate this activity. Our idea is to use a new continuous and piecewise affine approximation as a hybrid model of the Hodgkin-Huxley dynamic. Our new model reproduces the Hodgkin-Huxley features with good accuracy (e.g. including the fact that the incoming current intensity is a bifurcation parameter), and, moreover, still allows an analytic computation of its solutions.
机译:提出了一种混合系统来对神经元发出的电势进行建模,以作为对外部施加的直流电流的响应。在实验上,霍奇金和赫x黎建立了一个四维非线性动力学系统来模拟这种活动。我们的想法是使用新的连续和分段仿射近似作为Hodgkin-Huxley动力学的混合模型。我们的新模型以很高的精度重现了霍奇金-赫克斯利(Hodgkin-Huxley)特征(例如,包括输入电流强度是分叉参数这一事实),而且仍然允许对其解进行解析计算。

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