Semi Analytic Solution of Hodgkin-Huxley Model by Homotopy Perturbation Method

Khairunnisa Khan, H. B. Z. Syed
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引用次数: 1

Abstract

Hodgkin-Huxley model is a system of four non-linear coupled differential equations which describes and explains the threshold and action potential by a stimulus arising in a single neuron. The solution and analysis of Hodgkin-Huxley equations is a formidable task because of the coupling between non-linear differential equations, lots of unknowns and their dependence on many physical parameters. Although this model has been solved by numerical methods, finding an analytic solution is interesting due to the challenges that the continuum model offers. In this paper, first order semi analytic solution of this model, in space-clamped situation, is derived by Homotopy Perturbation Method. We applied this technique in piece wise manner due to the strong and complex coupling between the variables in the model. Without this modification, finding an accurate analytic solution is impossible for this neural model. Results show that computed analytic solution has excellent agreement with higher order numerical solution. Robustness of the computed analytic solution in different physical scenarios is examined. Further, this analytic solution can describe many key properties such as the threshold potential, the action potential and the refractory period. MATLAB software is used to simulate the solution.
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霍奇金-赫胥黎模型的同伦摄动半解析解
霍奇金-赫胥黎模型是一个由四个非线性耦合微分方程组成的系统,它描述和解释了单个神经元中产生的刺激的阈值和动作电位。霍奇金-赫胥黎方程的求解和分析是一项艰巨的任务,因为它具有非线性微分方程、大量未知量和依赖于许多物理参数的耦合性。虽然这个模型已经用数值方法解决了,但由于连续体模型提供的挑战,找到一个解析解是有趣的。本文利用同伦摄动方法,导出了该模型在空间箝位情况下的一阶半解析解。由于模型中变量之间的强而复杂的耦合,我们以分段的方式应用了这种技术。如果不进行修改,该神经模型就不可能得到准确的解析解。结果表明,计算解析解与高阶数值解具有很好的一致性。分析了计算解析解在不同物理场景下的鲁棒性。此外,该解析解可以描述许多关键的性质,如阈值电位、动作电位和不应期。利用MATLAB软件对该方案进行仿真。
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