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呼吸节律产生三相模型的神经网络实现

Neural network implementation of a three-phase model of respiratory rhythm generation.

作者信息

Botros S M, Bruce E N

机构信息

Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH 44106.

出版信息

Biol Cybern. 1990;63(2):143-53. doi: 10.1007/BF00203037.

Abstract

A mathematical model of the central neural mechanisms of respiratory rhythm generation is developed. This model assumes that the respiratory cycle consists of three phases: inspiration, post-inspiration, and expiration. Five respiratory neuronal groups are included: inspiratory, late-inspiratory, post-inspiratory, expiratory, and early-inspiratory neurons. Proposed interconnections among these groups are based substantially on previous physiological findings. The model produces a stable limit cycle and generally reproduces the features of the firing patterns of the 5 neuronal groups. When simulated feedback from pulmonary stretch receptors is made to excite late-inspiratory neurons and inhibit early-inspiratory neurons, the model quantitatively reproduces previous observations of the expiratory-prolonging effects of pulses and steps of vagal afferent activity presented in expiration. In addition the model reproduces expected respiratory cycle timing and amplitude responses to change of chemical drive both in the absence and in the presence of simulated stretch receptor feedback. These results demonstrate the feasibility of generating the respiratory rhythm with a simple neural network based on observed respiratory neuronal groups. Other neuronal groups not included in the model may be more important for shaping the waveforms than for generating the basic oscillation.

摘要

建立了呼吸节律产生的中枢神经机制的数学模型。该模型假设呼吸周期由三个阶段组成:吸气、吸气后和呼气。包括五个呼吸神经元群:吸气神经元、吸气后期神经元、吸气后神经元、呼气神经元和吸气早期神经元。这些神经元群之间的拟议连接基本上基于先前的生理学发现。该模型产生一个稳定的极限环,并总体上再现了这5个神经元群放电模式的特征。当模拟来自肺牵张感受器的反馈以兴奋吸气后期神经元并抑制吸气早期神经元时,该模型定量再现了先前关于呼气时迷走神经传入活动的脉冲和阶跃对呼气延长作用的观察结果。此外,该模型在不存在和存在模拟牵张感受器反馈的情况下,均再现了预期的呼吸周期定时和对化学驱动变化的幅度反应。这些结果证明了基于观察到的呼吸神经元群用简单神经网络产生呼吸节律的可行性。模型中未包括的其他神经元群对于塑造波形可能比产生基本振荡更重要。

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