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Simple model of complex bursting dynamics in developing networks of neuronal cultures

机译:神经元文化发展网络中复杂爆发动力学的简单模型

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We consider and analyse emergence of spatiotemporal activity patterns in living neuronal cultures. Such patterns are often referred to as neuronal avalanches exemplifying self-organized criticality in living systems. A crucial question is how these patterns can be explained and modelled in a way that is mathematically tractable and yet broad enough to account for neuronal heterogeneity and complexity. Here we propose and analyse a simple model that may constitute a response to this question. A distinctive feature of the model is an energy feedback regulating efficacy of local neural connectivity. Such regulatory mechanism steers the overall dynamics to that of balancing on the edge of network percolation transition. Network activity in this state exhibits population bursts satisfying the scaling avalanche conditions. This network state is self-sustainable and represents an energetic balance between global network-wide processes and spontaneous activity of individual elements.
机译:我们考虑并分析了在活的神经元文化中时空活动模式的出现。这种模式通常被称为神经雪崩,代表了生命系统中自组织的临界状态。一个关键问题是如何以数学上易处理但又足够广泛以解释神经元异质性和复杂性的方式来解释和建模这些模式。在这里,我们提出并分析一个简单的模型,该模型可能构成对此问题的回应。该模型的显着特征是能量反馈调节局部神经连接的功效。这种调节机制使整体动态趋向于在网络渗透过渡的边缘进行平衡。在这种状态下的网络活动显示出满足突发雪崩条件的种群爆发。这种网络状态是可以自我维持的,代表了全球网络范围的流程与各个元素的自发活动之间的能量平衡。

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