嗅球中的动态现象。

T Gröbler, P Erdi
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引用次数: 0

摘要

为了研究嗅球信息处理的动态过程,建立了嗅球的数学模型。采用两级模型来描述神经活动和突触可修饰性。该模型明确考虑了二尖瓣层中存在的横向相互作用,以及这些连接的突触可修改性。证明了不动点、极限环和奇异吸引子之间的一系列分岔现象。混沌只发生在兴奋性外侧连接的情况下。振荡与混沌共存,突触修饰引起的跃迁也被发现。该模型试图证明嗅球的联想记忆特性。气味质量以分布的空间振幅模式编码。二尖瓣和颗粒细胞活动的微分方程被一个连续时间局部学习规则所补充。在Hebbian学习规则中加入了非线性遗忘项和选择性递减项。一种习得的气味可以通过模式的子集被回忆起来。对参数有严格的限制:只有那些产生生理上合理的活动信号的值才能被接受。
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Dynamic phenomena in the olfactory bulb.

A mathematical model of the olfactory bulb is presented to study the dynamics of the bulbar information processing. A two level model is adopted to describe both neural activity and synaptic modifiability. The model takes explicitly into account the existence of lateral interactions in the mitral layer, and the synaptic modifiability of these connections. A series of bifurcation phenomena among fix points, limit cycle and strange attractors have been demonstrated. Chaos occurred only in the case of excitatory lateral connections. Coexistence between oscillation and chaos, and synaptic modification induced transition have also been found. The model attempts to demonstrate the associative memory character of the olfactory bulb. Odour qualities are coded in distributed spatial amplitude patterns. Differential equations for the mitral and granule cell activities have been supplemented by a continuous-time local learning rule. A nonlinear forgetting term and a selective decreasing term is added to the Hebbian learning rule. A learned odour can be recalled by a subset of the pattern. There is a strict restriction on the parameters: only those values can be admitted which generate physiologically justified activity signals.

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