Instituto Superior de Engenharia de Lisboa - ISEL, Department of Mathematics, Rua Conselheiro Emídio Navarro 1, 1949-014 Lisboa, Portugal. email:
Math Biosci Eng. 2017 Aug 1;14(4):821-842. doi: 10.3934/mbe.2017045.
Nonlinear systems are commonly able to display abrupt qualitative changes (or transitions) in the dynamics. A particular type of these transitions occurs when the size of a chaotic attractor suddenly changes. In this article, we present such a transition through the observation of a chaotic interior crisis in the Deng bursting-spiking model for the glucose-induced electrical activity of pancreatic β-cells. To this chaos-chaos transition corresponds precisely the change between the bursting and spiking dynamics, which are central and key dynamical regimes that the Deng model is able to perform. We provide a description of the crisis mechanism at the bursting-spiking transition point in terms of time series variations and based on certain amplitudes of invariant intervals associated with return maps. Using symbolic dynamics, we are able to accurately compute the points of a curve representing the transition between the bursting and spiking regimes in a biophysical meaningfully parameter space. The analysis of the chaotic interior crisis is complemented by means of topological invariants with the computation of the topological entropy and the maximum Lyapunov exponent. Considering very recent developments in the literature, we construct analytical solutions triggering the bursting-spiking transition in the Deng model. This study provides an illustration of how an integrated approach, involving numerical evidences and theoretical reasoning within the theory of dynamical systems, can directly enhance our understanding of biophysically motivated models.
非线性系统通常能够在动力学中显示出突然的定性变化(或跃迁)。当混沌吸引子的大小突然发生变化时,会发生这些跃迁中的一种特殊类型。在本文中,我们通过观察胰腺β细胞葡萄糖诱导电活动的 Deng 爆发尖峰模型中的混沌内危机来展示这种跃迁。这种混沌到混沌的跃迁与爆发和尖峰动力学之间的变化完全对应,爆发和尖峰动力学是 Deng 模型能够执行的核心和关键动力学状态。我们根据与返回映射相关的某些不变区间的振幅,从时间序列变化的角度对爆发到尖峰跃迁点的危机机制进行了描述。使用符号动力学,我们能够准确地计算出在具有生物学意义的参数空间中代表爆发和尖峰状态之间过渡的曲线的点。通过计算拓扑熵和最大 Lyapunov 指数,用拓扑不变量对混沌内危机进行了补充分析。考虑到文献中的最新进展,我们构建了触发 Deng 模型中爆发到尖峰跃迁的解析解。这项研究说明了如何通过涉及动力系统理论中的数值证据和理论推理的综合方法,直接增强我们对基于生物物理的模型的理解。