论文标题
当代气候研究如何帮助理解流行动态? - 合奏方法和快照吸引者
How can contemporary climate research help to understand epidemic dynamics? -- Ensemble approach and snapshot attractors
论文作者
论文摘要
根据外部强迫,研究了基于隔离差分方程的标准流行模型。我们表明,接触参数叠加的季节性调制单调衰减需要与标准混沌动力学不同的描述。快照吸引子及其自然概率分布的概念已从最新的气候变化研究领域采用,以表明瞬时效应和疾病扩散的集合解释的重要性。呈现了麻疹的扩展分叉图后,研究了相空间结构的时间变化。通过定义整体上的统计措施,我们可以将流行病的内部变异性解释为复杂动力学的发作,即使对于预期常规行为的接触参数值也是如此。我们认为,在为各种参数呈现瞬态混乱之前,传染性类别的异常爆发才能消失。更重要的是,通过使用集合方法而不是单个轨迹表示,这一事实变得可见。这些发现通常适用于非线性动力学系统,例如标准流行模型,无论参数值如何。
Standard epidemic models based on compartmental differential equations are investigated under continuous parameter change as external forcing. We show that seasonal modulation of the contact parameter superimposed a monotonic decay needs a different description than that of the standard chaotic dynamics. The concept of snapshot attractors and their natural probability distribution has been adopted from the field of the latest climate-change-research to show the importance of transient effect and ensemble interpretation of disease spread. After presenting the extended bifurcation diagram of measles, the temporal change of the phase space structure is investigated. By defining statistical measures over the ensemble, we can interpret the internal variability of the epidemic as the onset of complex dynamics even for those values of contact parameter where regular behavior is expected. We argue that anomalous outbreaks of infectious class cannot die out until transient chaos is presented for various parameters. More important, that this fact becomes visible by using of ensemble approach rather than single trajectory representation. These findings are applicable generally in nonlinear dynamical systems such as standard epidemic models regardless of parameter values.