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用于一种通过载体传播疾病的三级细胞自动机模型中的周期性强迫。

Periodic forcing in a three-level cellular automata model for a vector-transmitted disease.

作者信息

Santos L B L, Costa M C, Pinho S T R, Andrade R F S, Barreto F R, Teixeira M G, Barreto M L

机构信息

Instituto de Física, Universidade Federal da Bahia, 40210-340 Salvador, Brazil.

出版信息

Phys Rev E Stat Nonlin Soft Matter Phys. 2009 Jul;80(1 Pt 2):016102. doi: 10.1103/PhysRevE.80.016102. Epub 2009 Jul 6.

Abstract

A periodically forced two-dimensional cellular automata model is used to reproduce and analyze the complex spatiotemporal patterns observed in the transmission of vector infectious diseases. The system, which comprises three population levels, is introduced to describe complex features of the dynamics of the vector-transmitted dengue epidemics, known to be very sensitive to seasonal variables. The three coupled levels represent the human, the adult, and immature vector populations. The dynamics includes external seasonality forcing, human and mosquito mobility, and vector control effects. The model parameters, even if bounded to well-defined intervals obtained from reported data, can be selected to reproduce specific epidemic outbursts. In the current study, explicit results are obtained by comparison with actual data retrieved from the time series of dengue epidemics in two cities in Brazil. The results show fluctuations that are not captured by mean-field models. It also reveals the qualitative behavior of the spatiotemporal patterns of the epidemics. In the extreme situation of the absence of external periodic drive, the model predicts a completely distinct long-time evolution. The model is robust in the sense that it is able to reproduce the time series of dengue epidemics of different cities, provided that the forcing term takes into account the local rainfall modulation. Finally, an analysis is provided of the effect of the dependence between epidemics threshold and vector control actions, both in the presence and absence of human mobility factor.

摘要

一个周期性强迫的二维细胞自动机模型被用于再现和分析在媒介传播传染病的传播过程中观察到的复杂时空模式。该系统包含三个种群水平,被引入以描述媒介传播的登革热疫情动态的复杂特征,已知其对季节变量非常敏感。这三个耦合水平分别代表人类、成年媒介种群和未成熟媒介种群。动力学包括外部季节性强迫、人类和蚊子的移动性以及媒介控制效果。即使模型参数被限定在从报告数据中获得的明确区间内,也可以选择这些参数来再现特定的疫情爆发。在当前研究中,通过与从巴西两个城市的登革热疫情时间序列中检索到的实际数据进行比较,获得了明确的结果。结果显示了平均场模型未捕捉到的波动。它还揭示了疫情时空模式的定性行为。在没有外部周期性驱动的极端情况下,该模型预测了一种完全不同的长期演化。该模型具有鲁棒性,即只要强迫项考虑到当地降雨调制,它就能再现不同城市的登革热疫情时间序列。最后,针对在有和没有人类移动因素的情况下,疫情阈值与媒介控制行动之间的依赖关系的影响进行了分析。

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