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首页> 外文期刊>Journal of Zhejiang university science >Modeling dual-scale epidemic dynamics on complex networks with reaction diffusion processes
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Modeling dual-scale epidemic dynamics on complex networks with reaction diffusion processes

机译:使用反应扩散过程对复杂网络上的双尺度流行病动力学建模

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摘要

The frequent outbreak of severe foodborne diseases (e.g., haemolytic uraemic syndrome and Listeriosis) in 2011 warns of a potential threat that world trade could spread fatal pathogens (e.g., enterohemorrhagic Escherichia coli). The epidemic potential from trade involves both intra-proliferation and inter-diffusion. Here, we present a worldwide vegetable trade network and a stochastic computational model to simulate global trade-mediated epidemics by considering the weighted nodes and edges of the network and the dual-scale dynamics of epidemics. We address two basic issues of network structural impact in global epidemic patterns: (1) in contrast to the prediction of heterogeneous network models, the broad variability of node degree and edge weights of the vegetable trade network do not determine the threshold of global epidemics; (2) a ‘penetration effect’, by which community structures do not restrict propagation at the global scale, quickly facilitates bridging the edges between communities, and leads to synchronized diffusion throughout the entire network. We have also defined an appropriate metric that combines dual-scale behavior and enables quantification of the critical role of bridging edges in disease diffusion from widespread trading. The unusual structure mechanisms of the trade network model may be useful in producing strategies for adaptive immunity and reducing international trade frictions.
机译:2011年频繁发生的严重食源性疾病(例如溶血性尿毒症和李斯特菌病)警告说,世界贸易可能传播致命病原体(例如肠出血性大肠杆菌)的潜在威胁。贸易引起的流行病潜在性涉及到内部扩散和相互扩散。在这里,我们提出了一个世界范围的蔬菜贸易网络和一个随机计算模型,通过考虑网络的加权节点和边缘以及该流行的双重尺度,来模拟全球贸易介导的流行。我们解决了全球流行模式中网络结构影响的两个基本问题:(1)与异质网络模型的预测相反,节点贸易程度和蔬菜贸易网络边缘权的广泛变化并不能决定全球流行的阈值; (2)“渗透效应”,即社区结构不限制在全球范围内的传播,迅速促进了社区之间的沟通,并导致整个网络同步扩散。我们还定义了一种适当的度量标准,该度量标准结合了双尺度行为,并能够量化桥接边缘在广泛交易的疾病扩散中的关键作用。贸易网络模型的异常结构机制可能有助于产生适应性豁免和减少国际贸易摩擦的策略。

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