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Individual-based optimal weight adaptation for heterogeneous epidemic spreading networks

机译:基于个体的最优权重适应异构流行病传播网络

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摘要

We study epidemic spreading on arbitrary weighted, directed, and heterogeneous complex networks. We propose an individual-based weight adaptation mechanism in which individuals' contact strength is adaptable depending on the level of contagion spreading over the network. An optimal control formulation is presented to address the trade-offbetween the global infection level and the local weight adaptation cost corresponding to the topology of the underlying contact network. We prove the existence of a solution to the optimal control problem and obtain its explicit expression from a rigorous mathematical analysis. Additionally, we derive an approximation to the optimal solution and analyze its uniqueness with a specific cost function. In a series of numerical experiments, the forward-backward sweep method is adopted to verify the obtained theoretical results. Our findings uncover novel insights into the relationship between epidemic spreading on heterogeneous complex networks, the resulting dynamics of behavioral responses, and the associated control strategy costs, with important consequences for the future development of adaptive public health policies. (C) 2018 Elsevier B.V. All rights reserved.
机译:我们研究在任意加权,有向和异构复杂网络上的流行病传播。我们提出了一种基于个体的体重适应机制,其中个体的接触强度可以根据在网络上传播的传染程度进行适应。提出了一种最佳的控制公式,以解决全局感染水平与对应于基础接触网络拓扑结构的局部体重适应成本之间的折衷问题。我们证明了最优控制问题的解决方案的存在,并通过严格的数学分析获得了其明确的表示。此外,我们得出最佳解决方案的近似值,并使用特定成本函数分析其唯一性。在一系列数值实验中,采用前后扫描方法对所获得的理论结果进行验证。我们的发现揭示了关于异质复杂网络上的流行病传播,行为反应的动态变化以及相关控制策略成本之间的关系的新颖见解,这对适应性公共卫生政策的未来发展将产生重要影响。 (C)2018 Elsevier B.V.保留所有权利。

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