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Locating the source of diffusion in complex networks by time-reversal backward spreading

机译:通过时间反转定位复杂网络中的扩散源   向后蔓延

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摘要

Locating the source that triggers a dynamical process is a fundamental butchallenging problem in complex networks, ranging from epidemic spreading insociety and on the Internet to cancer metastasis in the human body. An accuratelocalization of the source is inherently limited by our ability tosimultaneously access the information of all nodes in a large-scale complexnetwork. This thus raises two critical questions: how do we locate the sourcefrom incomplete information and can we achieve full localization of sources atany possible location from a given set of observable nodes. Here we develop atime-reversal backward spreading algorithm to locate the source of adiffusion-like process efficiently and propose a general locatabilitycondition. We test the algorithm by employing epidemic spreading and consensusdynamics as typical dynamical processes and apply it to the H1N1 pandemic inChina. We find that the sources can be precisely located in arbitrary networksinsofar as the locatability condition is assured. Our tools greatly improve ourability to locate the source of diffusion in complex networks based on limitedaccessibility of nodal information. Moreover, they have implications forcontrolling a variety of dynamical processes taking place on complex networks,such as inhibiting epidemics, slowing the spread of rumors, pollution controland environmental protection.
机译:在复杂的网络中,寻找触发动力学过程的源头是一个棘手的基本问题,范围从流行病的传播社会和互联网到人体的癌症转移。源的精确定位固有地受到我们同时访问大型复杂网络中所有节点信息的能力的限制。因此,这提出了两个关键问题:我们如何从不完整的信息中定位源,以及如何从给定的可观察节点集合中的任何可能位置实现源的完全定位。在这里,我们开发了一种时间逆向后向扩展算法,以有效地定位类似扩散过程的源,并提出了一般的定位条件。我们通过采用流行病传播和共识动力学作为典型的动力学过程来测试该算法,并将其应用于中国的H1N1大流行。我们发现,只要可以定位,就可以将源精确地定位在任意网络中。基于节点信息的可访问性,我们的工具极大地提高了在复杂网络中定位扩散源的能力。此外,它们还对控制复杂网络上发生的各种动态过程具有影响,例如抑制流行病,减缓谣言的传播,污染控制和环境保护。

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