Literature DB >> 25314484

Fractional dynamics on networks: emergence of anomalous diffusion and Lévy flights.

A P Riascos1, José L Mateos1.   

Abstract

We introduce a formalism of fractional diffusion on networks based on a fractional Laplacian matrix that can be constructed directly from the eigenvalues and eigenvectors of the Laplacian matrix. This fractional approach allows random walks with long-range dynamics providing a general framework for anomalous diffusion and navigation, and inducing dynamically the small-world property on any network. We obtained exact results for the stationary probability distribution, the average fractional return probability, and a global time, showing that the efficiency to navigate the network is greater if we use a fractional random walk in comparison to a normal random walk. For the case of a ring, we obtain exact analytical results showing that the fractional transition and return probabilities follow a long-range power-law decay, leading to the emergence of Lévy flights on networks. Our general fractional diffusion formalism applies to regular, random, and complex networks and can be implemented from the spectral properties of the Laplacian matrix, providing an important tool to analyze anomalous diffusion on networks.

Mesh:

Year:  2014        PMID: 25314484     DOI: 10.1103/PhysRevE.90.032809

Source DB:  PubMed          Journal:  Phys Rev E Stat Nonlin Soft Matter Phys        ISSN: 1539-3755


  5 in total

1.  Navigation by anomalous random walks on complex networks.

Authors:  Tongfeng Weng; Jie Zhang; Moein Khajehnejad; Michael Small; Rui Zheng; Pan Hui
Journal:  Sci Rep       Date:  2016-11-23       Impact factor: 4.379

2.  Human mobility in bike-sharing systems: Structure of local and non-local dynamics.

Authors:  D Loaiza-Monsalve; A P Riascos
Journal:  PLoS One       Date:  2019-03-06       Impact factor: 3.240

3.  Memories of the Future. Predictable and Unpredictable Information in Fractional Flipping a Biased Coin.

Authors:  Dimitri Volchenkov
Journal:  Entropy (Basel)       Date:  2019-08-18       Impact factor: 2.524

4.  Emergence of encounter networks due to human mobility.

Authors:  A P Riascos; José L Mateos
Journal:  PLoS One       Date:  2017-10-12       Impact factor: 3.240

5.  Fractional diffusion on the human proteome as an alternative to the multi-organ damage of SARS-CoV-2.

Authors:  Ernesto Estrada
Journal:  Chaos       Date:  2020-08       Impact factor: 3.642

  5 in total

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