Multi-frequency complex network from time series for uncovering oil-water flow structure.

Abstract:

:Uncovering complex oil-water flow structure represents a challenge in diverse scientific disciplines. This challenge stimulates us to develop a new distributed conductance sensor for measuring local flow signals at different positions and then propose a novel approach based on multi-frequency complex network to uncover the flow structures from experimental multivariate measurements. In particular, based on the Fast Fourier transform, we demonstrate how to derive multi-frequency complex network from multivariate time series. We construct complex networks at different frequencies and then detect community structures. Our results indicate that the community structures faithfully represent the structural features of oil-water flow patterns. Furthermore, we investigate the network statistic at different frequencies for each derived network and find that the frequency clustering coefficient enables to uncover the evolution of flow patterns and yield deep insights into the formation of flow structures. Current results present a first step towards a network visualization of complex flow patterns from a community structure perspective.

journal_name

Sci Rep

journal_title

Scientific reports

authors

Gao ZK,Yang YX,Fang PC,Jin ND,Xia CY,Hu LD

doi

10.1038/srep08222

subject

Has Abstract

pub_date

2015-02-04 00:00:00

pages

8222

issn

2045-2322

pii

srep08222

journal_volume

5

pub_type

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