Visibility graph analysis of wall turbulence time-series |
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Authors: | Giovanni Iacobello Stefania Scarsoglio Luca Ridolfi |
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Affiliation: | 1. Department of Mechanical and Aerospace Engineering, Politecnico di Torino, 10129 Torino, Italy;2. Department of Environmental, Land and Infrastructure Engineering, Politecnico di Torino, 10129 Torino, Italy |
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Abstract: | ![]() The spatio-temporal features of the velocity field of a fully-developed turbulent channel flow are investigated through the natural visibility graph (NVG) method, which is able to fully map the intrinsic structure of the time-series into complex networks. Time-series of the three velocity components, , are analyzed at fixed grid-points of the whole three-dimensional domain. Each time-series was mapped into a network by means of the NVG algorithm, so that each network corresponds to a grid-point of the simulation. The degree centrality, the transitivity and the here proposed mean link-length were evaluated as indicators of the global visibility, inter-visibility, and mean temporal distance among nodes, respectively. The metrics were averaged along the directions of homogeneity () of the flow, so they only depend on the wall-normal coordinate, . The visibility-based networks, inheriting the flow field features, unveil key temporal properties of the turbulent time-series and their changes moving along . Although intrinsically simple to be implemented, the visibility graph-based approach offers a promising and effective support to the classical methods for accurate time-series analyses of inhomogeneous turbulent flows. |
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Keywords: | Turbulent channel flows Complex networks Time-series analysis Visibility graph Direct numerical simulations |
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