Insights into the interplay between hydrodynamic and acoustic fields in a turbulent combustor via community-based dimensionality reduction of vortical networks

arxiv(2023)

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摘要
This study examines the interplay between acoustic pressure oscillations and interactions between regions of intense vorticity in the reactive field of a turbulent combustor. These regions of intense vortical interactions are identified as vortical communities in the network space of weighted directed vortical networks constructed from two-dimensional velocity data. The vortical interactions in the high-dimensional reactive flow are condensed into a low-dimensional network representation by leveraging the inter-community strengths and the weighted community centroids. Subsequently, we show that the mean and the maximum of all inter-community interactions exhibit a strong delayed correlation with the acoustic pressure oscillations during the state of thermoacoustic instability. In contrast, during the state of combustion noise, the correlation between the acoustic pressure oscillations and the inter-community interactions is lost due to the incoherent spatiotemporal behaviour of acoustic and hydrodynamic fields in turbulent thermoacoustic system. Spatiotemporal evolution of pairs of vortical communities with the maximum inter-community interactions provides insight into explaining the critical regions detected in the reaction field during the states of intermittency and thermoacoustic instability in previous studies. We further demonstrate that the high correlations between network measures and acoustic pressure oscillations during the state of thermoacoustic instability weaken when steady air jets are introduced within the critical region to suppress the thermoacoustic oscillations. This work sheds light on the intricate relationship between the vortical interactions and the acoustic behaviour in a turbulent combustor, thus offering insights for understanding thermoacoustic instabilities in combustion systems and for unsteady flows in general fluid dynamics literature.
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