论文标题

多层网络分析研究在湍流热声系统中研究复杂的联合系统之间的相互作用

Multilayer network analysis to study complex inter-subsystem interactions in a turbulent thermoacoustic system

论文作者

Tandon, Shruti, Sujith, Raman I.

论文摘要

热声系统是复杂的系统,其中流体动力,声学和热量释放速率波动之间的相互作用导致混乱,间歇性和有序动力学等动力学多样化。这种复杂的相互作用引起灾难性高振幅的声压力振荡和时空动力学中的顺序出现,称为热声不稳定。在这项工作中,我们使用多层网络研究涡度动力学与涡度动力学之间的空间模式,这是由于在虚张声势稳定的稳定湍流垃圾箱中产生的涡度动力和热声功率。我们构建了一个两层网络,其中层代表热声功率和涡度场。使用在流场中任何两个位置的涡度和热声功率波动之间的跨变量短窗口相关性确定层间链接。使用网络相关性和链接级分布等网络属性来分析层间网络的拓扑,有助于我们推断出累生系统间相互作用中的空间不均匀性,并揭示不同动力学状态下涉及的流体机械过程。我们表明,在混乱的动力学期间,子系统之间的相互作用是非定位的,并且在燃烧器的整个流场中分布。在热声不稳定性状态(顺序)期间,我们发现强烈的相互作用发生在相干涡流脱落和热声发电的区域之间,并且我们知道这些过程是强烈的,局部耦合的。此外,我们发现在订单发作之前,在间歇性状态下,这种密集的层间连接在燃烧器的转储平面的空间口袋中出现。

Thermoacoustic systems are complex systems where the interactions between the hydrodynamic, acoustic and heat release rate fluctuations lead to diverse dynamics such as chaos, intermittency, and ordered dynamics. Such complex interactions cause catastrophically high-amplitude acoustic pressure oscillations and the emergence of order in the spatio-temporal dynamics, referred to as thermoacoustic instability. In this work, we use multilayer networks to study the spatial pattern of inter-subsystem interactions between the vorticity dynamics and thermoacoustic power generated due to acoustically-coupled combustion in a bluff-body stabilized turbulent dump combustor. We construct a two-layered network where the layers represent the thermoacoustic power and vorticity fields. The inter-layer links are determined using cross-variable short-window correlations between vorticity and thermoacoustic power fluctuations at any two locations in the flow field. Analyzing the topology of inter-layer networks, using network properties such as degree correlations and link-rank distributions, helps us infer the spatial inhomogeneities in inter-subsystem interactions and unravel the fluid mechanical processes involved during different dynamical states. We show that, during chaotic dynamics, interactions between subsystems are non-localized and spread throughout the flow field of the combustor. During the state of thermoacoustic instability (order), we find that intense interactions occur in between regions of coherent vortex shedding and thermoacoustic power generation and we understand that these processes are strongly and locally coupled. Moreover, we discover that such dense inter-layer connections emerge in spatial pockets in the dump plane of the combustor during the state of intermittency much prior to the onset of order.

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