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Flow complexity in open systems: interlacing complexity index based on mutual information

机译:开放系统中的流复杂性:基于互信息的交织复杂性指数

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摘要

Flow complexity is related to a number of phenomena in science and engineering and has been approached from the perspective of chaotic dynamical systems, ergodic processes or mixing of fluids, just to name a few. To the best of our knowledge, all existing methods to quantify flow complexity are only valid for infinite time evolution, for closed systems or for mixing of two substances. We introduce an index of flow complexity coined interlacing complexity index (ICI), valid for a single-phase flow in an open system with inlet and outlet regions, involving finite times. ICI is based on Shannon’s mutual information (MI), and inspired by an analogy between inlet–outlet open flow systems and communication systems in communication theory. The roles of transmitter, receiver and communication channel are played, respectively, by the inlet, the outlet and the flow transport between them. A perfectly laminar flow in a straight tube can be compared to an ideal communication channel where the transmitted and received messages are identical and hence the MI between input and output is maximal. For more complex flows, generated by more intricate conditions or geometries, the ability to discriminate the outlet position by knowing the inlet position is decreased, reducing the corresponding MI. The behaviour of the ICI has been tested with numerical experiments on diverse flows cases. The results indicate that the ICI provides a sensitive complexity measure with intuitive interpretation in a diversity of conditions and in agreement with other observations, such as Dean vortices and subjective visual assessments. As a crucial component of the ICI formulation, we also introduce the natural distribution of streamlines and the natural distribution of world-lines, with invariance properties with respect to the cross-section used to parameterize them, valid for any type of mass-preserving flow.
机译:流动的复杂性与科学和工程学中的许多现象有关,并且已经从混沌动力学系统,遍历过程或流体混合的角度进行了研究,仅举几例。据我们所知,所有现有的量化流量复杂度的方法仅对无限时间演化,封闭系统或两种物质混合有效。我们介绍了一种复杂度指数,称为精炼交错复杂度指数(ICI),该指数对于在开放系统中具有入口和出口区域(涉及有限时间)的单相流有效。 ICI基于Shannon的互信息(MI),并受到通信理论中进出口自由流系统和通信系统之间的类比的启发。发送器,接收器和通信通道的角色分别由入口,出口和它们之间的流传输扮演。可以将直管中的完美层流与理想的通信通道进行比较,在理想的通信通道中,发送和接收的消息是相同的,因此输入和输出之间的MI最大。对于由更复杂的条件或几何形状生成的更复杂的流,通过知道入口位置来区分出口位置的能力会降低,从而降低了相应的MI。 ICI的行为已通过各种流量案例的数值实验进行了测试。结果表明,ICI提供了灵敏的复杂性度量,可以在多种条件下进行直观解释,并与其他观察(例如迪恩涡旋和主观视觉评估)相一致。作为ICI公式的重要组成部分,我们还介绍了流线的自然分布和世界线的自然分布,具有用于参数化它们的横截面的不变性,适用于任何类型的保质流。

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