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A maximum entropy moment closure approach to modeling the evolution of spray flows.

机译:采用最大熵矩闭合方法对喷雾流的演变进行建模。

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This work describes a method to obtain a complete description of a spray flow by computing the evolution of its probability, density function (PDF) simultaneously with the gas flow in which it is embedded. Given an ensemble of spray flows, it is possible to develop a PDF for the drops that gives the expected number of drops per unit volume of spray space, where the phase space is defined as the space of characteristics that describe each drop. We can then derive an evolution equation for that function, called the spray equation.; If we assume that a set of low-order moments, such as the means and variances, of the PDF carry the greatest amount of information about the function, then the PDF can be integrated to derive transport equations for these moments the solution of which will allow us to approximate the shape of the PDF and achieve closure of the system of equations. To accomplish this closure, we employ a maximum entropy model. By maximizing Shannon's entropy subject to given moment constraints, it is possible to obtain the most unbiased PDF within the imposed constraints. This PDF now represents the distribution of drops across the ensemble at each point in the spray flow. By integrating it over its domain, we can close any higher-order terms appearing within the moment transport equations.; To explore its usefulness, the approach is tested on a quasi-one-dimensional spray flow. There is no mean velocity in the transverse direction and gradients of averaged quantities in the transverse direction vanish. Submodels which account for the effects of the gas on the drops, including turbulence modification and the correlation between the gas and drop velocities, are employed. Three test cases are explored to see the effects of velocity slip on the moments as the drops are decelerated, accelerated, and injected at the same mean velocity as the gas. There is also a discussion on extending the approach to a more general problem.
机译:这项工作描述了一种方法,该方法通过同时计算其概率,密度函数(PDF)和嵌入其中的气流的演变来获得对喷雾流的完整描述。给定喷雾流的整体,可以开发液滴的PDF,以给出每单位体积喷雾空间的预期液滴数,其中相空间定义为描述每个液滴的特征空间。然后,我们可以得出该函数的演化方程,称为喷雾方程。如果我们假设PDF的一组低阶矩(例如均值和方差)包含有关函数的最大信息,则可以对PDF进行积分以导出这些矩的传输方程,其解将为使我们能够近似PDF的形状并实现方程组的闭合。为了完成这种封闭,我们采用了最大熵模型。通过在给定的矩约束下最大化香农熵,可以在施加的约束内获得最无偏的PDF。现在,此PDF代表了喷雾流中每个点上液滴在整个集合中的分布。通过在它的域上积分,我们可以关闭出现在矩传输方程中的任何高阶项。为了探索其实用性,该方法在准一维喷雾流上进行了测试。横向没有平均速度,横向平均量的梯度消失了。使用考虑气体对液滴影响的子模型,包括湍流修正以及气体与液滴速度之间的相关性。探索了三个测试案例,以观察液滴以与气体相同的平均速度减速,加速和注入时,滑移对瞬间的影响。还讨论了将方法扩展到更普遍的问题。

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