论文标题

贝叶斯质量在钻机和发动机中平均

Bayesian Mass Averaging in Rigs and Engines

论文作者

Seshadri, Pranay, Duncan, Andrew, Thorne, George

论文摘要

本文介绍了贝叶斯质量平均水平并详细介绍其计算。由于发动机中流的复杂性和有限的仪器以及所使用的传感器设备的精度,因此很难严格计算质量平均值。在相关工作的基础上,本文将任何热力学数量的空间变化视为发动机(或钻机)的轴向变化作为高斯随机场。如果质量流速在圆周方向恒定但可以通过径向径向表达,则本文介绍了贝叶斯质量平均值的分析计算。如果质量流量本身可以表示为高斯随机场,则提出采样程序来计算贝叶斯质量平均水平。提出了贝叶斯质量平均温度平均水平的示例,其中包括由实际发动机案例研究,其中从停滞压力测量中推断出速度曲线。

This paper introduces the Bayesian mass average and details its computation. Owing to the complexity of flow in an engine and the limited instrumentation and the precision of the sensor apparatus used, it is difficult to rigorously calculate mass averages. Building upon related work, this paper views any thermodynamic quantity's spatial variation at an axial plane in an engine (or a rig) as a Gaussian random field. In cases where the mass flow rate is constant in the circumferential direction but can be expressed via a polynomial or spline radially, this paper presents an analytical calculation of the Bayesian mass average. In cases where the mass flow rate itself can be expressed as a Gaussian random field, a sampling procedure is presented to calculate the Bayesian mass average. Examples of the calculation of the Bayesian mass average for temperature are presented, including with a real engine case study where velocity profiles are inferred from stagnation pressure measurements.

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