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Spatial resolution and noise considerations in determining scalar dissipation rate from passive scalar image data

机译:从无源标量图像数据确定标量耗散率时的空间分辨率和噪声考虑

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The effects of photonic shot noise and finite spatial resolution on the scalar dissipation rate were investigated for the analytical profile of a passive scalar layer subjected to a compressive strain, and the results were applied to interpret measured data from spray mixing data from an internal combustion engine. A Monte Carlo approach was employed. The measured scalar dissipation rate is underestimated, and the layer width measured at 20% of the peak height is overestimated by the finite resolution. The ratio of the local scalar spread value to the noise level, the spread-noise ratio, was found to describe the noise effects, which principally results in an overestimation of the scalar dissipation rate, especially at high resolution levels. The Nyquist resolution provides a good compromise between the sampling bias at low resolution and the noise bias at high resolution. Top hat filtering the raw data prior to calculation of the scalar dissipation rate was found to, effectively, reduce spatial resolution, whereas median filtering preserved the resolution. Both filters had a comparable effect on noise reduction. The evaluation of experimental data showed that a significant fraction of data reside at low spread-noise ratio and are biased by noise. The peak scalar dissipation rate is, however, not biased by noise and a method of estimating spatial resolution based on the peak scalar dissipation rate is described.
机译:研究了受压应变的被动标量层的解析轮廓,研究了光子散粒噪声和有限空间分辨率对标量耗散率的影响,并将其结果用于解释来自内燃机喷雾混合数据的测量数据。采用了蒙特卡洛方法。测得的标量耗散率被低估了,而在有限的分辨率下,在峰高的20%处测得的层宽被高估了。发现局部标量扩展值与噪声水平之比即扩展噪声比可描述噪声影响,这主要导致标量耗散率的高估,尤其是在高分辨率水平下。奈奎斯特分辨率在低分辨率的采样偏置和高分辨率的噪声偏置之间提供了很好的折衷方案。发现在计算标量耗散率之前对原始数据进行大礼帽过滤可以有效降低空间分辨率,而中值滤波可以保留分辨率。两种滤波器在降噪方面都具有可比的效果。对实验数据的评估表明,很大一部分数据驻留在低扩展噪声比下,并且受到噪声的影响。然而,峰值标量耗散率不受噪声的影响,并且描述了一种基于峰值标量耗散率来估计空间分辨率的方法。

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  • 来源
    《Experiments in Fluids》 |2006年第4期|577-588|共12页
  • 作者

    J. B. Ghandhi;

  • 作者单位

    Department of Mechanical Engineering University of Wisconsin-Madison 1500 W. Engineering Dr. Madison WI 53706 USA;

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