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Analysis of interpolation schemes for image deformation methods in PIV: effect of noise on the accuracy and spatial resolution

机译:PIV中图像变形方法的插值方案分析:噪声对精度和空间分辨率的影响

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摘要

As testified by a previous article (Astarita and Cardone in Exp Fluids 38:233–243, 2005), a critical point that can influence significantly the accuracy of image deformation methods (IDM) for particle image velocimetry (PIV) is the interpolation scheme (IS) used in the reconstruction of deformed images. In the cited paper the effect of noise has been neglected and for this reason in this follow-up paper the influence of the IS, in the presence of noise, on both accuracy and spatial resolution is studied. Performance assessment is conducted using synthetic images with particles of Gaussian shape and with constant and sinusoidal displacement fields. Both the local and the top hat moving average approaches are investigated and the modulation transfer function, the total and bias errors have been used to evaluate the performances of IDMs for PIV applications. The results show that, when a high noise level is present in the images, the influence of the IS is less relevant than what was shown by Astarita and Cardone (Exp Fluids 38:233–243, 2005).
机译:正如先前的文章(Astarita和Cardone in Exp Fluids 38:233-243,2005)所证明的那样,可以显着影响用于粒子图像测速(PIV)的图像变形方法(IDM)的准确性的临界点是插值方案( IS)用于变形图像的重建。在引用的论文中,忽略了噪声的影响,因此,在此后续论文中,研究了在存在噪声的情况下,IS对精度和空间分辨率的影响。使用具有高斯形状的粒子以及恒定和正弦位移场的合成图像进行性能评估。研究了本地和高顶移动平均方法,并且调制传递函数,总误差和偏差误差已用于评估IDIV在PIV应用中的性能。结果表明,当图像中出现高噪声水平时,IS的影响与Astarita和Cardone所显示的无关(Exp Fluids 38:233-243,2005)。

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  • 来源
    《Experiments in Fluids》 |2006年第6期|977-987|共11页
  • 作者

    T. Astarita;

  • 作者单位

    University of Naples Federico II DETEC P.le Tecchio 80 80125 Naples Italy;

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  • 原文格式 PDF
  • 正文语种 eng
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