Hybrid particle image velocimetry with the combination of cross-correlation and optical flow method

被引:28
|
作者
Yang, Zifeng [1 ]
Johnson, Mark [1 ]
机构
[1] Wright State Univ, Dept Mech & Mat Engn, 3640 Colonel Glenn Hwy,209 RC, Dayton, OH 45435 USA
关键词
Hybrid particle image velocimetry; Cross correlation; Optical flow method; INTERNATIONAL PIV CHALLENGE;
D O I
10.1007/s12650-017-0417-7
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Through a combination of cross-correlation and optical flow method (OFM), a novel technique can benefit from the strengths of each method while mitigating the flaws each individual method contains. The hybrid Particle Image Velocimetry (PIV) method utilizes the state-of-the-art cross-correlation method to account for the relatively large displacements of particles and refine the flow field using the high-resolution analysis of OFM. Image processing techniques such as interpolation, image shifting, and Gaussian filtering are crucial for integrating the cross-correlation technique with optical flow analysis. The accuracy of the hybrid PIV method was validated using standard simulated PIV images that encompassed various parameters encountered in PIV measurements. Each set of images was analyzed by the hybrid method and three other widely used correlation techniques to verify the accuracy. Results confirmed that the hybrid method is consistently more accurate than the other methods in generating the flow vectors, especially near the boundaries. Additionally, for cases dealing with large-sized particles or small displacements, the hybrid PIV method also attains more accurate results.
引用
收藏
页码:625 / 638
页数:14
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