Evaluation of seedless wavelet-based optical flow velocimetry for schlieren images

Mingjia Chen, Zhixin Zhao, Yuchen Hou, Jiajian Zhu, Mingbo Sun, Bo Zhou
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Abstract

In harsh flow environments, traditional particle-based velocimetry methods face challenges. This study explores the use of seedless schlieren images for velocimetry through a novel algorithm, namely, wavelet-based optical flow velocimetry (wOFV). Various data term constraints for wOFV were examined. It is found that the data term derived from the integrated continuity equation (ICE) outperformed the conventional displaced frame difference constraint and the schlieren-tailored constraints (SE and SSE). Evaluation based on the root mean square error (RMSE) and turbulence energy spectrum (TES) reveals that the choice of wavelet becomes insignificant for the optimal estimated velocity field when the wavelet support length is sufficiently long. In addition, the implementation of a proper truncation in wOFV shows little dependence of the RMSE on the weighting coefficient, therefore alleviating the uncertainty associated with selecting an appropriate weighting coefficient. It is found that the retrieved flow field from schlieren images approximates a down-sampled result based on available structural scales in images. Considering the prevalence of under-resolved velocity field in practical applications, schlieren-based wOFV offers a reasonable alternative to particle-based velocimetry, particularly in harsh flow environments.
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评估基于无籽小波的雪莲花图像光流速度测量法
在恶劣的流动环境中,传统的粒子测速方法面临挑战。本研究通过一种新颖的算法,即基于小波的光学流速测量法(wOFV),探索了如何利用无籽裂隙图像进行测速。研究了 wOFV 的各种数据项约束。结果发现,从积分连续性方程(ICE)推导出的数据项优于传统的位移帧差约束条件和施利伦定制约束条件(SE 和 SSE)。根据均方根误差(RMSE)和湍流能谱(TES)进行的评估表明,当小波支持长度足够长时,小波的选择对于最优估计速度场变得无关紧要。此外,在 wOFV 中实施适当的截断后,RMSE 与加权系数的关系不大,因此减轻了与选择适当加权系数相关的不确定性。研究发现,根据图像中可用的结构尺度,从裂隙图像中获取的流场近似于下采样结果。考虑到实际应用中普遍存在未充分分辨的速度场,基于裂隙的 wOFV 为基于粒子的测速提供了合理的替代方案,尤其是在恶劣的流动环境中。
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