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Plenoptic particle image velocimetry with multiple plenoptic cameras

机译:具有多个增压孔相机的全孔粒子图像速度

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Plenoptic particle image velocimetry was recently introduced as a viable three-dimensional, three-component velocimetry technique based on light field cameras. One of the main benefits of this technique is its single camera configuration allowing the technique to be applied in facilities with limited optical access. The main drawback of this configuration is decreased accuracy in the out-of-plane dimension. This work presents a solution with the addition of a second plenoptic camera in a stereo-like configuration. A framework for reconstructing volumes with multiple plenoptic cameras including the volumetric calibration and reconstruction algorithms, including: integral refocusing, filtered refocusing, multiplicative refocusing, and MART are presented. It is shown that the addition of a second camera improves the reconstruction quality and removes the 'cigar'-like elongation associated with the single camera system. In addition, it is found that adding a third camera provides minimal improvement. Further metrics of the reconstruction quality are quantified in terms of a reconstruction algorithm, particle density, number of cameras, camera separation angle, voxel size, and the effect of common image noise sources. In addition, a synthetic Gaussian ring vortex is used to compare the accuracy of the single and two camera configurations. It was determined that the addition of a second camera reduces the RMSE velocity error from 1.0 to 0.1 voxels in depth and 0.2 to 0.1 voxels in the lateral spatial directions. Finally, the technique is applied experimentally on a ring vortex and comparisons are drawn from the four presented reconstruction algorithms, where it was found that MART and multiplicative refocusing produced the cleanest vortex structure and had the least shot-to-shot variability. Filtered refocusing is able to produce the desired structure, albeit with more noise and variability, while integral refocusing struggled to produce a coherent vortex ring.
机译:最近基于光场摄像机的可行性三维三维三维三维的速度技术引入了增压粒子图像速度。该技术的主要优点之一是其单个摄像机配置,允许通过有限的光学访问的设施应用技术。这种配置的主要缺点在平面外尺寸中降低了精度。这项工作提出了一种在立体声配置中加入第二个压室相机的解决方案。一种重建具有多个全室外摄像机的卷的框架,包括体积校准和重建算法,包括:整体重新焦,过滤的重击​​,乘法重键和Mart。结果表明,第二相机的添加改善了重建质量并消除与单个相机系统相关联的“雪茄的伸长率。此外,发现添加第三摄像机提供最小的改进。根据重建算法,粒子密度,相机分离角,体素大小和常见图像噪声源的效果,在重建算法,粒子密度,相机数量的术语方面进行了评估。此外,使用合成高斯环涡流来比较单个和两种相机配置的精度。确定第二摄像机的添加将RMSE速度误差从1.0到0.1体素的深度降低,在横向空间方向上的深度和0.2至0.1个体素。最后,通过实验在环形涡旋上应用该技术,并从四个呈现的重建算法中汲取比较,在那里发现MART和乘法重新成焦于清洁的涡流结构,并且具有最小的射击变异性。过滤的重键能够产生所需的结构,尽管具有更多的噪音和可变性,但积分重新分离努力产生连贯的涡旋环。

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