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Surface deformation tracking and modelling of soft materials

机译:表面变形跟踪和软材料造型

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Many computer vision algorithms have been presented to track surface deformations, but few have provided a direct comparison of measurements with other stereoscopic approaches and physics-based models. We have previously developed a phase-based cross-correlation algorithm to track dense distributions of displacements over three-dimensional surfaces. In the present work, we compare this algorithm with one that uses an independent tracking system, derived from an array of fluorescent microspheres. A smooth bicubic Hermite mesh was fitted to deformations obtained from the phase-based cross-correlation data. This mesh was then used to estimate the microsphere locations, which were compared to stereo reconstructions of the microsphere positions. The method was applied to a 35mmx35mmx35mm soft silicone gel cube under indentation, with three square bands of microspheres placed around the indenter tip. At an indentation depth of 4.5mm, the root-mean-square (RMS) differences between the reconstructed positions of the microspheres and their identified positions for the inner, middle, and outer bands were 60 mu m, 20 mu m, and 19 mu m, respectively. The usefulness of the strain-tracking data for physics-based finite element modelling of large deformation mechanics was then demonstrated by estimating a neo-Hookean stiffness parameter for the gel. At the optimal constitutive parameter estimate, the RMS difference between the measured microsphere positions and their finite element model-predicted locations was 143 mu m.
机译:已经提出了许多计算机视觉算法以追踪表面变形,但很少有与其他立体方法和基于物理的模型进行测量的直接比较。我们之前先前开发了一种基于相位的互相关算法,用于跟踪三维表面上的位移的密集分布。在本作工作中,我们将该算法与使用源自荧光微球阵列的独立跟踪系统的算法进行比较。将光滑的双孔Hermite网格装配到从基于相的互相关数据获得的变形。然后使用该网格来估计微球位置,其与微球位置的立体声重建进行比较。将该方法应用于压痕下的35mm×35mm×35mm软硅胶凝胶立方体,其中三个方形带围绕压痕尖端放置。在缩进深度为4.5mm,微球的重建位置与内部,中间和外带的所识别位置之间的根均线(RMS)差异为60μm,20μm和19μm m分别。通过估计凝胶的新卷起刚度参数,通过估计凝胶的新卷起刚度参数来证明基于物理的有限元建模的应变跟踪数据的有用性。在最佳组成型参数估计中,测量的微球位置与其有限元模型预测位置之间的均方根差为143μm。

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