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Electrospun fiber alignment using the Radon Transform

机译:使用Radon变换进行电纺纤维对准

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Aligned, electrospun fibers have been used in a wide variety of applications from filters to scaffolds for tissue engineering. In this study we demonstrate a quick and accurate method to quantify fiber alignment using the Radon Transform. To test the accuracy of this method, we generated mock images fibers with varying degrees of fiber alignment. Images were filtered to detect edges and analyzed with the Radon Transform from 1 to 180 degrees at 1 degree intervals. The absolute values of each column were summed and used to create a normalized probability distribution function. The probability distribution function was quantified using both the full width half- maximum (FWHM) and calculating the entropy of the function. These results were compared to an analysis method using the fast Fourier transform. The FWHM for the Radon transform was consistent and statistically different at all fiber orientations for different degrees of fiber variation. Both the entropy analysis for the Radon transform and the FWHM for the fast Fourier transform did not show statistical difference. The FWHM method for the radon transform was performed on electrospun fibers and showed statistical difference between two groups known to be statistically different by manual analysis.
机译:对齐的电纺纤维已被广泛用于从过滤器到组织工程支架的各种应用中。在这项研究中,我们展示了一种使用Radon变换量化纤维排列的快速准确的方法。为了测试此方法的准确性,我们生成了具有不同纤维对齐程度的模拟图像纤维。过滤图像以检测边缘,并使用Radon变换以1度为间隔从1到180度进行分析。将每一列的绝对值相加并用于创建归一化的概率分布函数。使用全宽半最大值(FWHM)和计算函数的熵来量化概率分布函数。将这些结果与使用快速傅里叶变换的分析方法进行比较。对于不同程度的纤维变化,在所有纤维取向上,用于Radon变换的FWHM是一致的,并且在统计上是不同的。 Radon变换的熵分析和快速傅里叶变换的FWHM均未显示统计差异。 electro纺丝的FWHM方法是在电纺纤维上进行的,显示出两组之间的统计差异,这些差异通过手工分析已知在统计学上是不同的。

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