论文标题
深色场X射线显微镜图像中中尺度特征多分析分析的一般方法
A general method for multiresolutional analysis of mesoscale features in dark-field x-ray microscopy images
论文作者
论文摘要
暗场X射线显微镜利用Bragg衍射收集有序材料的“中尺度”结构的全场X射线图像。通过这些图像的定量分析,可以收集有关结构异质性及其物理意义的信息。也就是说,必须能够提取由晶格调制或不均匀性产生的衍射特征,量化所述特征,并在随后的图像中相关定量属性中识别和跟踪和跟踪模式。由于有必要在保持空间分辨率的同时以各种形状和长度尺度跟踪特征,因此选择小波变换作为有效的信号分析工具。除了解决多个长度尺度外,该方法还可以与其他信号处理方法(例如图像二线化)结合使用,以增加功能。在本文中,我们证明了与DFXM有关的三种有效使用小波分析。我们展示了如何提取和跟踪平滑线性特征 - 这是双边界的衍射表现,因为样品方向在动量传递旋转时变化。其次,我们表明,即使是最简单的小波变换,即HAAR变换,也可用于捕获DFXM图像中的主要特征,在单个图像中不同感兴趣区域的长度范围内,可以实现局部重建。作为最终应用,我们扩展了这些技术,以确定何时焦点焦点。
Dark-field x-ray microscopy utilizes Bragg diffraction to collect full-field x-ray images of "mesoscale" structure of ordered materials. Information regarding the structural heterogeneities and their physical implications is gleaned through the quantitative analyses of these images. Namely, one must be able to extract diffraction features that arise from lattice modulations or inhomogeneities, quantify said features, and identify and track patterns in the relevant quantitative properties in subsequent images. Due to the necessity to track features with a wide array of shapes and length scales while maintaining spatial resolution, wavelet transforms were chosen as a potent signal analysis tool. In addition to addressing multiple length scales, this method can be used in conjunction with other signal processing methods such as image binarization for increased functionality. In this article, we demonstrate three effective use of wavelet analyses pertaining to DFXM. We show how to extract and track smooth linear features-which are diffraction manifestations of twin boundaries-as the sample orientation changes as it is rotated about momentum transfer. Secondly, we show that even the simplest wavelet transform, the Haar transform, can be used to capture the primary features in DFXM images, over a range of length scales in different regions of interest within a single image enabling localized reconstruction. As a final application, we extend these techniques to determine when a DFXM image is in focus.