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Accurate modeling and reconstruction of three-dimensional percolating filamentary microstructures from two-dimensional micrographs via dilation-erosion method

机译:二维显微照片通过膨胀-腐蚀法精确建模和重建三维渗流丝状微结构

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摘要

Heterogeneous materials are ubiquitous in nature and synthetic situations and have a wide range of important engineering applications. Accurate modeling and reconstructing three-dimensional (3D) microstructure of topologically complex materials from limited morphological information such as a two-dimensional (2D) micrograph is crucial to the assessment and prediction of effective material properties and performance under extreme conditions. Here, we extend a recently developed dilation-erosion method and employ the Yeong-Torquato stochastic reconstruction procedure to model and generate 3D austenitic-ferritic cast duplex stainless steel microstructure containing percolating filamentary ferrite phase from 2D optical micrographs of the material sample. Specifically, the ferrite phase is dilated to produce a modified target 2D microstructure and the resulting 3D reconstruction is eroded to recover the percolating ferrite filaments. The dilation-erosion reconstruction is compared with the actual 3D microstructure, obtained from serial sectioning (polishing), as well as the standard stochastic reconstructions incorporating topological connectedness information. The fact that the former can achieve the same level of accuracy as the latter suggests that the dilation-erosion procedure is tantamount to incorporating appreciably more topological and geometrical information into the reconstruction while being much more computationally efficient.
机译:非均质材料在自然和合成环境中无处不在,并具有广泛的重要工程应用。从有限的形态学信息(例如二维(2D)显微照片)中准确建模和重建拓扑复杂材料的三维(3D)微观结构对于评估和预测极端条件下有效材料的性能和性能至关重要。在这里,我们扩展了最近开发的膨胀腐蚀方法,并采用Yeong-Torquato随机重建程序对材料样品的2D光学显微照片建模并生成包含渗流丝状铁素体相的3D奥氏体-铁素体铸造双相不锈钢显微组织。具体而言,将铁素体相膨胀以产生改性的目标2D显微组织,并腐蚀所得的3D重建结构以恢复渗滤的铁素体细丝。将膨胀-腐蚀重建与从连续切片(抛光)获得的实际3D微观结构以及结合了拓扑连接信息的标准随机重建进行比较。前者可以达到与后者相同的精确度这一事实表明,扩张侵蚀过程无异于将明显更多的拓扑和几何信息合并到重构中,同时具有更高的计算效率。

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