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Research on the homogeneity of asphalt pavement quality using X-ray computed tomography (CT) and fractal theory

机译:基于X射线CT和分形理论的沥青路面质量均匀性研究

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摘要

This paper presents an imaging method to assess the homogeneity of asphalt concrete using X-ray computed tomography, the improved OTSU image method, and fractal theory. Specifically, this research attempts to analyse the principles of X-ray computed tomography (CT) and to discover the cause of "dead pixels" in CT images. They are further processed by combining the annular block and OTSU methods. For this, the image is divided into several annular regions of similar brightness. The OTSU method divides the image into two parts, the object and the setting, for which the largest variance equals the least mistakes. Fractal theory can effectively calculate the complexity of the curves. Then, the fractal dimension can be calculated using the box-counting dimension method. This article applies pavement-quality indicators to test asphalt pavement and to choose four specimens with various degrees of segregation. A segregation evaluation standard based on fractal dimensions and the imaging method was established. By testing the physical indices, including the density, air void, strain, fatigue life and stiffness modulus of the specimens, it was concluded that the fractal dimension can define the 3D segregation of asphalt pavement well. The analysis also indicates that when the fractal dimension is relatively small, the boundary characteristics of the aggregate and mucilage will be relatively simple, and the uniformity coefficient will be larger with a shorter fatigue life.
机译:本文提出了一种使用X射线计算机体层摄影术,改进的OTSU图像方法和分形理论来评估沥青混凝土均质性的成像方法。具体而言,这项研究试图分析X射线计算机断层扫描(CT)的原理,并发现CT图像中“死像素”的原因。通过组合环形块和OTSU方法对它们进行进一步处理。为此,将图像分为亮度相似的多个环形区域。 OTSU方法将图像分为两部分,即对象和设置,其最大方差等于最小错误。分形理论可以有效地计算曲线的复杂度。然后,可以使用计盒维数方法计算分形维数。本文应用路面质量指标来测试沥青路面并选择四个具有不同偏析度的标本。建立了基于分形维数和成像方法的偏析评价标准。通过测试试样的物理指标,包括密度,气隙,应变,疲劳寿命和刚度模量,可以得出结论:分形维数可以定义沥青路面的3D偏析。分析还表明,当分形维数较小时,聚集体和胶浆的边界特征将相对简单,均匀性系数将较大,且疲劳寿命较短。

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