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Mineral Aggregate Morphological Evaluation With MATLAB Fourier Radial Gradient Transform Analysis

机译:基于MATLAB傅里叶径向梯度变换分析的矿物骨料形态评价。

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摘要

The objective of this paper was to present a newly-developed approach through MATLAB-based Fourier analysis on X-ray CT images for more directly, accurately, and efficiently characterizing the morphological features of aggregates. This newly-developed approach consisted of two parts: a small library of aggregate images from X-ray CT scanning and a MATLAB program for processing those X-ray images. One key output of the MATLAB-based imaging process was the Fourier functions, which represented the surface morphological features of aggregate particles. The Fourier radial gradient transform (FRGT) was developed based on the existing concept of radial gradient transform (RGT) and employed for analyzing the main features of those Fourier functions. Through analyzing the FRGT data of various aggregate particles, a new method was developed to characterize aggregate shape, angularity, and texture. Instead of using ellipses, polygons that were determined through vertices of angularities were used to represent mineral aggregate shapes. The angularities of aggregate surfaces were determined with the newly-developed MATLAB program through analyzing the FRGT data. After the angularities and shapes were determined, the surface textures were characterized through the newly developed texture indices namely TAD (texture abundant degree) and TRD (texture roughness Degree). Based on the research findings, the following two conclusions were made: (1) the newly developed method had a highly accuracy and efficiency; (2) through FRGT, aggregate shape, angularity, and texture could be accurately calculated and evaluated in a new manner. Since the main focus of this paper was to develop and introduce the newly-developed approach, the detailed analysis and comprehensive validation of this new method will be presented in the future publications.
机译:本文的目的是通过基于MATLAB的Fourier分析对X射线CT图像提出一种新开发的方法,以更直接,准确和有效地表征聚集体的形态特征。这种新开发的方法包括两个部分:一个来自X射线CT扫描的小集合图像库和一个用于处理这些X射线图像的MATLAB程序。基于MATLAB的成像过程的一个关键输出是傅里叶函数,该函数代表了聚集颗粒的表面形态特征。傅立叶径向梯度变换(FRGT)是在现有径向梯度变换(RGT)概念的基础上开发的,并用于分析这些傅立叶函数的主要特征。通过分析各种聚集体颗粒的FRGT数据,开发了一种表征聚集体形状,角度和纹理的新方法。代替使用椭圆,通过角度顶点确定的多边形用来表示矿物聚集体形状。通过分析FRGT数据,使用新开发的MATLAB程序确定骨料表面的角度。在确定了角度和形状之后,通过新开发的纹理指数TAD(纹理丰富度)和TRD(纹理粗糙度)来表征表面纹理。根据研究结果,得出以下两个结论:(1)新开发的方法具有很高的准确性和效率。 (2)通过FRGT,可以以一种新的方式准确地计算和评估聚集体的形状,角度和纹理。由于本文的主要重点是开发和介绍新开发的方法,因此在以后的出版物中将对此方法进行详细的分析和全面的验证。

著录项

  • 来源
    《Journal of testing and evaluation》 |2017年第1期|268-280|共13页
  • 作者

    F. Gong; Y. Liu; Z. You; Y. Shun;

  • 作者单位

    Highway School of Chang'an Univ., South Erhuan Middle Section, Xi'an City, Shaanxi Province, 710064, China;

    Highway School of Chang'an Univ., South Erhuan Middle Section, Xi'an City, Shaanxi Province, 710064, China;

    Dept. of Civil & Environmental Engineering, Michigan Technological Univ., 1400 Townsend, Houghton, MI, 49931;

    Highway School of Chang'an Univ., South Erhuan Middle Section, Xi'an City, Shaanxi Province, 710064, China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Fourier radial gradient transform; morphology; aggregates; MATLAB; X-ray CT;

    机译:傅立叶径向梯度变换;形态学;骨料MATLAB;X射线CT;

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