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Gradation measurement of asphalt mixture by X-Ray CT images and digital image processing methods

机译:X射线CT图像和数字图像处理方法沥青混合料的渐变测量

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摘要

Gradation measurement is important for quality control of pavement construction. Computed tomography (CT) can capture the microstructure images of asphalt mixture. However, an accuracy digital image processing method should be developed. In this study, fuzzy network, multilevel threshold and morphological methods are utilized to reduce the noise, enhance the contrast and segment images. The 2D aggregate gradation obtained from the digital image segmentation procedure is transferred into 3D gradation by stereological method. The results show that fuzzy network can balance the noise reduction and contrast enhancement. The multilevel Otsu's threshold method can obtain the two thresholds automatically. The morphological processing and watershed transformation can fill the holes in the image and break the aggregate connections. By comparing the calculated gradation and the designed gradation, the image processing procedure proposed in this paper can be utilized to obtain the gradation information of AC, SMA and OGFC accurately and effectively. (C) 2018 Elsevier Ltd. All rights reserved.
机译:灰度测量对于路面结构的质量控制很重要。计算断层扫描(CT)可以捕获沥青混合料的微观结构图像。但是,应开发精确的数字图像处理方法。在该研究中,利用模糊网络,多级阈值和形态学方法来降低噪声,增强对比度和段图像。从数字图像分割过程获得的2D聚合灰度通过立体方法转移到3D灰度中。结果表明,模糊网络可以平衡降噪和对比度增强。多级OTSU的阈值方法可以自动获得两个阈值。形态学加工和流域变换可以填充图像中的孔并打破骨料连接。通过比较计算的灰度和设计的灰度,本文提出的图像处理过程可用于精确且有效地获得AC,SMA和OGFC的灰度信息。 (c)2018年elestvier有限公司保留所有权利。

著录项

  • 来源
    《Measurement》 |2019年第2019期|共10页
  • 作者单位

    Harbin Inst Technol Sch Transportat Sci &

    Engn 73 Huanghe Rd Harbin 150090 Heilongjiang Peoples R China;

    Harbin Inst Technol Sch Transportat Sci &

    Engn 73 Huanghe Rd Harbin 150090 Heilongjiang Peoples R China;

    Harbin Inst Technol Sch Transportat Sci &

    Engn 73 Huanghe Rd Harbin 150090 Heilongjiang Peoples R China;

    Delft Univ Technol Sect Pavement Engn Delft Netherlands;

    Dalian Univ Technol Dalian Peoples R China;

    Delft Univ Technol Sect Pavement Engn Delft Netherlands;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 计量学;
  • 关键词

    Gradation; Computed tomography; Digital image processing; Fuzzy network;

    机译:渐变;计算断层扫描;数字图像处理;模糊网络;

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