• 论文
主办单位:煤炭科学研究总院有限公司、中国煤炭学会学术期刊工作委员会
考虑射束硬化的煤岩CT数据阈值分割方法及应用
  • Title

    Threshold segmentation method of CT scanning data of coal and rock samples considering beam hardening effect and its application

  • 作者

    王凯付强徐超艾子博王磊舒龙勇

  • Author

    WANG Kai;FU Qiang;XU Chao;AI Zibo;WANG lei;SHU Longyong

  • 单位

    中国矿业大学(北京)共伴生能源精准开采北京市重点实验室中国矿业大学(北京)应急管理与安全工程学院安徽理工大学深部煤矿采动响应与灾害防控国家重点实验室煤炭科学技术研究院有限公司

  • Organization
    Beijing Key Laboratory for Precise Mining of Intergrown Energy and Resources, China University of Mining and Technology (Beijing)
    School of Emergency Management and Safety Engineering, China University of Mining and Technology (Beijing)
    State Key Laboratory of Mining Response and Disaster Prevention and Control in Deep Coal Mines, Anhui University of Science and Technology
    CCTEG China Coal Research Institute
  • 摘要
    射束硬化是工业CT应用中的常见现象,射束硬化会导致同一密度组分呈现不同的灰度值,严重影响对各组分的分割及后期重构。为对射束硬化效应影响下的煤岩试样CT扫描数据精确划分,研究了射束硬化影响下的煤岩试样灰度值的分布规律,发现灰度束上灰度值的变化能够真实反映组分密度变化,并从理论上推导证明了这一结论,据此提出了灰度束阈值分割方法。灰度束阈值分割方法是将CT重建后的三维灰度数据体离散为一维的灰度束,根据目标组分种类的数量选择合适的全阈分割方法进行分割,并对其进行多值化,将多值化后的一维数据体重新集合为三维数据,三维数据中不同值代表不同组分,从而将各组分区分。采用灰度束阈值分割方法对6种射束影响下的煤岩组合体扫描数据进行了阈值分割并重构,证明了本方法的有效性。研究结果能够对非均质煤岩及其他材料CT扫描数据精确划分提供参考。
  • Abstract

    Beam hardening is a common phenomenon in the application of industrial computerized tomography (ICT). It can cause different grayscale values in components with the same density, which affects the threshold segmentation and later reconstruction of components seriously. Herein, study was conducted on the distribution law of grayscale values under the effect of beam hardening, so as to segment the CT scanning data of coal and rock samples under the beam hardening effect accurately. Through the study, it is found that the change in grayscale value on the grayscale beam could truly reflect the change in component density, which is proved by theoretical derivation. Based on this, the threshold segmentation method was proposed for the grayscale beam. Specifically, the threshold segmentation method of grayscale beam is to discrete the three-dimensional grayscale data volumes through CT reconstruction as one-dimensional grayscale beams at first, then segment and multivalue them with the appropriate full-threshold segmentation method according to the number of target component types, and finally gather the multivalued one-dimensional data volume for three-dimensional data. Thereby, the components can be distinguished through the different values in the three-dimensional data that represent different components. Herein, the threshold segmentation method of grayscale beam was used to segment and reconstruct the scanning data of coal-rock combination under the effect of 6 beams, with the validity of this method verified. The research results could provide a reference for the accurate segmentation of CT scanning data of non-homogeneous coal, rock and other materials.

  • 关键词

    工业CT射束硬化阈值分割煤岩组合体灰度束

  • KeyWords

    ICT;beam hardening;threshold segmentation;coal and rock combination;grayscale beam

  • 基金项目(Foundation)
    国家自然科学基金项目(52130409,51974321);国家自然科学基金创新研究群体项目(52121003);
  • 文章目录
    1 射束硬化机理及现象
    1.1 射束硬化效应机理
    1.2 射束硬化效应现象
    2 射束硬化效应下煤岩试件灰度分布特点
    2.1 水平方向灰度值分布规律
    2.2 竖直方向灰度值分布规律
    2.3 不同扫描角度灰度特征
    3 灰度束阈值分割方法
    3.1 灰度束定义
    3.2 灰度束阈值分割及多值化
    4 方法应用
    4.1 程序结构
    4.2 灰度束阈值分割方法选取
    4.3 阈值分割及重构效果
    5 结论
  • DOI
  • 引用格式
    王凯,付强,徐超,艾子博,王磊,舒龙勇.考虑射束硬化的煤岩CT数据阈值分割方法及应用[J].煤田地质与勘探,2023,51(04):11-22.
  • Citation
    WANG Kai,FU Qiang,XU Chao,et al. Threshold segmentation method of CT scanning data of coal and rock samples considering beam hardening effect and its application[J]. Coal Geology & Exploration,2023,51(4):11−22
  • 图表
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    • 单能及多能射线投影值与射线穿过厚度关系

    图(14) / 表(0)

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