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    基于边缘提取算法的岩层三角面产状半自动提取

    林楠 徐遥辰 高博文 翁旭华 陈宁华

    林楠, 徐遥辰, 高博文, 翁旭华, 陈宁华, 2021. 基于边缘提取算法的岩层三角面产状半自动提取. 地球科学, 46(10): 3753-3763. doi: 10.3799/dqkx.2021.060
    引用本文: 林楠, 徐遥辰, 高博文, 翁旭华, 陈宁华, 2021. 基于边缘提取算法的岩层三角面产状半自动提取. 地球科学, 46(10): 3753-3763. doi: 10.3799/dqkx.2021.060
    Lin Nan, Xu Yaochen, Gao Bowen, Weng Xuhua, Chen Ninghua, 2021. Semi-Automatic Extraction of Triangular Facet Attitude Based on Edge Extraction Algorithm. Earth Science, 46(10): 3753-3763. doi: 10.3799/dqkx.2021.060
    Citation: Lin Nan, Xu Yaochen, Gao Bowen, Weng Xuhua, Chen Ninghua, 2021. Semi-Automatic Extraction of Triangular Facet Attitude Based on Edge Extraction Algorithm. Earth Science, 46(10): 3753-3763. doi: 10.3799/dqkx.2021.060

    基于边缘提取算法的岩层三角面产状半自动提取

    doi: 10.3799/dqkx.2021.060
    基金项目: 

    国家自然科学基金项目 41372205

    详细信息
      作者简介:

      林楠(1996-), 男, 硕士研究生, 主要从事遥感地质研究.ORCID: 0000-0003-0145-4576.E-mail: 21838012@zju.edu.cn

      通讯作者:

      陈宁华, ORCID: 0000-0001-9401-9711.E-mail: geo316@zju.edu.cn

    • 中图分类号: P627

    Semi-Automatic Extraction of Triangular Facet Attitude Based on Edge Extraction Algorithm

    • 摘要: 岩层三角面的准确识别和快速检测是利用遥感技术获取地表地层产状信息的有效途径.提出了利用高分辨率卫星遥感立体像对,通过自动迭代调整高斯分布模型方差的Canny边缘检测算法实现岩层三角面半自动检测和地层产状快速提取方法.以南天山吐格尔明背斜为实验区,使用Worldview-2立体像对构建数字高程模型和0.5 m分辨率的数字正射影像,利用岩层三角面检测算法提取实验区的岩层三角面和产状.结果表明,提出的方法客观高效,提取准确率达到90.2%,能够准确反映构造趋势的变化,为复杂构造带的地表建模和构造分析提供依据.

       

    • 图  1  基于边缘检测算法和高分辨率立体像对的地层三角面产状提取方法总流程

      Fig.  1.  The flow chart of facet attitude extraction of stratigraphic triangle based on edge extraction algorithm and high-resolution remote sensing stereo pair

      图  2  不同高斯分布模型方差σ对边缘检测的影响

      红色线条表示边缘

      Fig.  2.  Influence of different Gaussian distribution model variances σ on edge detection

      图  3  自动迭代调整σ流程图

      Fig.  3.  Flow chart of automatic iterative adjustment of σ

      图  4  研究区概况

      a. 研究区地质背景,红色方框为图 4b的研究区位置;b. 研究区影像和本文方法提取的产状标注,红星位置为图 4c;c. Worldview-2影像上的三角面示意图

      Fig.  4.  Overview of the study area

      图  5  地层三角面产状提取实例(位于图 4b红星区域)

      a. 地层三角面边缘提取三维视图;b. 边缘提取展示窗口

      Fig.  5.  An example of the attitude extraction, the triangular facet located in the red star in Fig. 4b

      图  6  平面拟合实例

      a.基于提取三维坐标点集拟合产状面;b.数据点与拟合平面的高程差分布直方图

      Fig.  6.  Plane fitting example

      图  7  研究区典型三角面

      Fig.  7.  The typical triangular facet of the study area

      图  8  人工解译产状和拟合产状的极射赤平投影密度图

      Fig.  8.  Stereographic comparisons of pole-to-plane of manually extracted attitude and semi-automatic extraced attitude

      图  9  人工解译产状-拟合产状对应图

      倾向图虚线代表±20°误差,倾角图虚线代表±10°误差,符号代表该点提取线条的决定系数

      Fig.  9.  Manual interpreted attitude versus fitted plane attitude

      图  10  近水平岩层面边缘点的高程及与拟合平面的高程差

      Fig.  10.  Elevation of the edge points of the rock triangular facet, and the elevation difference with the fitted plane

      表  1  立体像对元数据信息表

      Table  1.   The metadata information of the stereo-imagery

      文件名 行数 列数 成像时间 太阳高度角 太阳方位角 传感器高度角 传感器方位角 云量
      东左像 18OCT01053450 24 568 15 948 2019-10-10T11:42:13 44.1° 167.1° 67.5° 355° 0
      东右像 18OCT01053617 24 568 15 948 2019-10-10T11:40:24 44.2° 167.6° 63.6° 211.8° 0
      西左像 18SEP18051308 28 360 25 836 2019-10-10T11:42:51 47.4° 156° 58.2° 71.4° 0
      西右像 18SEP18051322 28 360 25 836 2019-10-10T11:40:57 47.5° 156.5° 55.2° 140.4° 0
      下载: 导出CSV
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    出版历程
    • 收稿日期:  2021-03-30
    • 网络出版日期:  2021-11-03
    • 刊出日期:  2021-11-03

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