Laser & Optoelectronics Progress, Volume. 61, Issue 14, 1412005(2024)

Intelligent Identification of Rock Discontinuities Based on Three-Dimensional Laser Scanning Technology

Yuxiang Wang and Yueqian Shen*
Author Affiliations
  • School of Earth Sciences and Engineering, Hohai University, Jiangsu 211100, Nanjing, China
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    Figures & Tables(14)
    Flow chart of rock discontinuities identification algorithm
    Schematic representation of point cloud translation. (a) First distribution; (b) second distribution; (c) (d) results of reversing the normal vectors
    Schematic of point normal-distance
    Schematic of point normal distance
    Schematic of planar over-segmentation
    Schematic of facet
    Point cloud of rock. (a) Data 1; (b) data 2
    Initial clustering results for different k values. (a) k = 20; (b) k = 30; (c) k = 40; (d) results of manual identification
    Discontinuities identification results and occurrence information. (a) Discontinuities identification results; (b) pole figure of occurrence
    Comparison of pole density plot. (a) Pole density plot of automatic identification; (b) pole density plot of manually identification
    Comparison of discontinuities identification results. (a) Automatic identification results; (b) manual identification results
    Discontinuities identification results of data 2. (a) Pole figure of occurrence; (b) pole density plot of automatic identification; (c) pole density plot of manually identification;(d) discontinuities identification results;(e) discontinuities of automatic identification; (f) discontinuities of manually identification
    • Table 1. Comparison of results obtained by applying different methods to data 1

      View table

      Table 1. Comparison of results obtained by applying different methods to data 1

      No.Manual methodProposed method∆∣DD∣∆∣DA∣
      dip direction/dip angledip direction/dip angle
      1258.28/66.11258.61/66.120.330.01
      2163.70/78.03163.91/77.950.210.08
      3167.17/79.81166.91/80.050.260.24
      4203.52/72.34204.61/71.981.090.36
      5261.22/65.93261.68/66.030.460.10
      6349.79/84.12350.63/83.340.840.78
      7169.96/85.11168.92/86.361.041.25
      8260.60/65.67259.54/65.291.060.38
      9162.54/73.60162.69/73.490.150.11
      109.16/75.389.67/74.940.510.44
      11196.01/40.06196.67/39.550.660.51
      12258.80/64.98259.11/65.070.310.09
      13160.90/41.08160.30/41.650.600.57
      14166.38/84.06167.32/83.680.940.38
      15169.36/42.46170.07/43.400.710.94
      Maximum1.091.25
      Average0.610.42
    • Table 2. Comparison of results obtained by applying different methods to data 2

      View table

      Table 2. Comparison of results obtained by applying different methods to data 2

      No.Manual methodProposed method∆∣DD∣∆∣DA∣
      dip direction/dip angledip direction/dip angle
      1354.89/65.80354.88/65.800.010
      296.20/38.1697.25/38.601.050.44
      3112.18/78.19111.96/77.970.220.22
      4108.12/65.74106.73/64.621.391.12
      5355.80/66.44355.64/66.220.160.22
      6108.45/63.84108.52/64.210.070.37
      7353.90/66.44354.07/65.340.171.1
      888.38/89.6488.08/89.410.300.23
      973.18/65.8273.26/65.760.080.06
      10352.77/65.75352.69/65.600.080.15
      1195.15/72.6195.25/72.520.100.09
      12194.26/86.88194.06/87.240.200.36
      13356.14/65.09356.20/65.030.060.06
      14357.50/68.68357.38/68.700.120.02
      15355.58/67.36355.74/67.390.160.03
      Maximum1.391.12
      Average0.280.30
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    Yuxiang Wang, Yueqian Shen. Intelligent Identification of Rock Discontinuities Based on Three-Dimensional Laser Scanning Technology[J]. Laser & Optoelectronics Progress, 2024, 61(14): 1412005

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    Paper Information

    Category: Instrumentation, Measurement and Metrology

    Received: Oct. 16, 2023

    Accepted: Dec. 26, 2023

    Published Online: Jul. 4, 2024

    The Author Email: Yueqian Shen (y.shen_lidar@hhu.edu.cn)

    DOI:10.3788/LOP232308

    CSTR:32186.14.LOP232308

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