Chinese Journal of Lasers, Volume. 48, Issue 16, 1604001(2021)

Research on High-precision Manhole Cover Extraction and Settlement Disease Detection Method Based on Laser Point Cloud

Mengbing Xu1,2, Youmei Han1、*, Liuzhao Wang2, Panke Zhang2, Dongming Liu1, and Jinghua Yang1
Author Affiliations
  • 1School of Ocean Technology and Surveying and Mapping, Jiangsu Ocean University, Lianyungang, Jiangsu 222000, China
  • 2Beijing Geo-Vision Tech. Co., Ltd., Beijing 100070, China
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    Figures & Tables(17)
    Overall structure of SSW vehicle-borne laser modeling system
    Common manhole cover disease problems.(a) Manhole cover sinking; (b) manhole cover raised
    Flow chart of rapid identification and location of manhole cover and disease detection technology
    Schematic diagram of two-point tilt diagram
    Principle diagram of CSF algorithm
    Image binarization results of global threshold and adaptive threshold. (a) Sample image 1; (b) sample image 2
    Frame diagram of precise extraction of manhole cover
    Schematic diagram of edge curvature. (a) Round edge contour of manhole cover; (b) arc differential; (c) curvature
    Manhole cover extraction and marking
    Rigel laser scanner
    Experimental point cloud data. (a) Experimental data point cloud roadmap; (b) coloring map of pavement point cloud intensity
    Combined ground filtering. (a) Ground points; (b) non-ground points; (c) combination of ground points and non-ground points
    Automatic extraction of urban manhole covers based on vehicle-borne laser point cloud. (a) Original point cloud (real scene rendering); (b) ground points (intensity coloring); (c) intensity feature image; (d) manhole cover extraction result; (e) partial enlarged view
    Manhole cover extraction result. (a) Schematic diagram of manhole cover position 1; (b) schematic diagram of manhole cover position 2
    • Table 1. Technical indicators of Riegl laser scanner

      View table

      Table 1. Technical indicators of Riegl laser scanner

      Laser scanner nameRiegl
      Point frequency /kHz1017
      Line frequency /Hz250
      Distance /m2--200 (reflectivity 80%)
      Infinite echoYes
      Relative measurementaccuracy /cm≤1
      Field of view /(°)360(no blind spots)
      Divergence angle /marc0.3(spot size)
    • Table 2. Accuracy verification of manhole cover center

      View table

      Table 2. Accuracy verification of manhole cover center

      SerialnumberSSWX /mSSWY /mGPS-RTKX /mGPS-RTKY /mResidualΔX /mResidualΔY /m
      016607.93526010.3566607.85326010.2830.0820.073
      027843.53421684.3687843.55821684.317-0.0240.051
      035235.36815097.6485235.46715097.776-0.099-0.128
      043337.80015132.4823337.70715132.5840.093-0.102
      058767.53416897.5348767.56816897.480-0.0340.054
      069583.42613701.2539583.41013701.2120.0160.041
      074547.68614986.5634547.78214986.442-0.0960.121
      087996.32626050.1057996.22326050.0140.1030.091
      096783.34815401.8676783.30815401.8050.0400.062
      103463.86513386.3243463.85813386.2890.0070.035
      112964.75725975.7122964.78025975.746-0.023-0.034
      126877.86515386.5466877.83415386.5930.031-0.047
      133524.69814688.1383524.65114688.0930.0470.045
      145675.86114865.2395675.77214865.3620.089-0.123
      156764.16525463.8436764.13925463.8390.0260.004
      162688.53514334.8292688.54714334.802-0.0120.027
      173354.87915589.5473354.78715589.6540.092-0.107
      185767.23423371.9765767.21023371.9340.0240.042
      198416.58713692.5728416.72413692.455-0.1370.117
      204740.10813354.7824740.07713354.7680.0310.014
    • Table 3. Comparison of manhole cover settlement values between SSW vehicle-borne system and DS3 level

      View table

      Table 3. Comparison of manhole cover settlement values between SSW vehicle-borne system and DS3 level

      Serial numberSSW /mmDS3 /mmResidual /mm
      011627-11
      0221156
      03930-21
      041275
      053443-9
      061129-18
      071826-8
      082338-15
      09-10-2616
      1028199
      111899
      121317-4
      132833-5
      14-7-1912
      1517413
      1622139
      171325-12
      18915-6
      191123-12
      20521-16
      2122193
      22352213
      23817-9
      2443385
      25-38-27-11
      2631238
      27-46-27-19
      281016-6
      2920137
      30718-11
      31-30-17-13
      321596
      33315-12
      341789
      35913-4
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    Mengbing Xu, Youmei Han, Liuzhao Wang, Panke Zhang, Dongming Liu, Jinghua Yang. Research on High-precision Manhole Cover Extraction and Settlement Disease Detection Method Based on Laser Point Cloud[J]. Chinese Journal of Lasers, 2021, 48(16): 1604001

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    Paper Information

    Category: measurement and metrology

    Received: Sep. 29, 2020

    Accepted: Jan. 27, 2021

    Published Online: Aug. 2, 2021

    The Author Email: Youmei Han (hanyoumei@126.com)

    DOI:10.3788/CJL202148.1604001

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