Acta Photonica Sinica, Volume. 53, Issue 11, 1112004(2024)

Laser Center Extraction Method of Circular Linear Structure Profile Measurement Based on Cluster Segmentation

Xingxu YAN1... Hubing DU1,*, Leijie FENG1, Yanjie LI1, Jinge JIA2 and Gaopeng ZHANG3,** |Show fewer author(s)
Author Affiliations
  • 1School of Mechanical and Electrical Engineering,Xi'an University of Technology,Xi'an 710021,China
  • 2Xi'an Future Intelligent Manufacturing Digital Technology Co.,LTD.,Xi'an 710000,China
  • 3Xi'an Institute of Optics and Precision Mechanics,Chinese Academy of Sciences,Xi'an 710119,China
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    Figures & Tables(19)
    Measurement system
    Flow chart of the center extraction of the light bar
    True light spot image
    True light knife center
    Spot plots with different noise levels
    Results by three clustering methods
    The light knife center extracted by the steger algorithm + median filtering
    The light knife center extracted by the skeleton direction template method+ median filtering
    The light knife center extracted by the proposed method
    Localized enlarged image of the light knife center
    Measurement setup
    Results obtained by the three clustering methods
    Three real spot images pre-processed by proposed method
    The optical knife center extracted by different methods
    • Table 1. Cluster evaluation of each clustering algorithm

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      Table 1. Cluster evaluation of each clustering algorithm

      Image

      Method

      K-means clusteringHierarchical clusteringSpectral clusteringDBSCAN clustering
      RIACCRIACCRIACCRIACC
      10.477 90.183 90.752 50.627 90.528 60.222 80.995 30.841 1
      20.518 40.337 00.598 10.567 00.586 20.321 50.968 20.883 5
      30.543 40.184 60.580 50.514 40.602 10.254 30.966 30.935 6
    • Table 2. Error values of each algorithm

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      Table 2. Error values of each algorithm

      Image

      Method

      MF+StegerMF+Direction templateProposed method
      13.735 13.948 20.080 7
      246.363 032.455 40.113 5
      365.199 057.648 10.109 0
    • Table 3. Average running time of each algorithm

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      Table 3. Average running time of each algorithm

      Image

      Method

      MF+StegerMF+Direction templateProposed method
      10.3080.3950.305
      20.3150.4030.310
      30.3250.4410.323
    • Table 4. Error values of each algorithm

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      Table 4. Error values of each algorithm

      Image

      Method

      Median filtering+stegerDirection templateProposed method
      111.067 62.123 30.071 3
      212.828 94.390 10.065 6
      36.426 51.655 20.053 1
    • Table 5. Average running time of each algorithm( unit:s)

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      Table 5. Average running time of each algorithm( unit:s)

      Image

      Method

      Median filtering+stegerDirection templateProposed method
      10.3540.5250.290
      20.3940.5540.297
      30.4150.5250.303
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    Xingxu YAN, Hubing DU, Leijie FENG, Yanjie LI, Jinge JIA, Gaopeng ZHANG. Laser Center Extraction Method of Circular Linear Structure Profile Measurement Based on Cluster Segmentation[J]. Acta Photonica Sinica, 2024, 53(11): 1112004

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    Paper Information

    Category: Instrumentation, Measurement and Metrology

    Received: Mar. 28, 2024

    Accepted: Apr. 11, 2024

    Published Online: Jan. 8, 2025

    The Author Email: DU Hubing (duhubing@xatu.edu.cn), ZHANG Gaopeng (zhanggaopeng@opt.ac.cn)

    DOI:10.3788/gzxb20245311.1112004

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