• Acta Optica Sinica
  • Vol. 43, Issue 7, 0734001 (2023)
Xiaogang Zhang1, Lize Zhang2, Dongbao Yu1, Juan Xu1, Yanping Lu2、**, and Kuan Shen2、*
Author Affiliations
  • 1China North Nuclear Fuel Co. Ltd., Baotou 014035, Inner Mongolia , China
  • 2Industrial CT Non-destructive Testing Engineering Research Center of the Ministry of Education, Chongqing University, Chongqing 400044, China
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    DOI: 10.3788/AOS221566 Cite this Article Set citation alerts
    Xiaogang Zhang, Lize Zhang, Dongbao Yu, Juan Xu, Yanping Lu, Kuan Shen. Automatic Spatial Distance Measurement Method for Fuel Particles Based on X-Ray Micro-CT[J]. Acta Optica Sinica, 2023, 43(7): 0734001 Copy Citation Text show less
    Serial slice images
    Fig. 1. Serial slice images
    Neighborhoods of voxels in two-dimensional and three-dimensional data. (a) 8-neighborhood diagram; (b) 26-neighborhood diagram
    Fig. 2. Neighborhoods of voxels in two-dimensional and three-dimensional data. (a) 8-neighborhood diagram; (b) 26-neighborhood diagram
    Flowchart of 3D region growing algorithm
    Fig. 3. Flowchart of 3D region growing algorithm
    Flowchart of nearest centroid calculation
    Fig. 4. Flowchart of nearest centroid calculation
    Spatial distribution map of simulated fuel particles
    Fig. 5. Spatial distribution map of simulated fuel particles
    Standard balls and three-dimensional CT image. (a) Standard balls; (b) three-dimensional CT image
    Fig. 6. Standard balls and three-dimensional CT image. (a) Standard balls; (b) three-dimensional CT image
    Comparison chart of image preprocessing. (a)(b) Original slice images; (c)(d) slice images after preprocessing; (e)-(h) three-dimensional grayscale distribution maps
    Fig. 7. Comparison chart of image preprocessing. (a)(b) Original slice images; (c)(d) slice images after preprocessing; (e)-(h) three-dimensional grayscale distribution maps
    Segmentation image of standard balls
    Fig. 8. Segmentation image of standard balls
    Three-dimensional CT image of fuel element sample. (a) Three-dimensional CT image of sample, (b) distribution of fuel particles; (c) segmented local fuel particles
    Fig. 9. Three-dimensional CT image of fuel element sample. (a) Three-dimensional CT image of sample, (b) distribution of fuel particles; (c) segmented local fuel particles
    Particle No.Coordinate of X-axis /pixelCoordinate of Y-axis /pixelCoordinate of Z-axis /pixelRadius /pixel
    150050050025
    220030040025
    310010090025
    490047031025
    515090030025
    695583249825
    791273287025
    865312321625
    945678596125
    109004912825
    1167825968130
    1223969448030
    1316823114230
    1491289189930
    1548979481530
    1612379813530
    1788932026130
    1841858438630
    1967961723930
    2041223178130
    Table 1. Coordinate parameters of simulated fuel particles
    Particle No.CoordinateNearest particle No.Coordinate of nearest particleDistance of centroids /pixel
    1(500 pixel,500 pixel,500 pixel)17(889 pixel,320 pixel,261 pixel)490.75
    2(200 pixel,300 pixel,400 pixel)13(168 pixel,231 pixel,142 pixel)268.98
    3(100 pixel,100 pixel,900 pixel)20(412 pixel,231 pixel,781 pixel)358.70
    4(900 pixel,470 pixel,310 pixel)17(889 pixel,320 pixel,261 pixel)158.18
    5(150 pixel,900 pixel,300 pixel)16(123 pixel,798 pixel,135 pixel)195.85
    6(955 pixel,832 pixel,498 pixel)7(912 pixel,732 pixel,870 pixel)387.60
    7(912 pixel,732 pixel,870 pixel)14(912 pixel,891 pixel,899 pixel)161.62
    8(653 pixel,123 pixel,216 pixel)10(900 pixel,49 pixel,128 pixel)272.45
    9(456 pixel,785 pixel,961 pixel)15(489 pixel,794 pixel,815 pixel)149.95
    10(900 pixel,49 pixel,128 pixel)8(653 pixel,123 pixel,216 pixel)272.45
    11(678 pixel,259 pixel,681 pixel)20(412 pixel,231 pixel,781 pixel)285.55
    12(239 pixel,694 pixel,480 pixel)18(418 pixel,584 pixel,386 pixel)230.17
    13(168 pixel,231 pixel,142 pixel)2(200 pixel,300 pixel,400 pixel)268.98
    14(912 pixel,891 pixel,899 pixel)7(912 pixel,732 pixel,870 pixel)161.62
    15(489 pixel,794 pixel,815 pixel)9(456 pixel,785 pixel,961 pixel)826.71
    16(123 pixel,798 pixel,135 pixel)5(150 pixel,900 pixel,300 pixel)195.85
    17(889 pixel,320 pixel,261 pixel)4(900 pixel,470 pixel,310 pixel)158.18
    18(418 pixel,584 pixel,386 pixel)1(500 pixel,500 pixel,500 pixel)163.63
    19(679 pixel,617 pixel,239 pixel)4(900 pixel,470 pixel,310 pixel)274.76
    20(412 pixel,231 pixel,781 pixel)11(678 pixel,259 pixel,681 pixel)285.55
    Table 2. Measurement results of nearest centroids
    Ball No.Nominal value of ball diameter /μmMeasured value of ball diameter /μmCoordinate of centroidNearest ball No.Centroid coordinate of nearest ballDistance of centroids /μm
    120001998(634 pixel,234 pixel,260 pixel)2(460 pixel,688 pixel,212 pixel)3835.2
    220001999(460 pixel,688 pixel,212 pixel)3(762 pixel,834 pixel,200 pixel)2685.2
    320001996(762 pixel,834 pixel,200 pixel)2(460 pixel,688 pixel,212 pixel)2685.2
    420001996(1166 pixel,690 pixel,242 pixel)3(762 pixel,834 pixel,200 pixel)3447.6
    550004994(1052 pixel,756 pixel,686 pixel)4(1166 pixel,690 pixel,242 pixel)3705.0
    650004993(580 pixel,936 pixel,1082 pixel)5(1052 pixel,756 pixel,686 pixel)5135.0
    Table 3. Measurement results of standard balls
    Particle No.Coordinate of centroidNearest particle No.Centroid coordinate of nearest particleDistance of centroids /pixelSpatial distance of particles /μm
    1(476 pixel,193 pixel,210 pixel)4(465 pixel,170 pixel,299 pixel)92.581008.2
    2(565 pixel,110 pixel,259 pixel)4(465 pixel,170 pixel,299 pixel)123.291342.6
    3(595 pixel,248 pixel,269 pixel)5(606 pixel,210 pixel,184 pixel)93.751021.0
    4(465 pixel,170 pixel,299 pixel)1(476 pixel,193 pixel,210 pixel)92.581008.2
    5(606 pixel,210 pixel,184 pixel)3(595 pixel,248 pixel,269 pixel)93.751021.0
    Table 4. Measurement results of fuel particles
    Xiaogang Zhang, Lize Zhang, Dongbao Yu, Juan Xu, Yanping Lu, Kuan Shen. Automatic Spatial Distance Measurement Method for Fuel Particles Based on X-Ray Micro-CT[J]. Acta Optica Sinica, 2023, 43(7): 0734001
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