Author Affiliations
1Engineering Research Center of Advanced Drive Energy Saving Technologies, Ministry of Education, Southwest Jiaotong University, Chengdu 610031, Sichuan, China2School of Mechanical Engineering, Southwest Jiaotong University, Chengdu 610031, Sichuan, China3Tangshan Institute, Southwest Jiaotong University, Tangshan 063000, Hebei, Chinashow less
Fig. 1. Schematic of laser vision measurement system
Fig. 2. Schematic of measurement system for size of bolster spring
Fig. 3. Measurement principle of bolster spring sizes based on 3D point cloud
Fig. 4. Downsampled voxel mesh of point cloud
Fig. 5. Definitions of vector and angle between adjacent vectors. (a) Definition of vector; (b) definition of angle between adjacent vectors
Fig. 6. Edge extraction. (a) Top view of bolster spring; (b) dimension reduction of bolster spring point cloud; (c) edge extraction of reduced dimension point cloud
Fig. 7. Circular segmentation
Fig. 8. Test platform for measuring bolster spring
Fig. 9. Manual measurement and line laser scanning. (a) Manual measurement; (b) line laser scanning
Fig. 10. Point cloud data acquisition and preprocessing. (a) Three dimensional image of bolster spring; (b) point cloud data conversion; (c) point cloud preprocessing
Fig. 11. Comparison of manual measurement and point cloud measurement results. (a)‒(c) Outer bolster spring; (d)‒(f) inner bolster spring
Plane | Plane equation |
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Upper plane of outer bolster spring | | Upper plane of inner bolster spring | | Bottom plane | |
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Table 1. Calculation results of plane equations
Group No. | Outer bolster spring | Inner bolster spring | Time /s |
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Height /mm | Outer diameter /mm | Inner diameter /mm | Height /mm | Outer diameter /mm | Inner diameter /mm |
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1 | 252.79 | 138.45 | 91.26 | 228.49 | 81.84 | 50.20 | 2.258 | 2 | 230.42 | 147.60 | 95.80 | 209.52 | 87.80 | 50.84 | 2.387 | 3 | 230.93 | 147.88 | 95.20 | 210.08 | 87.64 | 51.88 | 2.569 | 4 | 229.93 | 148.04 | 96.64 | 209.85 | 87.78 | 52.42 | 2.293 | 5 | 251.93 | 138.32 | 91.06 | 209.81 | 86.96 | 52.18 | 2.811 | 6 | 252.13 | 137.60 | 90.88 | 229.70 | 82.00 | 50.28 | 2.857 | 7 | 251.19 | 137.38 | 90.81 | 228.8 | 82.10 | 50.24 | 2.899 | 8 | 251.40 | 136.84 | 90.02 | 228.36 | 82.58 | 49.80 | 2.962 | 9 | 251.61 | 138.98 | 91.52 | 229.08 | 81.48 | 49.52 | 2.728 | 10 | 232.01 | 148.12 | 96.00 | 209.74 | 88.08 | 51.34 | 2.931 |
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Table 2. Measurement results of point clouds
Experiment No. | Height of outer bolster spring /mm | Height of inner bolster spring /mm |
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Group 1 | Group 2 | Group 3 | Group 4 | Group 1 | Group 2 | Group 3 | Group 4 |
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Nominal dimension | 252.00 | 232.00 | 232.00 | 252.00 | 229.00 | 210.00 | 210.00 | 210.00 | Manual measurement result | 252.50 | 230.56 | 230.72 | 251.76 | 228.42 | 209.56 | 209.92 | 209.98 | 1 | 252.79 | 230.42 | 230.93 | 251.93 | 228.49 | 209.52 | 210.08 | 209.81 | 2 | 252.60 | 230.97 | 230.97 | 252.32 | 228.37 | 209.67 | 209.62 | 209.52 | 3 | 252.49 | 230.12 | 230.77 | 252.17 | 228.52 | 209.31 | 209.80 | 209.67 | 4 | 252.61 | 230.25 | 231.34 | 251.86 | 228.82 | 209.98 | 209.73 | 210.11 | 5 | 252.49 | 230.91 | 230.75 | 252.09 | 228.55 | 209.79 | 210.21 | 209.95 | 6 | 252.67 | 230.36 | 230.87 | 251.88 | 228.60 | 209.77 | 209.73 | 210.22 | 7 | 252.64 | 230.34 | 231.21 | 252.24 | 228.35 | 209.34 | 209.97 | 209.80 | 8 | 252.80 | 230.48 | 230.70 | 252.33 | 228.59 | 209.40 | 209.77 | 209.85 | 9 | 252.47 | 230.76 | 230.72 | 252.02 | 228.58 | 210.04 | 210.39 | 209.76 | 10 | 252.71 | 230.24 | 230.83 | 251.98 | 228.51 | 210.27 | 209.82 | 210.09 | Mean error | 0.127 | 0.102 | 0.189 | 0.322 | 0.118 | 0.149 | 0.008 | 0.102 | Standard deviation | 0.1195 | 0.2946 | 0.2140 | 0.1759 | 0.1312 | 0.3225 | 0.2453 | 0.2154 | RSD /% | 0.047 | 0.128 | 0.093 | 0.070 | 0.057 | 0.154 | 0.117 | 0.103 |
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Table 3. Repeated measurement results of bolster spring height
Experiment No. | Outer diameter of outer bolster spring /mm | Outer diameter of inner bolster spring /mm |
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Group 1 | Group 2 | Group 3 | Group 4 | Group 1 | Group 2 | Group 3 | Group 4 |
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Nominal dimension | 139.00 | 148.00 | 148.00 | 139.00 | 82.00 | 88.00 | 88.00 | 88.00 | Manual measurement result | 138.24 | 147.68 | 147.38 | 138.24 | 81.88 | 87.91 | 87.44 | 87.12 | 1 | 138.45 | 147.60 | 147.88 | 138.32 | 81.84 | 87.80 | 87.64 | 86.96 | 2 | 138.54 | 147.36 | 147.45 | 138.07 | 82.12 | 87.74 | 87.72 | 86.71 | 3 | 138.13 | 147.72 | 147.38 | 138.72 | 82.07 | 87.52 | 87.98 | 87.07 | 4 | 138.28 | 147.56 | 147.72 | 138.45 | 81.97 | 87.46 | 87.98 | 86.55 | 5 | 138.40 | 147.48 | 147.32 | 138.69 | 81.88 | 87.74 | 87.35 | 86.80 | 6 | 138.37 | 147.42 | 147.55 | 138.66 | 81.90 | 87.42 | 87.55 | 86.81 | 7 | 138.41 | 147.34 | 147.40 | 138.20 | 82.01 | 87.72 | 87.87 | 87.22 | 8 | 138.32 | 148.14 | 147.22 | 138.74 | 82.22 | 88.00 | 87.81 | 86.78 | 9 | 138.25 | 147.68 | 147.61 | 138.32 | 82.14 | 87.98 | 87.23 | 87.25 | 10 | 138.19 | 147.56 | 147.39 | 138.57 | 81.91 | 87.66 | 87.47 | 86.93 | Mean error | 0.094 | 0.094 | 0.112 | 0.234 | 0.126 | 0.206 | 0.220 | 0.212 | Standard deviation | 0.1247 | 0.2324 | 0.1990 | 0.2376 | 0.1274 | 0.1977 | 0.2592 | 0.2233 | RSD /% | 0.090 | 0.157 | 0.135 | 0.171 | 0.155 | 0.225 | 0.296 | 0.257 |
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Table 4. Repeated measurement results of outer diameter of bolster spring
Experiment No. | Inner diameter of outer bolster spring /mm | Inner diameter of inner bolster spring /mm |
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Group 1 | Group 2 | Group 3 | Group 4 | Group 1 | Group 2 | Group 3 | Group 4 |
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Nominal Dimension | 91.00 | 96.00 | 96.00 | 91.00 | 50.00 | 52.00 | 52.00 | 52.00 | Manual measurement result | 91.02 | 96.04 | 95.42 | 90.78 | 50.38 | 51.08 | 52.06 | 52.38 | 1 | 91.26 | 95.80 | 95.20 | 91.06 | 50.20 | 50.84 | 51.88 | 52.18 | 2 | 90.93 | 96.12 | 95.33 | 90.80 | 50.46 | 50.96 | 52.25 | 52.11 | 3 | 91.15 | 96.02 | 95.62 | 91.22 | 50.31 | 51.26 | 51.96 | 52.08 | 4 | 90.94 | 96.04 | 95.41 | 90.98 | 50.09 | 51.00 | 52.07 | 52.40 | 5 | 90.78 | 95.98 | 95.10 | 90.74 | 50.40 | 51.02 | 52.13 | 52.17 | 6 | 90.97 | 95.76 | 95.24 | 90.89 | 50.28 | 51.08 | 52.05 | 52.25 | 7 | 91.00 | 95.54 | 95.73 | 91.30 | 50.17 | 51.10 | 51.88 | 52.08 | 8 | 91.24 | 95.88 | 95.40 | 90.85 | 50.28 | 50.88 | 52.30 | 52.26 | 9 | 90.86 | 96.00 | 95.26 | 90.94 | 50.30 | 51.14 | 52.14 | 52.13 | 10 | 91.10 | 96.00 | 95.12 | 90.88 | 50.15 | 51.26 | 52.10 | 52.01 | Mean error | 0.003 | 0.126 | 0.079 | 0.186 | 0.116 | 0.026 | 0.016 | 0.213 | Standard deviation | 0.1598 | 0.1721 | 0.2058 | 0.1798 | 0.1140 | 0.1430 | 0.1410 | 0.1127 | RSD /% | 0.176 | 0.180 | 0.216 | 0.198 | 0.227 | 0.280 | 0.271 | 0.216 |
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Table 5. Repeated measurement results of inner diameter of bolster spring