Author Affiliations
1Jiangsu Key Laboratory of Advanced Manufacturing Technology, Huaiyin Institute of Technology, Huai'an, Jiangsu 223003, China2Institute of Advanced Manufacturing and Modern Equipment Technology Engineering, Jiangsu University, Zhenjiang, Jiangsu 212013, China3School of Mechanical Engineering, Jiangsu University, Zhenjiang, Jiangsu 212013, Chinashow less
Fig. 1. Experimental system of laser milling and principle of laser milling. (a) Experimental system; (b) milling schematic
Fig. 2. Interactive effects of process parameters on milling quality. (a) Effect on surface roughness; (b) effect on milling depth
Fig. 3. Comparison of predicted and actual values. (a) Surface roughness; (b) milling depth
Fig. 4. Analysis results of sensitivity of overlap rate to milling quality (laser power is 30 W, milling times is 3, and laser repetition rate is 40 kHz)
Fig. 5. Analysis results of sensitivity of laser power to milling quality (overlap rate is 80%, milling times is 3, and laser frequency is 40 kHz)
Fig. 6. Analysis results of sensitivity of laser milling times to milling quality (overlap rate is 80%, laser power is 30 W, and laser repetition rate is 40 kHz)
Fig. 7. Analysis results of sensitivity of laser frequency to milling quality (overlap rate is 80%, laser power is 30 W, and milling times is 3)
Fig. 8. Results of multi-objective optimization
Fig. 9. Measurement area of surface roughness
Fig. 10. Three-dimensional topography and sectional profile after laser milling. (a) Three-dimensional topography; (b) sectional profile (overlap rate is 90%, laser power is 25.6 W, milling times is 5, and laser repetition rate is 50 kHz)
Fig. 11. Microstructures of ceramic surface before and after laser milling. (a) Initial surface and milled surface; (b) partial enlargement of initial surface; (c) partial enlargement of milled surface (overlap rate is 90%, laser power is 25.6 W, milling times is 5, and laser repetition rate is 50 kHz).
Parameter | Notation | Unit | Level |
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-2 | -1 | 0 | 1 | 2 |
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Overlap rate | O | % | 70 | 75 | 80 | 85 | 90 | Laser power | P | W | 20 | 25 | 30 | 35 | 40 | Times | N | - | 1 | 2 | 3 | 4 | 5 | Repetition frequency | F | kHz | 30 | 35 | 40 | 45 | 50 |
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Table 1. Process parameters and their value ranges
No. | O /% | P /W | N | F /kHz | Ra /μm | M /μm |
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1 | 85 | 35 | 2 | 35 | 15.208 | 46.515 | 2 | 80 | 30 | 3 | 40 | 9.890 | 47.879 | 3 | 80 | 30 | 3 | 30 | 8.325 | 41.299 | 4 | 80 | 30 | 3 | 40 | 9.890 | 47.879 | 5 | 85 | 35 | 4 | 35 | 13.537 | 80.920 | 6 | 80 | 30 | 1 | 40 | 8.115 | 26.826 | 7 | 80 | 20 | 3 | 40 | 6.265 | 25.588 | 8 | 80 | 30 | 3 | 40 | 9.890 | 47.879 | 9 | 85 | 25 | 2 | 45 | 10.025 | 45.272 | 10 | 80 | 30 | 3 | 50 | 10.297 | 61.911 | 11 | 80 | 30 | 5 | 40 | 12.984 | 77.373 | 12 | 85 | 25 | 4 | 45 | 9.782 | 75.285 | 13 | 75 | 25 | 4 | 35 | 6.726 | 26.160 | 14 | 85 | 25 | 2 | 35 | 10.006 | 44.521 | 15 | 80 | 30 | 3 | 40 | 9.890 | 47.879 | 16 | 75 | 25 | 2 | 45 | 7.828 | 27.382 | 17 | 90 | 30 | 3 | 40 | 15.198 | 72.113 | 18 | 75 | 25 | 4 | 45 | 8.625 | 50.697 | 19 | 80 | 30 | 3 | 40 | 9.890 | 47.879 | 20 | 85 | 35 | 2 | 45 | 13.171 | 48.069 | 21 | 80 | 40 | 3 | 40 | 11.582 | 58.944 | 22 | 85 | 35 | 4 | 45 | 12.632 | 88.637 | 23 | 85 | 25 | 4 | 35 | 9.425 | 59.550 | 24 | 75 | 35 | 2 | 45 | 9.032 | 33.958 | 25 | 70 | 30 | 3 | 40 | 7.361 | 23.022 | 26 | 75 | 35 | 4 | 45 | 10.482 | 62.510 | 27 | 75 | 35 | 4 | 35 | 10.125 | 49.719 | 28 | 75 | 35 | 2 | 35 | 6.871 | 28.622 | 29 | 75 | 25 | 2 | 35 | 5.987 | 22.584 | 30 | 80 | 30 | 3 | 40 | 9.890 | 47.879 |
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Table 2. Experimental design matrix and results
Parameter | Number of data points | Fitting degree | Adequate precision | p-value |
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Model of surface roughness | 30 | 0.9404 | 16.855 | <0.0001 | Model of milling depth | 30 | 0.9905 | 41.265 | <0.0001 |
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Table 3. Statistical evaluation of response surface model