Research Article
Predicting Ink Transfer Rate of 3D Additive Printing Using EGBO Optimized Least Squares Support Vector Machine Model
Table 2
The experimental dataset.
| NU | Printing pressure (N) | Squeegee angle (°) | Squeegee speed (mm/s) | Ink viscosity (cP) | Ink transfer rate |
| 1 | 4000 () | 20 | 400 | 170000 | 0.267 | 2 | 4000 | 10 | 400 | 170000 | 0.314 | 3 | 4000 | 10 | 400 | 170000 | 0.287 | 4 | 4000 | 5 | 700 | 110000 | 0.316 | 5 | 4000 | 5 | 700 | 110000 | 0.312 | 6 | 4500 | 5 | 700 | 110000 | 0.323 | 7 | 4500 | 5 | 700 | 120000 | 0.324 | 8 | 4000 | 5 | 700 | 120000 | 0.323 | 9 | 4000 | 5 | 700 | 120000 | 0.323 | 10 | 4000 | 5 | 700 | 120000 | 0.323 | 11 | 5000 | 5 | 700 | 120000 | 0.317 | 12 | 4500 | 5 | 700 | 120000 | 0.421 | 13 | 4500 | 20 | 400 | 150000 | 0.344 | 14 | 4500 | 20 | 400 | 150000 | 0.362 | 15 | 4500 | 20 | 400 | 150000 | 0.375 | 16 | 4000 | 5 | 400 | 150000 | 0.417 | 17 | 4000 | 5 | 700 | 150000 | 0.428 | 18 | 4500 | 5 | 700 | 150000 | 0.349 | 19 | 4500 | 5 | 700 | 120000 | 0.349 | 20 | 5000 | 5 | 700 | 120000 | 0.432 | 21 | 4500 | 5 | 700 | 120000 | 0.379 | 22 | 4500 | 5 | 700 | 140000 | 0.379 | 23 | 4300 | 5 | 700 | 140000 | 0.383 | 24 | 4000 | 20 | 400 | 180000 | 0.413 | 25 | 4000 | 20 | 400 | 180000 | 0.427 | 26 | 4000 | 20 | 400 | 180000 | 0.431 | 27 | 4000 | 5 | 700 | 170000 | 0.346 | 28 | 4300 | 5 | 700 | 170000 | 0.386 | 29 | 4000 | 20 | 400 | 170000 | 0.356 | 30 | 3800 | 20 | 400 | 110000 | 0.345 | 31 | 3800 | 20 | 400 | 110000 | 0.298 | 32 | 4000 | 20 | 400 | 110000 | 0.213 | 33 | 4300 | 20 | 400 | 120000 | 0.425 | 34 | 3000 | 5 | 700 | 120000 | 0.321 | 35 | 3800 | 5 | 700 | 120000 | 0.318 | 36 | 3300 | 5 | 700 | 120000 | 0.316 | 37 | 3000 | 10 | 700 | 120000 | 0.394 | 38 | 2800 | 5 | 700 | 120000 | 0.296 | 39 | 2600 | 5 | 700 | 150000 | 0.265 | 40 | 2600 | 5 | 700 | 150000 | 0.265 | 41 | 3000 | 5 | 900 | 150000 | 0.323 | 42 | 4500 | 20 | 700 | 150000 | 0.442 | 43 | 4500 | 20 | 500 | 150000 | 0.443 | 44 | 4200 | 20 | 500 | 150000 | 0.435 | 45 | 4000 | 20 | 400 | 120000 | 0.298 | 46 | 2800 | 10 | 700 | 120000 | 0.334 | 47 | 3000 | 10 | 700 | 170000 | 0.367 | 48 | 3000 | 5 | 700 | 170000 | 0.385 | 49 | 3500 | 5 | 700 | 170000 | 0.412 | 50 | 2800 | 10 | 700 | 110000 | 0.254 | 51 | 3000 | 10 | 700 | 110000 | 0.296 | 52 | 3000 | 5 | 700 | 110000 | 0.227 | 53 | 4000 | 5 | 400 | 180000 | 0.413 | 54 | 4000 | 5 | 700 | 180000 | 0.412 | 55 | 4500 | 5 | 700 | 180000 | 0.374 | 56 | 4500 | 5 | 700 | 180000 | 0.353 | 57 | 4500 | 5 | 700 | 180000 | 0.353 | 58 | 4500 | 5 | 700 | 170000 | 0.427 | 59 | 4500 | 5 | 700 | 170000 | 0.353 | 60 | 4500 | 5 | 700 | 170000 | 0.341 | 61 | 4500 | 5 | 700 | 110000 | 0.327 | 62 | 4000 | 20 | 400 | 110000 | 0.389 | 63 | 4000 | 20 | 400 | 110000 | 0.365 | 64 | 4000 | 5 | 400 | 120000 | 0.337 | 65 | 4000 | 5 | 700 | 120000 | 0.323 | 66 | 4000 | 5 | 700 | 170000 | 0.395 | 67 | 4500 | 5 | 700 | 170000 | 0.385 | 68 | 4500 | 5 | 700 | 170000 | 0.385 | 69 | 4500 | 5 | 700 | 110000 | 0.376 | 70 | 4500 | 5 | 700 | 110000 | 0.369 | 71 | 4000 | 5 | 700 | 110000 | 0.329 | 72 | 4300 | 5 | 700 | 120000 | 0.375 | 73 | 4300 | 20 | 400 | 120000 | 0.369 | 74 | 4300 | 20 | 400 | 120000 | 0.407 | 75 | 4500 | 20 | 400 | 120000 | 0.421 | 76 | 4500 | 5 | 700 | 120000 | 0.254 | 77 | 4000 | 5 | 700 | 150000 | 0.297 | 78 | 4000 | 20 | 700 | 120000 | 0.324 | 79 | 4500 | 20 | 700 | 120000 | 0.315 | 80 | 4200 | 20 | 700 | 120000 | 0.382 | 81 | 4300 | 20 | 700 | 120000 | 0.378 | 82 | 4500 | 20 | 700 | 120000 | 0.368 | 83 | 3000 | 10 | 900 | 120000 | 0.304 | 84 | 3000 | 10 | 900 | 150000 | 0.297 | 85 | 3000 | 5 | 900 | 150000 | 0.245 | 86 | 4000 | 5 | 900 | 150000 | 0.392 | 87 | 3000 | 10 | 900 | 150000 | 0.327 | 88 | 3000 | 10 | 900 | 150000 | 0.33 | 89 | 3500 | 5 | 900 | 150000 | 0.329 | 90 | 4000 | 5 | 900 | 120000 | 0.414 | 91 | 4000 | 5 | 900 | 120000 | 0.432 | 92 | 3800 | 20 | 700 | 120000 | 0.423 | 93 | 3800 | 20 | 700 | 140000 | 0.41 | 94 | 3800 | 20 | 700 | 140000 | 0.411 | 95 | 3800 | 20 | 700 | 180000 | 0.411 | 96 | 3800 | 20 | 700 | 180000 | 0.411 | 97 | 3000 | 10 | 900 | 180000 | 0.312 | 98 | 2800 | 10 | 900 | 180000 | 0.289 | 99 | 3500 | 10 | 900 | 180000 | 0.389 | 100 | 3300 | 10 | 900 | 180000 | 0.431 | 101 | 2800 | 10 | 900 | 180000 | 0.218 | 102 | 3500 | 20 | 800 | 170000 | 0.3945 |
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