Research Article
Multiobjective Design Optimization Framework for Multicomponent System with Complex Nonuniform Loading
Table 1
Extracted training samples.
| Sample | x1 | x2 | x3 | σF1 | σF3 | σMF | SMF | SFmax |
| 1 | 390 | 39 | 446 | 5478.36 | 6088.866 | 2096.75 | 34708.48 | 70669.73 | 2 | 433 | 106 | 462 | 6752.66 | 6670.62 | 4389.78 | 49454.32 | 93768.56 | 3 | 409 | 48 | 406 | 4213.39 | 4146.539 | 4882.84 | 34017.66 | 63289.52 | 4 | 418 | 82 | 453 | 5718.21 | 5777.563 | 1403.27 | 43320.44 | 85526.51 | 5 | 393 | 86 | 459 | 6297.80 | 6242.555 | 2301.85 | 41561.77 | 89275.85 | 6 | 449 | 91 | 448 | 5431.01 | 5322.861 | 5860.59 | 47852.8 | 89216.56 | 7 | 424 | 140 | 451 | 8671.58 | 7605.778 | 2878.48 | 51373.97 | 113861.80 | 8 | 473 | 108 | 488 | 7110.48 | 6871.813 | 12331.36 | 57903.74 | 112841.70 | 9 | 485 | 76 | 470 | 6382.03 | 6362.146 | 11143.59 | 52054.45 | 93507.65 | 10 | 457 | 128 | 409 | 4517.62 | 5344.153 | 10078.74 | 49212.41 | 112440.51 | 11 | 451 | 23 | 432 | 4282.40 | 5153.78 | 4734.30 | 37107.03 | 76721.86 | 12 | 423 | 55 | 443 | 6500.60 | 5537.399 | 1825.19 | 39707.02 | 95494.29 | 13 | 481 | 123 | 400 | 3658.48 | 4148.80 | 13708.95 | 51039.61 | 99463.75 | 14 | 458 | 98 | 403 | 3675.75 | 3830.37 | 9571.45 | 44760.41 | 85159.23 | 15 | 441 | 60 | 485 | 6235.71 | 5748.82 | 6150.34 | 46056.87 | 111631 | 16 | 479 | 136 | 450 | 8958.53 | 8488.76 | 12654.48 | 58537.90 | 119643 | 17 | 472 | 31 | 395 | 2550.09 | 3079.38 | 8237.67 | 36571.72 | 65595.75 | 18 | 462 | 69 | 464 | 6185.57 | 6892.61 | 7400.77 | 47623.44 | 105196.80 | 19 | 429 | 90 | 434 | 5715.60 | 6410.48 | 3553.80 | 43720.39 | 85185.63 | 20 | 426 | 47 | 468 | 5295.95 | 5673.30 | 2924.82 | 40827.15 | 77965.02 | 21 | 414 | 107 | 392 | 2459.88 | 3156.21 | 8467.26 | 39682.11 | 78960.68 | 22 | 413 | 30 | 452 | 4183.20 | 4876.16 | 520.430 | 36114.36 | 63734.86 | 23 | 456 | 56 | 397 | 4436.30 | 4444.57 | 7942.65 | 38563.35 | 83004.92 | 24 | 428 | 103 | 487 | 6741.81 | 7158.78 | 6310.21 | 51060.07 | 95940.30 | 25 | 477 | 24 | 465 | 4936.89 | 6018.77 | 7260.10 | 41893.87 | 72833.50 | 26 | 399 | 129 | 472 | 9084.01 | 6987.26 | 3386.82 | 49349.60 | 117109.30 | 27 | 475 | 26 | 440 | 4903.20 | 6094.30 | 6697.05 | 39920.45 | 67536.79 | 28 | 430 | 97 | 410 | 4272.04 | 5065.08 | 6294.49 | 42083.32 | 87140.54 | 29 | 431 | 57 | 398 | 3964.19 | 4139.24 | 6453.212 | 36342.50 | 70549.19 | 30 | 480 | 63 | 404 | 5216.05 | 6164.22 | 10156.87 | 42814.12 | 120803.00 |
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