Research Article
Step-by-Step Penalized Blind Kriging Methods for Surrogate Modeling
Table 2
Data simulation results of the function KF with Lasso.
| Sample Size | Method | MRMSPE | IEIR(%) | AEIR(%) | MEAN | CPU(s) |
| n = 60 | PBK | 0.067 8 | 37.60 | 92.47 | 7.80 | 2815.65 | | M1 | 0.067 5 | 55.93 | 96.53 | 9.15 | 589.02 | | M2 | 0.067 4 | 4.37 | 79.20 | 5.01 | 687.74 | | M3 | 0.066 9 | 37.67 | 92.43 | 7.81 | 2879.55 |
| n = 80 | PBK | 0.066 7 | 20.53 | 91.70 | 6.73 | 3101.15 | | M1 | 0.066 5 | 58.17 | 97.00 | 9.31 | 618.83 | | M2 | 0.066 3 | 5.67 | 81.20 | 5.21 | 953.33 | | M3 | 0.065 7 | 20.77 | 91.60 | 6.74 | 3384.24 |
| n = 100 | PBK | 0.065 8 | 12.53 | 93.17 | 6.34 | 3525.52 | | M1 | 0.065 7 | 58.90 | 97.50 | 9.38 | 734.71 | | M2 | 0.065 0 | 7.77 | 82.40 | 5.41 | 1128.58 | | M3 | 0.064 9 | 14.20 | 93.17 | 6.44 | 3881.17 |
|
|