Research Article
Integrated Multiscale Latent Variable Regression and Application to Distillation Columns
Table 1
Comparison of the Monte Carlo MSEs for the various modeling techniques in example 1.
| Model type | IMSLVR | MSF+LVR | EWMA+LVR | MF+LVR | LVR |
| | |
| RCCA | 0.8971 | 0.9616 | 1.4573 | 1.5973 | 3.6553 | PLS | 0.9512 | 1.0852 | 1.4562 | 1.6106 | 3.6568 | PCR | 0.9586 | 1.0675 | 1.4504 | 1.6101 | 3.6904 |
| | |
| RCCA | 0.5719 | 0.6281 | 0.9184 | 1.0119 | 1.8694 | PLS | 0.5930 | 0.6964 | 0.9325 | 1.0239 | 1.8733 | PCR | 0.6019 | 0.6823 | 0.9211 | 1.0240 | 1.8876 |
| | |
| RCCA | 0.3816 | 0.4100 | 0.5676 | 0.6497 | 0.9395 | PLS | 0.3928 | 0.4507 | 0.5994 | 0.6733 | 0.9423 | PCR | 0.3946 | 0.4443 | 0.5872 | 0.6670 | 0.9508 |
|
|