Table 7 Accuracy of models developed by RSM in predicting DV.

From: Optimization of MXene-based aqueous ionic liquids for solar systems using conventional and AI-based techniques

Model

Std. Dev

R2

Adjusted R2

Predicted R2

Status

Linear

0.0750

0.9312

0.9247

0.9068

 

2FI

0.0723

0.9393

0.9302

0.9131

 

Quadratic

0.0295

0.9909

0.9884

0.9806

 

Cubic

0.0134

0.9985

0.9976

0.9935

Suggested

Quartic

0.0078

0.9996

0.9992

0.9958

Aliased

  1. Significant values are in [bold].