Table 4 Accuracy of models developed by RSM in predicting TC.

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

0.0354

0.8732

0.8611

0.8379

 

2FI

0.0361

0.8748

0.8561

0.8182

 

Quadratic

0.0112

0.9891

0.9861

0.9772

 

Cubic

0.0070

0.9967

0.9945

0.9832

Suggested

Quartic

0.0050

0.9988

0.9972

0.9902

Aliased

  1. Significant values are in [bold].