Table 2 The relative error of inverse method under cases with different training weights

From: Frequency transfer and inverse design for metasurface under multi-physics coupling by Euler latent dynamic and data-analytical regularizations

Case

\({w}_{1}\)

\({w}_{2}\)

\({w}_{3}\)

\({w}_{4}\)

E1

E21

E22

E3

E4

1

1

0

0

0

0.315

0.0624

0.0681

0.141

0.0341

2

0.2

0.8

0

0

0.335

0.0551

0.0600

0.151

0.0327

3

0.3

0

0.7

0

0.294

0.0547

0.0672

0.0907

0.0305

4

0.2

0

0

0.8

0.291

0.0610

0.0680

0.140

0.0290

5

0.15

0.5

0.35

0

0.298

0.0539

0.0597

0.0811

0.0254

6

0.2

0.4

0

0.4

0.302

0.0559

0.0587

0.112

0.0288

7

0.1

0.4

0.2

0.3

0.310

0.0547

0.0600

0.0893

0.0257