Table 5 Comparative distribution of processing methods for alloy samples by GA + ML and NSGAN approaches

From: NSGAN: a non-dominant sorting optimisation-based generative adversarial design framework for alloy discovery

Processing method

GA + ML

NSGAN

Overall

UTS > 600

Overall

UTS > 600

No processing

2487

0

1701

0

Solutionised + artificially peak aged

0

0

1111

806

Solutionised + naturally aged

939

0

763

91

Solutionised + artificially over aged

0

0

254

164

Naturally aged

574

563

96

17

Solutionised + cold worked + naturally aged

0

0

26

26

Artificial aged

0

0

19

13

Strain hardened

0

0

18

14

Strain hardened (hard)

0

0

12

0

Solutionised

0

0

0

0