Table 2 Comparison among the AI-model-based designs and experiment results

From: MLMD: a programming-free AI platform to predict and design materials

 

UTS (MPa)

TE

Ttest

Alloy elements (wt%)

NT

Nt

TT

Tt

  

(%)

°C

C

Cr

W

Si

Mn

V

Ta

Zr

Y

Ti

N

(°C)

(min)

(°C)

(min)

Designed by work70

500

20.0

600

0.13

9.5

1.7

0.49

0.67

0.25

0.20

0.002

0.03

0.005

0.021

1010

36

660

76

Designed by MLMD

498

21.0

600

0.11

9.7

1.6

0.41

0.27

0.49

0.20

0.004

0.009

0.010

0.039

1045

49

658

75

Experiment in work70

539

20.6

600

0.13

9.5

1.7

0.49

0.67

0.25

0.20

0.002

0.03

0.005

0.021

1010

36

660

76

  1. The designed data are provided in original work70. The targeted properties are UTS of 500 MPa and TE of 20% at 600 °C.
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