Table 1 Predicted and calculated value of properties of new nanocomposite.

From: Linear-superelastic Ti-Nb nanocomposite alloys with ultralow modulus via high-throughput phase-field design and machine learning

NF (1)

VF (%)

FNb (%)

MNb (%)

Predicted

Calculated

Prediction Error

16

25.00

18.4

7.2

EI = 16.05 GPa

EI = 16.13 GPa

eE = −0.5%

σL = 468.40 MPa

σL = 441.46 MPa

eS = 5.8%

16

25.00

18.2

7.4

EI = 15.92 GPa

EI = 15.77 GPa

eE = 0.9%

σL = 455.33 MPa

σL = 420.93 MPa

eS = 7.6%

25

25.00

18.0

7.6

EI = 15.85 GPa

EI = 15.03 GPa

eE = 5.2%

σL = 454.19 MPa

σL = 386.12 MPa

eS = 15.0%