Table 3 Test root mean squared errors (RMSE) are reported for energies (E) in meV/atom, forces (F)in meV/Å for different models with cutoffs rcut

From: Machine learning of charges and long-range interactions from energies and forces

  

DPSR

DPLR

CACE-SR

CACE-LR

 

rcut

-

5.5 Å

5.5 Å

5.5 Å

Pt(111)/KF(aq)

E

-

1.305

0.863

0.309

 

F

-

75.00

58.6

34.1

 

rcut

6 Å

6 Å

5.5 Å

5.5 Å

TiO2(101)/NaCl+NaOH+HCl(aq)

E

0.88

0.79

0.721

0.435

 

F

124

119

103

70.5

  1. The DPLR results for the Pt(111)/KF(aq) set are from ref. 49, and DPSR and DPLR results for the TiO2(101)/NaCl+NaOH+HCl(aq) set are from ref. 50. CACE-SR and CACE-LR are our Cartesian atomic cluster expansion (CACE) short-range and long-range models.