Table 8. Mean Absolute Errors (kJ/mol for the Energies, E, and kJ/(mol nm) for the Forces, F) in the Prediction of the Quantities Indicated in the First Column, for the Model Indicated in the First Row Trained Using the Four-Objective Fitting 4-o(32H2O/128H2O).
test set | 14-1 | 12-1 | 10-1 | 8-1 | 6-1 | 14b-1 | 12b-1 | 10b-1 | 8b-1 | 6b-1 | Exp-1 | Exp2-1 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
E(6H2O) | 62.93 | 47.92 | 31.47 | 46.79 | 150.95 | 49.85 | 51.59 | 53.88 | 57.08 | 61.65 | 38.96 | 34.45 |
E(16H2O) | 48.96 | 47.97 | 49.55 | 61.90 | 105.31 | 62.61 | 63.37 | 64.39 | 65.81 | 67.84 | 57.77 | 55.63 |
E(32H2O) | 47.78 | 46.17 | 45.04 | 46.24 | 57.78 | 46.00 | 46.23 | 46.56 | 47.03 | 47.80 | 44.67 | 44.12 |
E(64H2O) | 50.95 | 49.08 | 46.69 | 44.29 | 43.61 | 43.77 | 43.80 | 43.85 | 43.94 | 44.12 | 43.61 | 43.59 |
E(128H2O) | 50.35 | 48.36 | 46.45 | 45.72 | 53.72 | 45.28 | 45.43 | 45.63 | 45.95 | 46.51 | 44.52 | 44.26 |
F(Zn, 6H2O) | 327.64 | 274.35 | 223.32 | 185.69 | 198.66 | 177.43 | 178.21 | 179.42 | 181.62 | 186.26 | 174.29 | 174.07 |
F(Zn, 16H2O) | 327.38 | 282.93 | 241.33 | 208.37 | 212.90 | 203.20 | 203.36 | 203.76 | 204.68 | 206.98 | 203.66 | 204.60 |
F(Zn, 32H2O) | 321.05 | 274.73 | 231.99 | 200.83 | 206.63 | 195.50 | 195.77 | 196.27 | 197.44 | 199.95 | 196.09 | 197.21 |
F(Zn, 64H2O) | 322.22 | 275.33 | 231.20 | 198.14 | 202.86 | 193.49 | 193.69 | 194.08 | 194.84 | 197.11 | 194.02 | 195.35 |
F(Zn, 128H2O) | 321.93 | 274.64 | 230.37 | 198.69 | 201.52 | 193.50 | 193.63 | 193.96 | 194.89 | 197.42 | 194.27 | 195.60 |
F(6O, 6H2O) | 1326.13 | 1231.41 | 1117.21 | 984.41 | 876.50 | 938.52 | 942.65 | 948.91 | 959.33 | 979.15 | 920.07 | 916.11 |
F(6O, 16H2O) | 1404.42 | 1309.95 | 1196.19 | 1064.08 | 956.60 | 1018.41 | 1022.52 | 1028.76 | 1039.13 | 1058.86 | 1000.02 | 996.08 |
F(6O, 32H2O) | 1429.27 | 1334.73 | 1220.76 | 1088.18 | 980.36 | 1042.32 | 1046.45 | 1052.71 | 1063.12 | 1082.94 | 1023.88 | 1019.93 |
F(6O, 64H2O) | 1422.20 | 1327.51 | 1213.41 | 1080.74 | 972.86 | 1034.88 | 1039.01 | 1045.27 | 1055.68 | 1075.50 | 1016.42 | 1012.47 |
F(6O, 128H2O) | 1420.76 | 1326.11 | 1211.99 | 1079.30 | 971.52 | 1033.51 | 1037.63 | 1043.89 | 1054.28 | 1074.06 | 1015.08 | 1011.13 |
F(12H, 6H2O) | 351.11 | 362.23 | 381.43 | 419.41 | 512.29 | 421.22 | 422.85 | 425.12 | 428.55 | 434.59 | 411.19 | 406.56 |
F(12H, 16H2O) | 398.68 | 409.88 | 429.15 | 466.91 | 558.59 | 468.70 | 470.31 | 472.56 | 475.96 | 481.95 | 458.77 | 454.18 |
F(12H, 32H2O) | 403.08 | 414.87 | 435.00 | 474.14 | 568.32 | 475.99 | 477.65 | 479.96 | 483.47 | 489.63 | 465.74 | 461.00 |
F(12H, 64H2O) | 402.56 | 414.09 | 433.86 | 472.39 | 565.41 | 474.23 | 475.87 | 478.17 | 481.63 | 487.71 | 464.08 | 459.40 |
F(12H, 128H2O) | 402.28 | 413.73 | 433.40 | 471.74 | 564.75 | 473.57 | 475.21 | 477.50 | 480.97 | 487.05 | 463.45 | 458.80 |