Table 1 Results of different models when \(H=2\).
From: An AI framework for time series microstructure prediction from processing parameters
Models | ODF mape | Property | Property mape (%) | Selected_property_mape (%) | |||||
|---|---|---|---|---|---|---|---|---|---|
NN | 7.99% | C | 0.39 | 0.40 | 0.41 | 455.20 | 1825.67 | 271.38 | 0.40 |
0.40 | 0.39 | 0.40 | 856.53 | 1189.22 | 231.02 | ||||
0.41 | 0.40 | 0.39 | 446.64 | 668.12 | 961.90 | ||||
455.20 | 856.53 | 446.64 | 0.43 | 1138.86 | 616.94 | ||||
1825.67 | 1189.22 | 668.12 | 1138.86 | 0.45 | 406.30 | ||||
271.38 | 231.02 | 961.90 | 616.94 | 406.30 | 0.38 | ||||
S | 0.39 | 0.38 | 0.49 | 374.75 | 1048.77 | 275.15 | |||
0.38 | 0.39 | 0.50 | 489.05 | 529.87 | 1247.15 | ||||
0.49 | 0.50% | 0.38 | 463.55 | 310.11 | 1375.28 | 0.42 | |||
374.75 | 489.05 | 463.55 | 0.43 | 509.53 | 537.48 | ||||
1048.77 | 529.87 | 310.11 | 509.53 | 0.45 | 510.46 | ||||
275.15 | 1247.15 | 1375.28 | 537.48 | 510.46 | 0.38 | ||||
seq2seq | 2.43% | C | 0.21 | 0.21 | 0.21 | 138.01 | 675.90 | 46.36 | |
0.21 | 0.21 | 0.21 | 292.83 | 242.43 | 59.16 | ||||
0.21 | 0.21 | 0.21 | 129.29 | 478.43 | 263.14 | 0.21 | |||
138.01 | 292.83 | 129.29 | 0.22 | 323.30 | 369.71 | ||||
675.90 | 242.43 | 478.43 | 323.30 | 0.22 | 103.75 | ||||
46.36 | 59.16 | 263.14 | 369.71 | 103.75 | 0.21 | ||||
S | 0.21 | 0.21 | 0.23 | 205.68 | 325.89 | 59.03 | |||
0.21 | 0.21 | 0.23 | 184.89 | 95.64 | 105.58 | ||||
0.23 | 0.23 | 0.21 | 150.04 | 65.28 | 301.64 | 0.21 | |||
205.68 | 184.89 | 150.04 | 0.22 | 108.30 | 335.80 | ||||
325.89 | 95.64 | 65.28 | 108.30 | 0.22 | 130.13 | ||||
59.03 | 105.58 | 301.64 | 335.80 | 130.13 | 0.21 | ||||
