Research Article
The Estimation of Product Standard Time by Artificial Neural Networks in the Molding Industry
Table 2
Comparison of outputs of the MLP ANN algorithms (for the hidden layers 6
4
2).
| No. | Pre | Generated | Absolute | Generated | Absolute | Generated | Absolute | Generated | Absolute | measur- | values by | difference | values by | difference | values by | difference | values by | difference | ed values | CGF | (%) | BFG | (%) | LM | (%) | BR | (%) |
| 1 | 389.7 | 384.84 | 1.25 | 375.04 | 3.76 | 389.35 | 0.09 | 401.69 | 3.08 | 2 | 379.3 | 368.24 | 2.92 | 367.05 | 3.23 | 379.25 | 0.01 | 388.01 | 2.30 | 3 | 378.0 | 365.79 | 3.23 | 364.32 | 3.62 | 378.13 | 0.04 | 369.81 | 2.17 | 4 | 365.0 | 304.58 | 16.55 | 314.20 | 13.92 | 364.67 | 0.09 | 307.14 | 15.85 | 5 | 377.3 | 303.08 | 19.67 | 312.45 | 17.19 | 377.01 | 0.08 | 304.51 | 19.29 | 6 | 374.0 | 303.08 | 18.96 | 312.45 | 16.46 | 373.65 | 0.09 | 304.51 | 18.58 | 7 | 380.3 | 507.76 | 33.51 | 473.41 | 24.48 | 380.38 | 0.02 | 444.65 | 16.92 | 8 | 368.0 | 306.38 | 16.75 | 316.03 | 14.12 | 368.04 | 0.01 | 310.58 | 15.60 | 9 | 354.0 | 315.65 | 10.83 | 325.97 | 7.92 | 353.46 | 0.15 | 321.76 | 9.11 | 10 | 430.0 | 493.90 | 14.86 | 422.77 | 1.68 | 429.73 | 0.06 | 463.36 | 7.76 |
| Train
error | 2.2403 | 2.1403 | 7.7704 | 2.5903 | Test
error | 3.1703 | 1.8403 | 6.8703 | 1.8503 |
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