Research Article
Prediction of Ammunition Storage Reliability Based on Improved Ant Colony Algorithm and BP Neural Network
| Serial ID | IACO-BP | ACO-BP | PSO-BP | BP | MSE | MAPE | MSE | MAPE | MSE | MAPE | MSE | MAPE |
| 1 | 2.3e-03 | 3.0e+00 | 4.8e-04 | 1.6e+00 | 3.8e-02 | 1.3e+01 | 3.8e-02 | 9.8e+00 | 2 | 4.3e-04 | 1.4e+00 | 3.3e-03 | 3.7e+00 | 2.6e-02 | 1.2e+01 | 3.8e-02 | 1.0e+01 | 3 | 9.4e-04 | 2.1e+00 | 3.2e-03 | 4.1e+00 | 7.9e-03 | 5.4e+00 | 1.0e-02 | 6.1e+00 | 4 | 1.1e-03 | 2.2e+00 | 3.4e-03 | 4.3e+00 | 2.1e-02 | 8.8e+00 | 1.0e-02 | 6.9e+00 | 5 | 2.1e-03 | 2.7e+00 | 9.1e-03 | 6.2e+00 | 1.2e-02 | 9.0e+00 | 7.7e-03 | 5.1e+00 | 6 | 1.1e-03 | 2.3e+00 | 2.6e-02 | 8.3e+00 | 4.0e-02 | 1.3e+01 | 1.2e-02 | 7.8e+00 | 7 | 1.3e-03 | 2.0e+00 | 4.6e-02 | 1.3e+01 | 1.1e-02 | 7.0e+00 | 1.1e+00 | 4.1e+01 | 8 | 2.0e-03 | 2.7e+00 | 4.0e-02 | 1.1e+01 | 1.7e-02 | 7.8e+00 | 1.8e-03 | 2.6e+00 | 9 | 6.7e-04 | 2.0e+00 | 2.1e-03 | 2.6e+00 | 3.7e-02 | 1.1e+01 | 2.7e-03 | 3.8e+00 | 10 | 2.5e-03 | 2.4e+00 | 2.0e-03 | 2.6e+00 | 1.1e-02 | 8.7e+00 | 6.1e-02 | 1.4e+01 | 11 | 1.0e-03 | 1.8e+00 | 4.3e-02 | 1.2e+01 | 4.3e-02 | 1.3e+01 | 1.1e+00 | 4.1e+01 | 12 | 4.3e-04 | 1.6e+00 | 1.4e-03 | 2.5e+00 | 9.0e-03 | 7.1e+00 | 5.4e-03 | 4.6e+00 | 13 | 3.4e-04 | 9.7e-01 | 3.7e-03 | 3.6e+00 | 2.2e-02 | 9.0e+00 | 2.6e-02 | 1.1e+01 | 14 | 2.0e-03 | 2.7e+00 | 1.3e-03 | 2.1e+00 | 2.1e-02 | 8.5e+00 | 4.1e-02 | 1.1e+01 | 15 | 1.7e-03 | 3.0e+00 | 4.5e-04 | 1.4e+00 | 7.8e-02 | 1.9e+01 | 1.6e-03 | 2.4e+00 | 16 | 1.1e-03 | 2.1e+00 | 2.1e-03 | 2.7e+00 | 7.6e-02 | 1.7e+01 | 4.4e-03 | 4.3e+00 | 17 | 4.9e-04 | 1.6e+00 | 4.0e-03 | 4.4e+00 | 2.6e-02 | 9.2e+00 | 8.9e-03 | 6.1e+00 | 18 | 8.7e-04 | 1.8e+00 | 1.2e-02 | 6.4e+00 | 3.4e-03 | 3.7e+00 | 1.1e+00 | 4.1e+01 | 19 | 4.9e-04 | 1.5e+00 | 4.6e-02 | 1.2e+01 | 8.8e-03 | 6.4e+00 | 8.3e-03 | 4.4e+00 | 20 | 1.3e-03 | 2.2e+00 | 2.0e-02 | 8.4e+00 | 2.3e-02 | 9.4e+00 | 3.5e-02 | 1.2e+01 |
| mean | 1.2e-03 | 2.1e+00 | 1.5e-02 | 6.1e+00 | 2.7e-02 | 9.9e+00 | 1.7e-01 | 1.2e+01 |
| Variance | 4.6e-07 | 3.1e-01 | 2.9e-04 | 1.4e+01 | 4.3e-04 | 1.5e+01 | 1.5e-01 | 1.7e+02 |
| Standard deviation | 6.8e-04 | 5.6e-01 | 1.7e-02 | 3.7e+00 | 2.1e-02 | 3.8e+00 | 3.8e-01 | 1.3e+01 |
| Range | 2.2e-03 | 2.0e+00 | 4.6e-02 | 1.1e+01 | 7.5e-02 | 1.6e+01 | 1.1e+00 | 3.9e+01 |
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