Research Article
A Bayesian Neural Network-Based Method to Calibrate Microscopic Traffic Simulators
Table 4
Results of the calibration methods.
| Method | | | | | | | MSE (optimal fitness value) | Average calculation time (seconds) |
| BNN-GA | 3.75 | −1.35 | −2.70 | 0.38 | 2.32 | −0.03 | 0.091 | 18.898 | BNN-ES | 5.00 | −2.14 | −2.21 | 0.22 | 1.74 | 2.51 | 0.018 | 16.467 | BNN-BA | 4.73 | −2.25 | −1.62 | −1.10 | −0.62 | −0.40 | 0.001 | 8.054 | ANN-GA | 4.99 | −0.58 | −2.99 | −0.27 | −2.99 | −2.99 | 0.199 | 30.298 |
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