Research Article

A Bayesian Neural Network-Based Method to Calibrate Microscopic Traffic Simulators

Table 4

Results of the calibration methods.

MethodMSE (optimal fitness value)Average calculation time (seconds)

BNN-GA3.75−1.35−2.700.382.32−0.030.09118.898
BNN-ES5.00−2.14−2.210.221.742.510.01816.467
BNN-BA4.73−2.25−1.62−1.10−0.62−0.400.0018.054
ANN-GA4.99−0.58−2.99−0.27−2.99−2.990.19930.298