How Parameters of Microscopic Traffic Flow Models Relate to Traffic Dynamics in Simulation

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How Parameters of Microscopic Traffic Flow Models Relate to Traffic Dynamics in Simulation

Implications for Model Calibration

Punzo, Vincenzo / Ciuffo, Biagio

Several methodological issues in setting up a calibration process for traffic microsimulation models are still unresolved. The influence of individual parameters of microscopic models on simulated traffic dynamics is also far from clear. To address those issues, the paper sets up a methodology based on the sensitivity analysis of traffic flow models (the one used here is AIMSUN). Sensitivity analysis was performed by means of a series of 30 analyses of variance. These were designed to evaluate the effect of parameters on the variance of the simulated outputs and to draw a general inference about ( a) the proper interval for the aggregation of measurements, ( b) the proper measure of performance (e.g., traffic counts versus speeds), ( c) the proper traffic measurement locations, and ( d) the subset of parameters to calibrate. The analysis allowed quantification of the effect of the single parameters on different traffic phases. For example, it was possible to quantify the extent of the influence of the parameter reaction time on simulated outputs in locations in which free flow, rather than congested conditions, occurs. The great differences between parameters in affecting the different traffic phases suggested that parameters are likely to be calibrated independently, that is, using data from different locations. The first evidence of the possibility of breaking the calibration problem into two subproblems is given. This entails great benefits in regard to computational time, given the exponential computational complexity of the calibration problem.