Abstract
The investigation of crowd behaviours in normal and emergency situations has been greatly facilitated by various agent-based pedestrian models. Those models are built upon different assumptions in order to represent or mimic reality. One of the key challenges in pedestrian modelling is the verification of those assumptions or the best model specification by using existing datasets and suitable calibration approaches.
This paper illustrates a case study where we calibrate different pedestrian model specifications with an open pedestrian trajectory dataset from Edinburgh Informatics Forum and select the best model according to various model selection criteria. Two floor field cellular automaton models with Euclidean and modified Euclidean distance metrics are presented for the static floor field. Our study shows that the modified Euclidean distance metrics can provide better fitting for the navigation environments without obstacles.
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Lovreglio, R., Dias, C., Song, X., Ballerini, L. (2019). Towards Microscopic Calibration of Pedestrian Simulation Models Using Open Trajectory Datasets: The Case Study of the Edinburgh Informatics Forum. In: Hamdar, S. (eds) Traffic and Granular Flow '17. TGF 2017. Springer, Cham. https://doi.org/10.1007/978-3-030-11440-4_25
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DOI: https://doi.org/10.1007/978-3-030-11440-4_25
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