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Digital Library of the
European Council for Modelling and Simulation |
Title: |
Approximation Of Pedestrian Effects In Urban Traffic Simulation By Distribution
Fitting |
Authors: |
Andreas D. Lattner, Jörg
Dallmeyer, Dimitrios
Paraskevopoulos, Ingo J. Timm |
Published in: |
(2012).ECMS
2012 Proceedings edited by: K. G. Troitzsch, M. Moehring, U. Lotzmann. European
Council for Modeling and Simulation. doi:10.7148/2012 ISBN:
978-0-9564944-4-3 26th
European Conference on Modelling and Simulation, Shaping reality through simulation Koblenz,
Germany, May 29 – June 1 2012 |
Citation
format: |
Andreas D. Lattner, Jörg Dallmeyer, Dimitrios
Paraskevopoulos, Ingo J. Timm. (2012). Approximation Of Pedestrian Effects In Urban
Traffic Simulation By Distribution Fitting, ECMS 2012 Proceedings edited by: K. G. Troitzsch, M. Moehring, U. Lotzmann (pp. 567-573).
European Council for Modeling and Simulation. doi:10.7148/2012-0567-0573 |
DOI: |
http://dx.doi.org/10.7148/2012-0567-0573 |
Abstract: |
For a
proper simulation of urban traffic scenarios, besides cars other road users,
namely bicycles and pedestrians, have to be modeled. In scenarios where a
whole city is modeled, a detailed actor-based simulation of pedes- trians leads to
expensive extra computational load. We investigate to what extent it is
possible to capture traffic effects imposed by simulated pedestrians and then
per- form simulations without pedestrians. We propose to col-
lect information about pedestrian impacts in a
simulation with pedestrians, estimate underlying probability distri- butions and finally,
use a simplified model where only these effects are generated
probabilistically. We investi- gate two approaches
– a best-fit distribution fitting and a histogram-based distribution
approximation – using syn- thetic
data as well as simulated traffic scenarios. The ex- periments
show that using the proposed approximations can lead to similar average cars’
travel times. |
Full
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