Drift and diffusion based models of driver behavior |
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Authors: | M Langner J Peinke F Flemisch M Baumann and D Beckmann |
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Institution: | 1.Department of Physcis,Institute of Physics, Carl-von-Ossietzky University,Oldenburg,Germany;2.Institut für Verkehrsführung und Fahrzeugsteuerung,Braunschweig,Germany;3.OFFIS, R&D division Safety Critical Embedded Systems, Escherweg 2,Oldenburg,Germany |
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Abstract: | Based on experimental data taken from a driving simulator, we present different ways of how a stochastic model of the driver’s
behavior can be estimated directly from the data. The aim is to generate a drift and diffusion based stochastic model, which
is equivalent to a potential based model. Depending on the data, different strategies are presented. Even in the case of non-equidistant
or transient data, the method will be used to estimate appropriate models in one or higher dimensions. |
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