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A simulation environment for analysis and optimization of driver models

Benderius, Ola, 1985 (author)
Chalmers tekniska högskola,Chalmers University of Technology
Markkula, Gustav M, 1978 (author)
Chalmers tekniska högskola,Chalmers University of Technology
Wolff, Krister, 1969 (author)
Chalmers tekniska högskola,Chalmers University of Technology
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Wahde, Mattias, 1969 (author)
Chalmers tekniska högskola,Chalmers University of Technology
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 (creator_code:org_t)
ISBN 9783642217982
Berlin, Heidelberg : Springer Berlin Heidelberg, 2011
2011
English.
In: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). - Berlin, Heidelberg : Springer Berlin Heidelberg. - 1611-3349 .- 0302-9743. - 9783642217982 ; 6777, s. 453-462
  • Conference paper (peer-reviewed)
Abstract Subject headings
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  • A simulation environment for evaluation and optimization of driver models is introduced and described. The simulation environment features models of vehicles and drivers, as well as a representation of the traffic environment (roads, buildings etc.). In addition, an optimization framework based on stochastic optimization algorithms has been implemented as an integral part of the simulation environment. Given observed (time series) data of driver behavior and, possibly, vehicle dynamics, the optimization framework can be used for inferring driver model parameters. The simulation environment has been evaluated in two scenarios, one involving emergency braking and one involving a double lane change.

Subject headings

NATURVETENSKAP  -- Data- och informationsvetenskap (hsv//swe)
NATURAL SCIENCES  -- Computer and Information Sciences (hsv//eng)

Keyword

driver models
double lane change
emergency braking
optimization
vehicle simulation

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kon (subject category)
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