Cognitive Driver Behavior Modeling: Influence of Personality and Driver Characteristics on Driver Behavior

Research output: Contribution to book/Conference proceedings/Anthology/ReportConference contributionContributedpeer-review

Contributors

  • Manuela Witt - , BMW Group (Author)
  • Lei Wang - , BMW Group (Author)
  • Felix Fahrenkrog - , BMW Group (Author)
  • Klaus Kompaß - , BMW Group (Author)
  • Günther Prokop - , Chair of Automobile Engineering (Author)

Abstract

The prospective safety impact assessment is an important method for evaluating traffic safety effects of Advanced Driving Assistance Systems (ADAS). Different approaches are known to determine a technology’s impact on traffic safety, e.g. driving simulator studies, driving studies on the test track, Field Operational Tests and virtual simulation. For the virtual simulation, it is essential to have a detailed representation of the interactive processes between the driver, the vehicle with the system under assessment and the environment in traffic. The modeling of the driver led to the development of the Stochastic Cognitive Model (SCM) at the BMW Group that bases on stochastic processes and considers human cognitive behavior. This paper focuses on driver behavior modeling. For this purpose, the paper investigates in detail the influence of driver characteristics and personality on driver behavior in a virtual multi-agent simulation based on a driving simulator study. Therefore, correlations between driver characteristics and relevant aspects of driver behavior have been investigated and results will be reported in the present paper.

Details

Original languageEnglish
Title of host publicationAdvances in Human Aspects of Transportation
EditorsNeville Stanton
PublisherSpringer-Verlag
Pages751-763
Number of pages13
ISBN (electronic)978-3-319-93885-1
ISBN (print)978-3-319-93884-4
Publication statusPublished - 2019
Peer-reviewedYes

Publication series

SeriesAdvances in Intelligent Systems and Computing
Volume786
ISSN2194-5357

Conference

TitleAHFE International Conference on Human Factors in Transportation, 2018
Duration21 - 25 July 2018
CityOrlando
CountryUnited States of America

External IDs

ORCID /0000-0002-0679-0766/work/166325388

Keywords

Keywords

  • Driver behavior model, Driver characteristics, Microscopic stochastic modeling, Traffic simulation