A computational model for driver's cognitive state, visual perception and intermittent attention in a distracted car following task

Jami Pekkanen*, Otto Lappi, Paavo Rinkkala, Samuel Tuhkanen, Roosa Frantsi, Heikki Summala

*Corresponding author for this work

Research output: Contribution to journalArticleScientificpeer-review

5 Citations (Scopus)
107 Downloads (Pure)

Abstract

We present a computational model of intermittent visual sampling and locomotor control in a simple yet representative task of a car driver following another vehicle. The model has a number of features that take it beyond the current state of the art in modelling natural tasks, and driving in particular. First, unlike most control theoretical models in vision science and engineering-where control is directly based on observable (optical) variables-actions are based on a temporally enduring internal representation. Second, unlike the more sophisticated engineering driver models based on internal representations, our model explicitly aims to be psychologically plausible, in particular in modelling perceptual processes and their limitations. Third, unlike most psychological models, it is implemented as an actual simulation model capable of full task performance (visual sampling and longitudinal control). The model is developed and validated using a dataset from a simplified car-following experiment (N = 40, in both threedimensional virtual reality and a real instrumented vehicle). The results replicate our previously reported connection between time headway and visual attention. The model reproduces this connection and predicts that it emerges from control of action uncertainty. Implications for traffic psychological models and future developments for psychologically plausible yet computationally rigorous models of full natural task performance are discussed.

Original languageEnglish
Article number180194
Number of pages23
JournalRoyal Society Open Science
Volume5
Issue number9
DOIs
Publication statusPublished - 1 Sep 2018
MoE publication typeA1 Journal article-refereed

Keywords

  • cognitive modelling
  • driving
  • natural task performance
  • predictive processing
  • top-down control
  • visual attention

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