Integrated Models of Driver Behavior

Our work on modeling driver behavior in a cognitive architecture has benefited greatly from two types of integration: composition of independently developed theories and models into the framework of a cognitive architecture, and generalization of common elements of theories and models into higher-level constructs within the architecture. This chapter highlights three ways in which integration by composition and generalization have arisen in the modeling of highway driving, driver distraction, and executive control within driving. Such integration has played a critical role in the incremental development of new theories of driver behavior and the implications of these theories for other domains. At the same time, this integration has facilitated the development of practical systems that utilize these theories in real-world applications, such as predicting the distraction potential of novel in-vehicle devices.

[1]  John R Anderson,et al.  An integrated theory of the mind. , 2004, Psychological review.

[2]  Frank J. Lee,et al.  Modeling Effects of Age in Complex Tasks: A Case Study in Driving , 2004 .

[3]  J. Driver,et al.  Control of Cognitive Processes: Attention and Performance XVIII , 2000 .

[4]  Richard Wilkie,et al.  Controlling steering and judging heading: retinal flow, visual direction, and extraretinal information. , 2003, Journal of experimental psychology. Human perception and performance.

[5]  Erik D. Reichle,et al.  Toward a model of eye movement control in reading. , 1998, Psychological review.

[6]  Michael Land,et al.  Which parts of the road guide steering? , 1995, Nature.

[7]  Matthew P. Reed,et al.  Comparison of driving performance on-road and in a low-cost simulator using a concurrent telephone dialling task , 1999 .

[8]  Frank J. Lee,et al.  Deciding when to switch tasks in time-critical multitasking , 2005, Cognitive Systems Research.

[9]  John R Anderson,et al.  Neural mechanisms of planning: A computational analysis using event-related fMRI , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[10]  D. Kieras,et al.  Modern computational perspectives on executive mental processes and cognitive control: Where to from here? , 2000 .

[11]  Constance S. Royden,et al.  From vision to action: experiments and models of steering control during driving. , 2000, Journal of experimental psychology. Human perception and performance.

[12]  John R. Anderson,et al.  Integrating analogical mapping and general problem solving: the path-mapping theory , 2001, Cogn. Sci..

[13]  B. Fildes,et al.  The on effect of changes in curve geometry magnitude estimates of road-like perspective curvature , 1985 .

[14]  Rob Gray,et al.  A Two-Point Visual Control Model of Steering , 2004, Perception.

[15]  Dario D. Salvucci Predicting the effects of in-car interface use on driver performance: an integrated model approach , 2001, Int. J. Hum. Comput. Stud..

[16]  Richard Reviewer-Granger Unified Theories of Cognition , 1991, Journal of Cognitive Neuroscience.

[17]  Edmund Donges,et al.  A Two-Level Model of Driver Steering Behavior , 1978 .

[18]  C. Lebiere,et al.  An integrated theory of list memory. , 1998 .

[19]  Yili Liu,et al.  Modeling Steering Using the Queueing Network — Model Human Processor (QN-MHP) , 2003 .

[20]  Dario D. Salvucci Modeling Driver Distraction from Cognitive Tasks , 2019, Proceedings of the Twenty-Fourth Annual Conference of the Cognitive Science Society.

[21]  Erwin R. Boer,et al.  Toward an Integrated Model of Driver Behavior in Cognitive Architecture , 2001 .

[22]  Shane T. Mueller,et al.  Executive-process interactive control: A unified computational theory for answering 20 questions (and more) about cognitive ageing , 2001 .

[23]  Michael D. Byrne,et al.  ACT-R/PM and menu selection: applying a cognitive architecture to HCI , 2001, Int. J. Hum. Comput. Stud..

[24]  Dario D. Salvucci An integrated model of eye movements and visual encoding , 2001, Cognitive Systems Research.

[25]  Marsha C. Lovett,et al.  A source activation theory of working memory: cross-task prediction of performance in ACT-R , 2000, Cognitive Systems Research.

[26]  H Godthelp,et al.  Vehicle Control During Curve Driving , 1986, Human factors.

[27]  H Alm,et al.  The effects of a mobile telephone task on driver behaviour in a car following situation. , 1995, Accident; analysis and prevention.

[28]  Dario D. Salvucci Modeling Driver Behavior in a Cognitive Architecture , 2006, Hum. Factors.

[29]  Y Liu,et al.  Queueing network modeling of elementary mental processes. , 1996, Psychological review.

[30]  Julie M. Harris,et al.  Guidance of locomotion on foot uses perceived target location rather than optic flow , 1998, Current Biology.

[31]  Dario D. Salvucci A Multitasking General Executive for Compound Continuous Tasks , 2005, Cogn. Sci..

[32]  Dario D. Salvucci,et al.  Distract-R: rapid prototyping and evaluation of in-vehicle interfaces , 2005, CHI.

[33]  Jannes Aasman,et al.  Modelling driver behaviour in soar , 1995 .

[34]  Wayne D. Gray,et al.  THE NATURE AND TIMING OF INTERRUPTIONS IN A COMPLEX, COGNITIVE TASK: EMPIRICAL DATA AND COMPUTATIONAL COGNITIVE MODELS , 2003 .