ABSTRACT
The paper describes an approach to modeling the strategic variations in performing secondary tasks while driving. In contrast to previous efforts that are based on simulation of a cognitive architecture interacting with a task environment, we take an approach that develops a cognitive constraint model of the interaction between the driver and the task environment in order to make inferences about dual-task performance. Analyses of driving performance data reveal that a set of simple equations can be used to accurately model changes in the lateral position of the vehicle within the lane. The model quantifies how the vehicle's deviation from lane center increases during periods of inattention, and how the vehicle returns to lane center during periods of active steering. We demonstrate the benefits of the approach by modeling the dialing of a cellular phone while driving, where drivers balance the speed in performing the dial task with accuracy (or safety) in keeping the vehicle centered in the roadway. In particular, we show how understanding, rather than simulating, the constraints imposed by the task environment can help to explain the costs and benefits of a range of strategies for interleaving dialing and steering. We show how particular strategies are sensitive to a combination of internal constraints (including switch costs) and the trade-off between the amount of time allocated to secondary task and the risk of extreme lane deviation.
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- Anderson, J.R., Bothell, D., Byrne, M.D., Douglass, S., Lebiere, C., and Qin, Y. (2004). An integrated theory of mind. Psychological Review, 111, 1036--1060.Google ScholarCross Ref
- Briem, V., & Hedman, L.R. (1995). Behavioral effects of mobile telephone use during simulated driving. Ergonomics, 38, 2536--2562.Google ScholarCross Ref
- Brumby, D.P., & Salvucci, D.D. (2006). Exploring Human Multitasking Strategies from a Cognitive Constraint Approach. In Proc. Cognitive Science Society (pp. 2451). Lawrence Erlbaum Associates.Google Scholar
- Eng, K., Lewis, R.L., Tollinger, I., Chu, A., Howes, A., & Vera, A. (2006). Generating automated predictions of behavior strategically adapted to specific performance objectives. In Proc. CHI 2006 (pp. 621--630). ACM Press. Google ScholarDigital Library
- Hildreth, E., Beusmans, J., Boer, E., & Royden, C. (2000). From vision to action: experiments and models of steering control during driving. Journal of Experimental Psychology: Human Perception and Performance, 26, 1106--1132.Google ScholarCross Ref
- Howes, A., Lewis, R.L., Vera, A., Richardson, J. (2005). Information-Requirements Grammar: A theory of the structure of competence for interaction. In Proc. Cognitive Science Society (pp. 977--982). Lawrence Erlbaum Associates.Google Scholar
- Howes, A., Vera, A., Lewis, R.L., & McCurdy, M. (2004). Cognitive constraint modeling: A formal approach to supporting reasoning about behavior. In Proc. Cognitive Science Society (pp. 595--600). Lawrence Erlbaum Associates.Google Scholar
- Howes, A., Vera, A., & Lewis, R.L. (In press). Bounding rational analysis: Constraints on asymptotic performance. In W.D. Gray (Ed.) Integrated Models of Cognitive Systems. Oxford University Press.Google Scholar
- Kieras, D.E., & Meyer, D.E. (2000). The role of cognitive task analysis in the application of predictive models of human performance. In J.M.C. Schraagen, S.F. Chipman & V.L. Shalin (Eds.), Cognitive Task Analysis (pp. 237--260). Lawrence Erlbaum Associates.Google Scholar
- Kieras, D.E., Meyer, D.E., Ballas, J.A., & Lauber, E.J. (2000). Modern computational perspectives on executive mental processes and cognitive control: Where to from here? In S. Monsell & J. Driver (Eds.), Control of Cognitive Processes: Attention and Performance XVIII (pp. 681--712). MIT Press.Google Scholar
- Meyer, D.E., & Kieras, D.E. (1997). A computational theory of executive cognitive processes and multiple-task performance: Part 1. Basic mechanisms. Psychological Review, 104, 3--65.Google ScholarCross Ref
- Roberts, S., & Pashler, H. (2000). How persuasive is a good fit? A comment on theory testing. Psychological Review, 107, 358--367.Google ScholarCross Ref
- Salvucci, D.D. (2001). Predicting the effects of in-car interface use on driver performance: An integrated model approach. International Journal of Human-Computer Studies, 55, 85--107.Google ScholarDigital Library
- Salvucci, D.D. (2005). A multitasking general executive for compound continuous tasks. Cognitive Science, 29, 457--492.Google ScholarCross Ref
- Salvucci, D.D. (2006). Modeling driver behavior in a cognitive architecture. Human Factors, 48, 362--380.Google ScholarCross Ref
- Salvucci, D.D., & Macuga, K.L. (2002). Predicting the effects of cellular-phone dialing on driver performance. Cognitive Systems Research, 3, 95--102. Google ScholarDigital Library
- Salvucci, D.D., Markley, D., Zuber, M., & Brumby, D.P. (In press). iPod distraction: Effects of portable music-player use on driver performance. To appear in Proc. CHI 2007. ACM Press. Google ScholarDigital Library
- Tsimhoni, O. & Liu, Y. (2003). Modeling steering using the queueing network -- model human processor (QN-MHP). In Proc. Human Factors and Ergonomics Society (pp. 1875--1879). Human Factors and Ergonomics Society.Google ScholarCross Ref
- Wallis, G., Chatziastros, A., & Büülthoff, H. (2002). An unexpected role for visual feedback in vehicle steering control. Current Biology, 12, 295--299.Google ScholarCross Ref
- "2006 GMAC Insurance National Drivers Test", available at http://www.gmacinsurance.com/SafeDriving/2006/.Google Scholar
Index Terms
- A cognitive constraint model of dual-task trade-offs in a highly dynamic driving task
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