Integrating Models and Tools in the Context of Driving and In-vehicle Devices

The integration of cognitive models offers interesting theoretical and practical benefits to the development of complex models, but at the same time brings up new challenges that the modeling community is only beginning to address. In this paper we present our experiences integrating models and tools for modeling,. Specifically, on the modeling end, we integrated an ACT-R model of driving with an independently-built model of cell phone dialing. To do this, we integrated the driving tool (a minimal-graphics driving simulator that can be controlled by ACT-R) with a modelingby-demonstration tool, CogTool, that also used ACT-R as its cognitive engine. We found that both the models and tools required re-working because of the integration. The models required new motor movements and methods for switching between tasks. The tools required new specification techniques for placing prototyped devices in the vehicle and demonstration techniques for indicating points of taskswitching. Our experiences indicate that while the integration of cognitive models is indeed an approach worthy of pursuit, the field may not understand all the ramifications of such integration until many more integrated models and tools are

[1]  Bonnie E. John,et al.  Cognitive Architecture and Modeling Idiom: An Examination of Three Models of the Wickens's Task , 1998 .

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

[3]  Kenneth R. Koedinger,et al.  Toward a Rapid Development Environment for Cognitive Tutors , 2003 .

[4]  P. Fitts The information capacity of the human motor system in controlling the amplitude of movement. , 1954, Journal of experimental psychology.

[5]  Bonnie E. John Toward a deeper comparison of methods: a reaction to Nielsen & Phillips and new data , 1994, CHI '94.

[6]  Michael D. Byrne,et al.  A tool for creating predictive performance models from user interface demonstrations , 1999, UIST '99.

[7]  Allen Newell,et al.  The psychology of human-computer interaction , 1983 .

[8]  Dario D. Salvucci Interfaces on the Road : Rapid Evaluation of In-Vehicle Devices , 2004 .

[9]  Bonnie E. John,et al.  APEX/CPM-GOMS: Modeling Human Performance in Applied HCI Domains , 2002 .

[10]  Masaaki Kurosu Dual task model - an evaluation model for the complex operation , 1994, CHI Conference Companion.

[11]  Kristen L. Macuga,et al.  Predicting the effects of cellular-phone dialing on driver performance , 2002, Cognitive Systems Research.

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

[13]  Michael Freed,et al.  Automating CPM-GOMS , 2002, CHI.

[14]  Allen Newell,et al.  The keystroke-level model for user performance time with interactive systems , 1980, CACM.

[15]  C. Lebiere,et al.  The Atomic Components of Thought , 1998 .

[16]  Frank J. Lee,et al.  Simple cognitive modeling in a complex cognitive architecture , 2003, CHI '03.

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

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

[19]  Judy Kay,et al.  Artificial intelligence in education : shaping the future of learning through intelligent technologies , 2003 .

[20]  Richard L. Lewis Specifying Architectures for Language Processing: Process, Control, and Memory in Parsing and Interpretation , 1997 .

[21]  Jill Fain Lehman,et al.  Integrating Cognitive Capabilities in a Real-Time Task , 2019, Proceedings of the Sixteenth Annual Conference of the Cognitive Science Society.

[22]  Masaaki Karosu Dual task model—an evaluation model for the complex operation , 1994, CHI 1994.

[23]  Bonnie E. John,et al.  An analysis of space shuttle countdown activities :preliminaries to a computational model of the NASA Test Director Bonnie E. John, Roger W. Remington, David M. Steier. , 1991 .

[24]  Kenneth R. Koedinger,et al.  Predictive human performance modeling made easy , 2004, CHI.