Title :
Integration of Physical and Cognitive Human Models to Simulate Driving With a Secondary In-Vehicle Task
Author :
Fuller, Helen J A ; Reed, Matthew P. ; Liu, Yili
Author_Institution :
Dept. of Biomed. Eng., Univ. of Michigan, Ann Arbor, MI, USA
fDate :
6/1/2012 12:00:00 AM
Abstract :
Human behavior models give insight into people´s choices and actions and are tools for predicting performance and improving interface design. Most models focus on a task´s cognitive aspects or its physical requirements. This research addresses the divide between cognitive and physical models by combining two models to produce an integrated cognitive-physical human model that enables studying of complex human-machine interactions. The capabilities of the integrated model are evaluated in a task scenario with both cognitive and physical components, i.e., driving while performing a secondary in-vehicle task. When applied in this way, the integrated model is called the Virtual Driver model and can replicate basic driving, in-vehicle tasks, and resource-sharing behaviors, providing a new way to study driver distraction. The model has applicability to interface design and predicting staffing requirements and performance.
Keywords :
cognition; human computer interaction; traffic engineering computing; virtual reality; cognitive human model; complex human-machine interaction; driver distraction; driving replication; driving simulation; human behavior model; interface design; physical human model; resource-sharing behavior; secondary in-vehicle task; staffing performance; staffing requirement; virtual driver model; Computational modeling; Ergonomics; Humans; Multitasking; Predictive models; Roads; Vehicles; Driver distraction; driver modeling; queuing network; secondary task;
Journal_Title :
Intelligent Transportation Systems, IEEE Transactions on
DOI :
10.1109/TITS.2012.2182764