Title :
Cognitive change measurement through driving navigation ability sensing and analysis
Author :
Wallace, Bruce ; Goubran, Rafik ; Knoefel, Frank
Author_Institution :
Dept. of Syst. & Comput. Eng., Carleton Univ., Ottawa, ON, Canada
Abstract :
This paper explores the detection of cognitive change in individuals by sensing a high cognition task (driving). The paper proposes algorithms for the analysis of a set of training trips by a driver to create baseline attributes and features for measurement of baseline navigational performance. Algorithms are proposed for the measurement of subsequent trips through comparison to the baseline performance attributes and the paper shows that trips with common coping mechanisms for cognitive decline can be identified and classified. Common coping mechanisms include use of familiar routes by backtracking to home or reduction in trip complexity through reduction in the variety of stops or in the number of stops are all identified. In addition, algorithms are proposed that identify changes in the navigation ability by indicating routing mistakes or poor choices. The paper shows that the measurement of patient performance can be compared to gold standard Google Maps based routing and navigation choices providing a baseline for a patient´s cognitive performance and that cognitive change could be detected in behavior change relative to this baseline including less efficient trip planning, reduced trip complexity or less optimal navigation through use of inefficient but more familiar routes as coping mechanisms.
Keywords :
backtracking; biomedical measurement; cognition; human factors; neurophysiology; training; backtracking; baseline navigational performance measurement; cognitive change; cognitive change detection; cognitive change measurement; common coping mechanisms; driving navigation ability sensing analysis; high cognition task; optimal navigation; patient cognitive performance; patient performance measurement; reduced trip complexity; training trips; trip planning; Complexity theory; Global Positioning System; Google; Roads; Routing; Vehicles; Alzheimer Disease; Cognitive Decline; Cognitive Measurement;
Conference_Titel :
Medical Measurements and Applications Proceedings (MeMeA), 2013 IEEE International Symposium on
Conference_Location :
Gatineau, QC
Print_ISBN :
978-1-4673-5195-9
DOI :
10.1109/MeMeA.2013.6549728