학술논문

Repetitively Driven Trips as a Measure of Older Adult Driver Cognitive Health – Three Case Studies
Document Type
Conference
Source
2020 IEEE International Symposium on Medical Measurements and Applications (MeMeA) Medical Measurements and Applications (MeMeA), 2020 IEEE International Symposium on. :1-6 Jun, 2020
Subject
Engineering Profession
Soft sensors
Focusing
Time measurement
Standards
driving
older adults
big data
data analytics
repetitive trips
GPS
cognitive health
Language
Abstract
Older adult in-car driving data represents a valuable data source where successful measurement and interpretation could assist clinicians in driving fitness assessments. One of the measurement challenges with naturalistic driving assessments is the many possible sources of variability. Therefore, focusing measurements on a trip that is driven repetitively over a sustained period of time may reduce sources of variability and increase utility in driving assessments. In this study, repetitive-trips with two destinations that were driven at least 20 times during the first year of driving were investigated across a period of five years for three different older adult drivers with the goal of providing a preliminary evaluation of the value of repetitive-trip-focused metrics. The three older adult drivers had three different cognitive health statuses: one with better, relatively stable cognitive health and two with declining cognitive health associated with different cognitive assessments. The repetitive-trip-derived metrics included trip frequency, velocity metrics (mean, standard deviation, percentiles, and coefficient of variation), and route similarity. The older adult driver with better, relatively stable cognitive health had relatively stable driving patterns. The older adult driver with a marked, early decline in Trails Making B-measured cognitive health appeared to drive slower and with a higher portion of driving time spent stopped. The older adult driver with a gradual, sustained decline in MoCA-measured cognitive health had gradual changes in driving behaviours across the five-year period related to frequency, velocity, and route similarity. Therefore, this study provides a preliminary indication that repetitive-trips may provide a useful measure of older adult driving performance related to cognitive health status by reducing sources of variability. Future work is needed to assess these initial findings on a larger sample of older adult drivers.