Abstract—Dual-task gait allows assessment of impaired
executive function and mobility control in older individuals,
which are risk factors of falls. This study investigated gait
changes in older individuals due to the addition of a cognitive
load, using wearable pressure-sensing insole and tri-axial
accelerometer measures. These wearable sensors can be applied
at the point-of-care. Eleven elderly (65 years or older)
individuals walked 7.62 m with and without a verbal fluency
cognitive load task while wearing FScan 3000E pressure-
sensing insoles in both shoes and a Gulf Coast X16-1C tri-axial
accelerometer at the pelvis. Plantar-pressure derived
parameters included center of force (CoF) path and temporal
measures. Acceleration derived measures were descriptive
statistics, Fast Fourier Transform quartile, ratio of even-to-odd
harmonics, and maximum Lyapunov exponent. Stride time,
stance time, and swing time all significantly increased during
dual-task compared to single-task walking. Minimum, mean,
and median CoF stance velocity; cadence; and vertical,
anterior-posterior, and medial-lateral harmonic ratio all
significantly decreased during dual-task walking. Wearable
plantar pressure-sensing insole and lower back accelerometer
derived-measures can identify gait differences between single-
task and dual-task walking in older individuals and could be
used in point-of-care environments to assess for deficits in
executive function and mobility impairments.
I. INTRODUCTION
Traditionally, dynamic stability was thought to require
minimal cognitive resources and was primarily controlled by
automatic or reflex motor responses [1]. However, recent
evidence [2] suggests that maintaining stability requires
sensorimotor and cognitive processes, particularly executive
function and attention [3,4], with a positive relationship
between cognitive impairment and gait abnormalities [5,6].
Furthermore, a cautious, conservative gait pattern, often
adopted by older individuals, may require more cognitive
control and result in gait deterioration under attention-
demanding, dual-task (DT) conditions [7].
Research supported by Natural Sciences and Engineering Research
Council of Canada (NSERC).
J.D. Howcroft is with the Department of Systems Design Engineering at
the University of Waterloo, Waterloo, ON, Canada N2L 3G1 (phone: 519-
888-4567; fax: 519-746-4791; e-mail: jirwin02@gmail.com).
E.D. Lemaire is with the Ottawa Hospital Rehabilitation Centre, Ottawa,
ON, Canada and the University of Ottawa, Canada (e-mail: elemaire@
toh.on.ca).
J. Kofman is with the Department of Systems Design Engineering at the
University of Waterloo, Waterloo, ON, Canada N2L 3G1 (e-mail: jkofman
@uwaterloo.ca).
W.E. McIlroy is with the Department of Kinesiology at the University of
Waterloo, Waterloo, ON, Canada N2L 3G1 (e-mail: wmcilroy@
uwaterloo.ca).
DT gait involves walking while simultaneously
performing an attention-demanding task and is assessed in
older individuals to identify impaired executive function,
particularly the inability to appropriately allocate attention
[8] and increased attentional demands associated with
impaired control of walking. Impaired executive function
and impaired mobility control can increase fall risk [4]. For
older individuals, DT walking has been associated with the
following gait changes compared to single-task (ST)
walking: reduced walking speed [1,7,9-19]; decreased stride
frequency [7]; increased percentage of missteps [20];
increased step duration [13]; increased stride time [7];
increased stance time [19]; increased [19] and decreased
swing time [15,17]; increased variability in swing time
[15,17], stride-to-stride gait velocity [1], stride time [7,18],
and stride length [18]; increased phase variability index [7];
decreased root mean square and peak anterior-posterior (AP)
and medial-lateral (ML) trunk accelerations [7]; increased
local stability exponent for AP and ML trunk accelerations
[7]; and increased sample entropy for AP trunk accelerations
[7]. Older individuals tend to prioritize motor tasks over
cognitive tasks in a DT scenario [16,19,21], as an
unconscious, protective strategy to reduce fall risk [21].
Wearable sensors could be applied at the point-of-care to
evaluate gait deterioration under attention-demanding, DT
conditions. Inertial wearable-sensors [7,13,14] and force-
sensitive wearable-insoles [15,17] have been successfully
used to detect change in elderly gait between ST and DT
walking. Inertial wearable-sensors have been applied to the
lower leg [13,14], head [13], and trunk [7]. However, the
lower back location has not yet been assessed even though it
has advantages over other locations since it approximates the
center of mass location and can be easily used by attaching
the sensor to a belt [22]. Most wearable-sensor-derived
measures for DT walking have been temporal measures.
Only Lamoth et al. 2011 [7] identified non-temporal changes
in gait under DT conditions in older individuals. Non-
temporal measures may further elucidate gait pattern changes
under DT walking conditions.
This study investigated gait changes in older individuals
due to the addition of a cognitive load using wearable
pressure-sensing insole and tri-axial accelerometer measures.
II. METHOD
A. Participants
Eleven elderly independent community dwellers or
residents of retirement homes voluntarily participated in this
Analysis of Dual-Task Elderly Gait
Using Wearable Plantar-Pressure Insoles and Accelerometer
Jennifer D. Howcroft, IEEE EMBS Student Member, Edward D. Lemaire, IEEE Member,
Jonathan Kofman, IEEE EMBS Member, and William E. McIlroy
978-1-4244-7929-0/14/$26.00 ©2014 IEEE 5003