Computers in biology and medicine · 2025
Variability-based assessment of assisted gait using a multi-sensor instrumented cane.
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Phinyomark Angkoon, Larracy Robyn, Gill Satinder, Scheme Erik
Аннотация
The biomechanics of walking with assistive canes are not well understood clinically, despite their long history. Canes are also often misused or not used at all once taken home, despite the known benefits of proper use. To help clinicians and users evaluate and monitor cane use at home and in the community, a multi-sensor instrumented cane and interpretable gait performance metrics have been proposed. This study investigated the effects of an instrumented cane on gait speed, stride interval, and gait variability in 15 healthy individuals. Participants were asked to walk for 10 min under three different conditions: normal walking (as a control), walking with plantar flexion of the ankle, and walking with dorsiflexion of the ankle. The results showed that relying solely on speed-related gait features may not be sufficient to detect gait changes caused by both the use of a cane and the simulated gait conditions. To gain a more comprehensive understanding of gait performance, additional gait parameters based on gait variability extracted from the user's motion and/or the device's motion are necessary. Specifically, the detrended fluctuation analysis (DFA) exponent of stride-to-stride fluctuations can be used to differentiate between changes in walking and modifications in cane use, while other measures based on mean values, such as gait speed and stride interval, cannot. These results suggest that the abundance of information acquired from the inertial sensor-based instrumented cane can be used for automated gait analysis and gait recognition to observe and comprehend an individual's walking performance.