Step Length and Gait Speed Estimation Using a Hearing Aid Integrated Accelerometer: A Comparison of Different Algorithms

Gait is an indicator of a person's health status and abnormal gait patterns are associated with a higher risk of falls, dementia, and mental health disorders. Wearable sensors facilitate long-term assessment of walking in the user's home environment. Earables, wearable sensors that are wor...

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Bibliographic Details
Published in:IEEE journal of biomedical and health informatics 2024-11, Vol.28 (11), p.6619-6628
Main Authors: Seifer, Ann-Kristin, Kuderle, Arne, Dorschky, Eva, Moradi, Hamid, Hannemann, Ronny, Eskofier, Bjoern M.
Format: Article
Language:English
Subjects:
Accelerometer
Accelerometers
Accelerometry - instrumentation
Accelerometry - methods
Adult
Aged
Algorithms
artificial intelligence
Biological system modeling
earables
Estimation
Female
Gait - physiology
Gait Analysis - methods
gait speed
hearing aid
Hearing Aids
Humans
IMU
Legged locomotion
Machine Learning
Male
Middle Aged
Neural Networks, Computer
Older adults
Optical sensors
Signal Processing, Computer-Assisted
step length
Walking Speed - physiology
Wearable Electronic Devices
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