Deep stair walking detection using wearable inertial sensor via long short-term memory network

• Main Authors: Gan, Wei Nie, Ghazali, Nurul Fathiah, Shahar, Norazman, As'ari, Muhammad Amir
• Format: Article
• Language: English
• Published: Institute of Advanced Engineering and Science 2020
• Subjects: QP Physiology
• Online Access: http://eprints.utm.my/id/eprint/90862/1/MuhammadAmirAs%60Ari2020_DeepStairWalkingDetectionUsingWearableInertialSensor.pdf; http://eprints.utm.my/id/eprint/90862/; http://dx.doi.org/10.11591/eei.v9i1.1685
• Institution: Universiti Teknologi Malaysia

This paper proposes a stair walking detection via Long Short-Term Memory (LSTM) network to prevent stair fall event happen by alerting caregiver for assistance as soon as possible. The tri-axial accelerometer and gyroscope data of five activities of daily living (ADLs) including stair walking is col...