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

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...

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Bibliographic Details
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:
Online Access:http://eprints.utm.my/90862/1/MuhammadAmirAs%60Ari2020_DeepStairWalkingDetectionUsingWearableInertialSensor.pdf