TY - GEN
T1 - Methods for Person Recognition and Abnormal Gait Detection Using Tri-axial Accelerometer and Gyroscope
AU - Guan-Wei, He
AU - Min-Hsuan, Lin
AU - Yu-Tai, Ching
PY - 2018/12/4
Y1 - 2018/12/4
N2 - This work reports methods to identify a person from gaits as well as identifying anomaly of gaits using 'Koala'. Koala, that was developed in National Chiao Tung University, Hsinchu, Taiwan, consists of an accelerometer and a gyroscope, and support Bluetooth communication. A gait is segmented from the signals acquired by Koala. Features extracted from the signals were used to identify a person. If a person can be defined by gait, the normal gait of a person should be able to be identified. In this work, we designed a method to detect abnormal gaits. If a practical wearable device available, the presented method can be applied to early detection of diseases, for example, an early stroke.
AB - This work reports methods to identify a person from gaits as well as identifying anomaly of gaits using 'Koala'. Koala, that was developed in National Chiao Tung University, Hsinchu, Taiwan, consists of an accelerometer and a gyroscope, and support Bluetooth communication. A gait is segmented from the signals acquired by Koala. Features extracted from the signals were used to identify a person. If a person can be defined by gait, the normal gait of a person should be able to be identified. In this work, we designed a method to detect abnormal gaits. If a practical wearable device available, the presented method can be applied to early detection of diseases, for example, an early stroke.
KW - Anomaly score
KW - Gait Analysis
KW - Identity Verification
KW - Wearable device
UR - http://www.scopus.com/inward/record.url?scp=85060610759&partnerID=8YFLogxK
U2 - 10.1109/CSCI.2017.294
DO - 10.1109/CSCI.2017.294
M3 - Conference contribution
AN - SCOPUS:85060610759
T3 - Proceedings - 2017 International Conference on Computational Science and Computational Intelligence, CSCI 2017
SP - 1691
EP - 1694
BT - Proceedings - 2017 International Conference on Computational Science and Computational Intelligence, CSCI 2017
A2 - Tinetti, Fernando G.
A2 - Tran, Quoc-Nam
A2 - Deligiannidis, Leonidas
A2 - Yang, Mary Qu
A2 - Yang, Mary Qu
A2 - Arabnia, Hamid R.
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2017 International Conference on Computational Science and Computational Intelligence, CSCI 2017
Y2 - 14 December 2017 through 16 December 2017
ER -