Identification of activities of daily living in tremorous patients using inertial sensors

作者:

Highlights:

• Tremor and voluntary movement of the upper limb are separated from IMUs signals.

• Seven daily living tasks are classified with an accuracy of 86%.

• Grain (precise or gross) of daily living tasks is identified with 79% accuracy.

• Direction (distal/ proximal) of daily living tasks is identified with 89% accuracy.

• Tremor kinematics can be coupled with the kind of task where it appears.

摘要

•Tremor and voluntary movement of the upper limb are separated from IMUs signals.•Seven daily living tasks are classified with an accuracy of 86%.•Grain (precise or gross) of daily living tasks is identified with 79% accuracy.•Direction (distal/ proximal) of daily living tasks is identified with 89% accuracy.•Tremor kinematics can be coupled with the kind of task where it appears.

论文关键词:Parkinson,Essential tremor,Inertial sensors,Daily activity identification,Time series classification

论文评审过程:Received 21 February 2017, Revised 5 April 2017, Accepted 17 April 2017, Available online 18 April 2017, Version of Record 24 April 2017.

论文官网地址:https://doi.org/10.1016/j.eswa.2017.04.032