Automatic rehabilitation exercise task assessment of stroke patients based on wearable sensors with a lightweight multichannel 1D-CNN model

Automatic rehabilitation exercise task assessment of stroke patients based on wearable sensors with a lightweight multichannel 1D-CNN model

Abstract Approximately 75% of stroke survivors have movement dysfunction. Rehabilitation exercises are capable of improving physical coordination. They are mostly conducted in the home environment without guidance from therapists. It is impossible to provide timely feedback on exercises without suit...

Full description

Bibliographic Details
Main Authors: Jiping Wang, Chengqi Li, Bochao Zhang, Yunpeng Zhang, Lei Shi, Xiaojun Wang, Linfu Zhou, Daxi Xiong
Format: Article
Language:English
Published: Nature Portfolio 2024-08-01
Series:Scientific Reports
Subjects:
Automatic assessment
Rehabilitation
Wearable sensor
Multichannel
Upper limb action quality
Decision fusion
Online Access:https://doi.org/10.1038/s41598-024-68204-1

Internet

https://doi.org/10.1038/s41598-024-68204-1

Similar Items